<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.179330.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>&#x201c;Financing&#x00a0;the&#x00a0;Climate&#x00a0;Transition:&#x00a0;Green&#x00a0;Finance,&#x00a0;Policy&#x00a0;Uncertainty,&#x00a0;and&#x00a0;Corporate&#x00a0;Environmental&#x00a0;Performance&#x00a0;in&#x00a0;Emerging&#x00a0;Markets&#x201d;</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved with reservations]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>perera</surname>
                        <given-names>Vidura</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <uri content-type="orcid">https://orcid.org/0009-0003-2913-2461</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Nanayakkara</surname>
                        <given-names>Madurika</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <xref ref-type="corresp" rid="c2">b</xref>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Madurapperuma</surname>
                        <given-names>Wasanthie</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-5106-2290</uri>
                    <xref ref-type="corresp" rid="c3">c</xref>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Faculty of Graduate Studies, University of Kelaniya, Kelaniya, Sri Lanka</aff>
                <aff id="a2">
                    <label>2</label>Faculty of Commerce and Management Studies, University of Kelaniya, Kelaniya, Sri Lanka</aff>
                <aff id="a3">
                    <label>3</label>Faculty of Commerce and Management Studies, University of Kelaniya, Kelaniya, Sri Lanka</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:rperer.phd-pub24031@pg.kln.ac.lk">rperer.phd-pub24031@pg.kln.ac.lk</email>
                </corresp>
                <corresp id="c2">
                    <label>b</label>
                    <email xlink:href="mailto:madurikan@kln.ac.lk">madurikan@kln.ac.lk</email>
                </corresp>
                <corresp id="c3">
                    <label>c</label>
                    <email xlink:href="mailto:wasanthi@kln.ac.lk">wasanthi@kln.ac.lk</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>19</day>
                <month>4</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2026</year>
            </pub-date>
            <volume>15</volume>
            <elocation-id>577</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>30</day>
                    <month>3</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 perera V et al.</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/15-577/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>Green finance has emerged as a key mechanism for promoting corporate environmental performance and supporting sustainable development, particularly in emerging economies where environmental challenges and financing gaps remain substantial. However, the effectiveness of green finance may depend on macroeconomic conditions, especially economic policy uncertainty, which can influence firms&#x2019; willingness to undertake longterm environmental investments.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>This study examines the relationship between green finance and corporate environmental performance using a balanced panel dataset of 1,370 listed firms across nine emerging economies from 2014 to 2024 (13,970 firm-year observations). The analysis employs two-way fixed effects panel models, interaction terms, and instrumental variable two-stage least squares (IV&#x2013;2SLS) estimation to address endogeneity and examine the moderating role of economic policy uncertainty.</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>The findings indicate that green finance significantly improves corporate environmental performance, suggesting that access to sustainable financial instruments enables firms to invest in environmentally friendly technologies and practices. However, the positive impact of green finance is weakened under conditions of higher economic policy uncertainty, as firms become more cautious about committing to long- term environmental investments. The results also show that strong institutional quality and higher levels of green technology adoption mitigate the negative effects of policy uncertainty, enabling firms to sustain environmental investments despite uncertain policy environments.</p>
                </sec>
                <sec>
                    <title>Conclusions</title>
                    <p>Overall, the study highlights the importance of stable policy environments, effective institutional governance, and technological innovation in strengthening the environmental benefits of green finance and supporting sustainable climate transitions in emerging markets.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Green finance; Corporate environmental performance; Economic policy uncertainty; Emerging markets; Green CAPEX intensity; Green R&amp;D intensity; Cash holdings; Sustainable finance; Institutional quality; Panel data econometrics</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec5" sec-type="intro">
            <title>1. Introduction</title>
            <sec id="sec6">
                <title>Background</title>
                <p>Climate change is one of the most pressing global challenges of the twenty-first century and requires substantial investment to promote low-carbon technologies and sustainable production systems. International initiatives such as the Paris Agreement and Sustainable Development Goal 13 emphasize the urgent need to mobilize financial resources for climate mitigation and environmental sustainability. In this context, green finance (GF) has emerged as an important policy and market mechanism for directing financial resources toward environmentally sustainable activities, including renewable energy, energy efficiency, and pollution prevention.
                    <sup>
                        <xref ref-type="bibr" rid="ref12">12</xref>,
                        <xref ref-type="bibr" rid="ref42">42</xref>
                    </sup>
                </p>
                <p>Green finance instruments such as green bonds, sustainability-linked loans, and environmental credit facilities enable firms to raise capital for environmentally responsible investments and improve their corporate environmental performance (CEP).
                    <sup>
                        <xref ref-type="bibr" rid="ref34">34</xref>,
                        <xref ref-type="bibr" rid="ref44">44</xref>
                    </sup> Empirical studies show that firms with greater access to green finance are more likely to engage in environmental innovation and achieve superior environmental outcomes.
                    <sup>
                        <xref ref-type="bibr" rid="ref46">46</xref>,
                        <xref ref-type="bibr" rid="ref14">14</xref>,
                        <xref ref-type="bibr" rid="ref12">12</xref>
                    </sup> From a theoretical perspective, the Resource-Based View (RBV) and Stakeholder Theory suggest that green financial resources enhance firms&#x2019; environmental capabilities and strengthen their ability to respond to increasing stakeholder pressure for sustainability.
                    <sup>
                        <xref ref-type="bibr" rid="ref4">4</xref>,
                        <xref ref-type="bibr" rid="ref13">13</xref>
                    </sup>
                </p>
                <p>However, the effectiveness of green finance depends heavily on the broader macroeconomic and institutional context. In particular, economic policy uncertainty (EPU) can influence firms&#x2019; environmental investment decisions by increasing regulatory risk and discouraging long-term commitments.
                    <sup>
                        <xref ref-type="bibr" rid="ref3">3</xref>,
                        <xref ref-type="bibr" rid="ref15">15</xref>
                    </sup> According to Real Options Theory firms tend to postpone irreversible investments under conditions of uncertainty in order to maintain strategic flexibility. Because green investments are typically capital-intensive and involve long payback periods, policy instability may weaken the positive impact of green finance on environmental performance.
                    <sup>
                        <xref ref-type="bibr" rid="ref25">25</xref>,
                        <xref ref-type="bibr" rid="ref43">43</xref>
                    </sup>
                </p>
                <p>These challenges are particularly relevant in emerging markets, where institutional quality and regulatory stability vary considerably across countries. Although emerging economies account for a growing share of global economic activity, they also contribute substantially to global greenhouse gas emissions.
                    <sup>
                        <xref ref-type="bibr" rid="ref19">19</xref>,
                        <xref ref-type="bibr" rid="ref40">40</xref>
                    </sup> Weak governance structures and unstable policy environments may therefore limit the effectiveness of green finance in supporting climate mitigation.
                    <sup>
                        <xref ref-type="bibr" rid="ref41">41</xref>
                    </sup> Nevertheless, strong institutional frameworks and technological innovation can mitigate the adverse effects of policy uncertainty. Effective governance and transparent regulatory systems enhance policy credibility and encourage firms to sustain environmental investments
                    <sup>
                        <xref ref-type="bibr" rid="ref1">1</xref>,
                        <xref ref-type="bibr" rid="ref9">9</xref>
                    </sup> Similarly, firms with higher levels of green technology adoption are better able to adapt to policy shocks and maintain environmental performance through technological flexibility.
                    <sup>
                        <xref ref-type="bibr" rid="ref36">36</xref>,
                        <xref ref-type="bibr" rid="ref18">18</xref>
                    </sup>
                </p>
                <p>Despite the growing importance of green finance in supporting sustainable development, empirical evidence on how economic policy uncertainty influences the effectiveness of green finance in improving corporate environmental performance remains limited, particularly in emerging markets. To address this gap, this study examines the moderating role of economic policy uncertainty in the green finance&#x2013;CEP relationship using data from 1,370 listed firms across nine emerging economies between 2014 and 2024. By integrating firm-level financial data with macroeconomic indicators, the study provides new insights into how institutional conditions and technological capabilities shape the effectiveness of green finance in promoting climate-related corporate performance.</p>
            </sec>
        </sec>
        <sec id="sec7">
            <title>2. Literature review</title>
            <p>Green finance (GF) has emerged as an important mechanism for achieving sustainable development goals, particularly in developing economies where public funding for environmental initiatives remains limited. Drawing on the Resource-Based View (RBV) and Stakeholder Theory, green finance can be considered a strategic intangible resource that enables firms to develop environmental capabilities and maintain long-term competitiveness.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>,
                    <xref ref-type="bibr" rid="ref13">13</xref>
                </sup> Instruments such as green bonds, sustainability-linked loans, and environmental credit facilities reduce financing costs for projects involving renewable energy, resource efficiency, and pollution reduction.
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>,
                    <xref ref-type="bibr" rid="ref56">56</xref>
                </sup> Empirical evidence shows that firms with greater access to green finance demonstrate stronger environmental innovation and lower carbon intensity. For example, Flammer finds that green bond issuers achieve significant emission reductions, while Tang and Zhang show that green credit policies enhance eco-efficiency and technological advancement.
                <sup>
                    <xref ref-type="bibr" rid="ref12">12</xref>,
                    <xref ref-type="bibr" rid="ref34">34</xref>
                </sup> Meta-analyses further confirm a positive relationship between environmental investment and corporate performance.
                <sup>
                    <xref ref-type="bibr" rid="ref14">14</xref>,
                    <xref ref-type="bibr" rid="ref44">44</xref>
                </sup>
            </p>
            <p>The role of Economic Policy Uncertainty (EPU) in shaping investment decisions has attracted increasing scholarly attention. According to Real Options Theory, firms facing uncertain policy environments tend to delay irreversible investments in order to maintain strategic flexibility.
                <sup>
                    <xref ref-type="bibr" rid="ref10">10</xref>
                </sup> Policy uncertainty arising from unclear fiscal, monetary, or environmental regulations increases financing costs and discourages long-term commitments.
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>,
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup> Empirical studies show that higher uncertainty reduces green investment and slows the adoption of clean technologies.
                <sup>
                    <xref ref-type="bibr" rid="ref28">28</xref>,
                    <xref ref-type="bibr" rid="ref25">25</xref>
                </sup> In the GF&#x2013;CEP relationship, EPU therefore acts as a negative moderating factor, weakening the positive effect of green financial resources on environmental performance. However, moderate uncertainty may sometimes encourage firms to pursue green finance as a signaling strategy to maintain investor confidence.
                <sup>
                    <xref ref-type="bibr" rid="ref24">24</xref>,
                    <xref ref-type="bibr" rid="ref43">43</xref>
                </sup> prior studies provide strong evidence that green finance significanlty enhances corporate envirnmental performence.
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>,
                    <xref ref-type="bibr" rid="ref23">23</xref>,
                    <xref ref-type="bibr" rid="ref39">39</xref>
                </sup>
            </p>
            <p>Institutional Theory provides a macro-level perspective emphasizing that regulatory stability, governance quality, and enforcement mechanisms shape corporate environmental strategies.
                <sup>
                    <xref ref-type="bibr" rid="ref26">26</xref>,
                    <xref ref-type="bibr" rid="ref32">32</xref>
                </sup> In countries with strong institutions, policy predictability reduces transaction costs and increases investor confidence, thereby strengthening the effectiveness of green finance.
                <sup>
                    <xref ref-type="bibr" rid="ref22">22</xref>,
                    <xref ref-type="bibr" rid="ref1">1</xref>,
                    <xref ref-type="bibr" rid="ref9">9</xref>
                </sup> In contrast, weak institutional environments common in many emerging economies may increase regulatory risk and limit the translation of financial resources into environmental outcomes.
                <sup>
                    <xref ref-type="bibr" rid="ref20">20</xref>,
                    <xref ref-type="bibr" rid="ref41">41</xref>
                </sup>
            </p>
            <p>Industry heterogeneity further influences the GF&#x2013;CEP relationship. Contingency Theory suggests that the impact of policy uncertainty varies across sectors depending on pollution intensity and capital rigidity.
                <sup>
                    <xref ref-type="bibr" rid="ref47">47</xref>
                </sup> High-pollution industries such as energy, transportation, steel, and chemicals typically involve long investment horizons and strong regulatory exposure, making them more sensitive to policy instability.
                <sup>
                    <xref ref-type="bibr" rid="ref35">35</xref>,
                    <xref ref-type="bibr" rid="ref61">61</xref>
                </sup> In contrast, low-pollution and service-oriented industries are generally more technologically flexible and can adapt more easily to changing policy conditions.
                <sup>
                    <xref ref-type="bibr" rid="ref25">25</xref>,
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup>
            </p>
            <p>Recent literature also highlights the importance of technological capabilities. Drawing on Dynamic Capability Theory and Technological Innovation Systems (TIS), firms with stronger green technology adoption capabilities can better reconfigure resources and sustain environmental investments during periods of uncertainty.
                <sup>
                    <xref ref-type="bibr" rid="ref37">37</xref>,
                    <xref ref-type="bibr" rid="ref36">36</xref>,
                    <xref ref-type="bibr" rid="ref6">6</xref>
                </sup> Technological flexibility reduces information asymmetry and lowers the opportunity cost of postponing green investment.
                <sup>
                    <xref ref-type="bibr" rid="ref48">48</xref>,
                    <xref ref-type="bibr" rid="ref43">43</xref>
                </sup> Empirical evidence from emerging markets further indicates that technology-oriented firms achieve superior environmental performance under uncertain conditions.
                <sup>
                    <xref ref-type="bibr" rid="ref18">18</xref>,
                    <xref ref-type="bibr" rid="ref53">53</xref>
                </sup>
            </p>
            <p>Overall, prior studies suggest that green finance plays a significant role in promoting corporate sustainability; however, its effectiveness depends on the interaction between policy stability, institutional quality, industrial structure, and technological capability. This integrated perspective forms the basis for examining how economic policy uncertainty moderates the relationship between green finance and corporate environmental performance.</p>
            <sec id="sec8">
                <title>Research gap</title>
                <p>
Despite rapid growth in the sustainable finance literature, several important gaps remain. First, existing studies largely focus on developed economies with stable financial systems and regulatory frameworks, while evidence from emerging markets remains limited. Second, the moderating role of economic policy uncertainty in the green finance environment nexus has received relatively little attention, despite the fact that climate-related investments are typically long-term and capital intensive. Third, previous research has insufficiently explored how institutional quality and technological capabilities interact with policy uncertainty to influence environmental outcomes. Empirical studies integrating green finance, policy uncertainty, institutional conditions, and technological innovation within a unified frameworkremain scarce, particularly in emerging markets that play a critical role in global climate mitigation. Addressing these gaps is essential for understanding how financial systems can effectively support sustainable development and climate transition strategies.economic policy uncentainty has been shownto influence green innovation and enviormental strategies.
                    <sup>
                        <xref ref-type="bibr" rid="ref33">33</xref>,
                        <xref ref-type="bibr" rid="ref55">55</xref>
                    </sup>
                </p>
            </sec>
        </sec>
        <sec id="sec9">
            <title>3. Theoretical review and hypothesis development</title>
            <sec id="sec10">
                <title>3.1 Green finance and corporate environmental performance (CEP)</title>
                <p>According to the Resource-Based View and Stakeholder Theory, green financial capital represents a strategic resource that enables firms to build distinctive environmental capabilities and achieve sustainable competitive advantage.
                    <sup>
                        <xref ref-type="bibr" rid="ref4">4</xref>,
                        <xref ref-type="bibr" rid="ref13">13</xref>
                    </sup> Applying the Resource-Based View and Stakeholder Theory, green financial capital is argued to be a strategic resource that facilitates firms in developing distinctive environmental capabilities and thus securing sustainable competitive advantage.
                    <sup>
                        <xref ref-type="bibr" rid="ref4">4</xref>,
                        <xref ref-type="bibr" rid="ref13">13</xref>
                    </sup> Green finance including green bonds, sustainability-linked loans, and environmental credit lines opens long-term financing for projects in renewable energy, pollution filtration, and eco-innovations.
                    <sup>
                        <xref ref-type="bibr" rid="ref11">11</xref>,
                        <xref ref-type="bibr" rid="ref56">56</xref>
                    </sup> These tools lower the cost of financing for sustainability investments and increase the ability of companies to internalize environmental costs.
                    <sup>
                        <xref ref-type="bibr" rid="ref31">31</xref>
                    </sup>
                    <statement id="state1">
                        <label>

                            <bold>H1:
                                <italic toggle="yes">
</italic>
</bold>
</label>
                        <p>Green finance positively influences corporate environmental performance in emerging markets.</p>
                    </statement>
                </p>
            </sec>
            <sec id="sec11">
                <title>3.2 The moderating role of economic policy uncertainty (EPU)</title>
                <p>As outlined in Real Options Theory, under conditions of high uncertainty firms postpone or reduce investments to avoid irreversible decision-making processes.
                    <sup>
                        <xref ref-type="bibr" rid="ref10">10</xref>
                    </sup> Economic Policy Uncertainty increases firms&#x2019; regulatory uncertainty, raises the cost of financing, and reduces investors&#x2019; confidence in long-term returns on green projects.
                    <sup>
                        <xref ref-type="bibr" rid="ref28">28</xref>,
                        <xref ref-type="bibr" rid="ref15">15</xref>
                    </sup>
                    <statement id="state2">
                        <label>

                            <bold>H2:</bold>
</label>
                        <p>Economic policy uncertainty negatively moderates the relationship between green finance and corporate environmental performance, such that higher EPU weakens the positive effect of green finance.</p>
                    </statement>
                </p>
            </sec>
            <sec id="sec12">
                <title>3.3 Institutional context in emerging markets</title>
                <p>Institutional Theory argues that quality of governance, enforcement, and institutional predictability influence corporate environmental behavior.
                    <sup>
                        <xref ref-type="bibr" rid="ref26">26</xref>,
                        <xref ref-type="bibr" rid="ref32">32</xref>
                    </sup> Solid institutions and clear regulation can help reduce uncertainty and maintain the effectiveness of green finance. In contrast, policy shocks play a larger negative role in emerging markets associated with low enforcement quality, underdeveloped capital markets, and macroeconomic instability.
                    <sup>
                        <xref ref-type="bibr" rid="ref20">20</xref>,
                        <xref ref-type="bibr" rid="ref2">2</xref>
                    </sup>
                    <statement id="state3">
                        <label>

                            <bold>H3a:</bold>
</label>
                        <p>The negative moderating effect of economic policy uncertainty on the green finance&#x2013;CEP relationship is weaker in countries with higher institutional quality.</p>
                    </statement>

                    <statement id="state4">
                        <label>

                            <bold>H3b:</bold>
</label>
                        <p>The negative moderating effect of economic policy uncertainty on the green finance&#x2013;CEP relationship is stronger in high-pollution industries than in low-pollution industries.</p>
                    </statement>
                </p>
                <p>This figure presents the conceptual model of the study. It illustrates the direct effect of green finance on corporate environmental performance and the moderating role of economic policy uncertainty. It also shows the conditioning roles of institutional quality and industry pollution intensity in shaping the green finance&#x2013;corporate environmental performance relationship.</p>
                <p>

                    <bold>H1 &#x2013; Direct Effect of Green Finance on CEP</bold>
                </p>
                <p>The first path (H1) argues that GF has a positive effect on CEP by reducing financial constraints and promoting investment in energy-saving technologies, renewable energy, and pollution prevention facilities. Empirical evidence shows that companies with greater green-bond or credit exposure deliver better environmental performance and innovation intensity.
                    <sup>
                        <xref ref-type="bibr" rid="ref12">12</xref>,
                        <xref ref-type="bibr" rid="ref42">42</xref>,
                        <xref ref-type="bibr" rid="ref57">57</xref>
                    </sup> From a theoretical point of view, this path is in line with the Resource-Based View, according to which GF is conceived as a strategic resource that strengthens firms&#x2019; environmental capabilities and long-term competitiveness.
                    <sup>
                        <xref ref-type="bibr" rid="ref4">4</xref>,
                        <xref ref-type="bibr" rid="ref17">17</xref>
                    </sup>
                </p>
                <p>

                    <bold>H2 &#x2013; Moderating Role of Economic Policy Uncertainty</bold>
                </p>
                <p>The second path (H2) suggests that EPU has a negative moderating influence on the GF&#x00a0;&#x2192;&#x00a0;CEP link. In accordance with Real Options Theory, irreversibility of green investments is significantly increased by uncertainty, which leads firms to postpone or reduce irreversible green investments.
                    <sup>
                        <xref ref-type="bibr" rid="ref10">10</xref>,
                        <xref ref-type="bibr" rid="ref29">29</xref>,
                        <xref ref-type="bibr" rid="ref58">58</xref>,
                        <xref ref-type="bibr" rid="ref59">59</xref>
                    </sup> High EPU causes companies to postpone capital expenditure and weakens green innovation output.
                    <sup>
                        <xref ref-type="bibr" rid="ref15">15</xref>,
                        <xref ref-type="bibr" rid="ref52">52</xref>
                    </sup>
                </p>
                <p>

                    <bold>H3a &#x2013; Institutional Buffering Effect</bold>
                </p>
                <p>The third linkage (H3a) illustrates the moderating influence of Institutional Quality, which can attenuate the negative EPU impact. Institutional Theory posits that transparent, rule-based governance enhances predictability and legitimacy, strengthening firms&#x2019; capacity to pursue environmental strategies.
                    <sup>
                        <xref ref-type="bibr" rid="ref26">26</xref>,
                        <xref ref-type="bibr" rid="ref32">32</xref>,
                        <xref ref-type="bibr" rid="ref60">60</xref>
                    </sup> Empirical evidence confirms that robust regulatory frameworks and effective enforcement mechanisms mitigate risk perception, thereby improving the transmission of GF into tangible CEP improvements.
                    <sup>
                        <xref ref-type="bibr" rid="ref22">22</xref>,
                        <xref ref-type="bibr" rid="ref1">1</xref>,
                        <xref ref-type="bibr" rid="ref9">9</xref>
                    </sup> Conversely, weak institutions typical of many emerging markets exacerbate uncertainty, diminishing firms&#x2019; willingness to commit to long-term sustainability investments.
                    <sup>
                        <xref ref-type="bibr" rid="ref20">20</xref>,
                        <xref ref-type="bibr" rid="ref41">41</xref>
                    </sup>
                </p>
                <p>

                    <bold>H3b - Sectoral Heterogeneity Effect</bold>
                </p>
                <p>The fourth pathway (H3b) extends the model to include Industry Pollution Intensity, capturing sectoral differences in environmental exposure and capital rigidity. High-pollution sectors face stricter environmental regulation, longer project horizons, and greater capital irreversibility, amplifying EPU&#x2019;s adverse moderation.
                    <sup>
                        <xref ref-type="bibr" rid="ref35">35</xref>,
                        <xref ref-type="bibr" rid="ref61">61</xref>
                    </sup>Low-pollution or service-oriented industries experience weaker EPU effects due to lower compliance costs and higher technological flexibility.
                    <sup>
                        <xref ref-type="bibr" rid="ref25">25</xref>,
                        <xref ref-type="bibr" rid="ref18">18</xref>
                    </sup>
                </p>
            </sec>
        </sec>
        <sec id="sec13">
            <title>4. Research design and methodology</title>
            <sec id="sec14">
                <title>4.1. Sample selection and data sources</title>
                <p>This study uses a stratified random sampling method in order to make the dataset representative of the variety of firm types and institutional environments available in the EMs. The population was stratified according to industry type (high pollution vs. low pollution) and country of incorporation to ensure robudtness,regression diagnostics and multicollinearity checks were conducting follwing established econometric approachers.
                    <sup>
                        <xref ref-type="bibr" rid="ref5">5</xref>,
                        <xref ref-type="bibr" rid="ref16">16</xref>,
                        <xref ref-type="bibr" rid="ref21">21</xref>
                    </sup> We then randomly selected firms within each layer to ensure that there were an even number of firms from across sectors and countries. This process enhances the accuracy of the findings by decreasing the sampling bias and assuring that the sample reflects the structural diversity of developingcountries. 
                    <sup>
                        <xref ref-type="bibr" rid="ref49">49</xref>
                    </sup>
                </p>
                <p>The last panel contains 1,370 already listed companies in nine emerging economies China, India, Taiwan, the Philippines, Brazil, Chile, Mexico, Malaysia, and Indonesiaduring the period of 2014&#x2013;2024 (13.970 firm-year observations). These economies were chosen as they are becoming increasingly active in green-finance markets,
                    <sup>
                        <xref ref-type="bibr" rid="ref50">50</xref>
                    </sup> and have different levels of institutional quality and policy stability.
                    <sup>
                        <xref ref-type="bibr" rid="ref2">2</xref>
                    </sup>
                </p>
                <p>

                    <bold>Data Sources</bold>

                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Financial &amp; Green Finance Indicators: Bloomberg, Refinitiv Eikon, CSMAR (China), and firms&#x2019; annual reports.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Economic Policy Uncertainty (EPU): Baker, Bloom, and Davis (policyuncertainty.appspot. com) and country-specific indices.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Corporate Environmental Performance (CEP): Refinitiv ESG scores, Carbon Disclosure Project (CDP) submission and Bloomberg Environmental Pillar scores.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Green R&amp;D and CAPEX: Annual reports, sus-tainability reports and patent databases (WIPO).</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Macroeconomic &amp;Institutional Data: World Bank&#x2019;s World Development Indicators, IMF World Economic Outlook, and national statistical agencies.</p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec15">
                <title>4.2 Variable definitions</title>
                <p>This paper treats Corporate Environmental Performance (CEP) as the dependent variable reflecting the overallenvironmental effects of corporate behaviour. It is calculated both as an ESG (environmental) score (%) and as a composite value as the environmental efficiency index. A higher EPA value reflects better environmental performance and will act as the main dependent variable in the analyses.</p>
                <p>The independent variable is the Green Finance Index (GF), which is a weighted average of a firm&#x2019;s green finance accessibility and usage, such as green bonds, green loans, etc. expressed as a proportion of total firm financing (%). We anticipate GF to have positive coefficients in the regressions as increased access to green capital will provide firms withthe capacity to invest in environmentally-friendly projects.</p>
                <p>The moderating variable is Economic Policy Uncertainty (EPU) at the country level, and is derived from a commonlyused EPU index (EPU index, monthly data year-on-year change). EPU quantifies the uncertainty about the state of government policy, regulation, and the macro-economy. We intuitively predict that EPU should be negative, as greaterEPU could impede or drive to standstill the green investment, and hence offset the positive effects of green finance. To improve the explanatory power of the model to better reflect the mechanisms through which green finance promotesCEP, we add three more control variables vovel.</p>
                <p>

                    <bold>Control Variables</bold>
                </p>
                <p>Green CAPEX Intensity which is computed as the lagged green project capital expenditure/total assets (%). This variable reflects a firm&#x2019;s actual investment of real assets in visible environmental enhancement. Because a large positive value reflects the material resources truly committed to the green transformation, we should expect it to be positive.</p>
                <p>Green R&amp;D Intensity- The lagged ratio of green innovative capacity over total revenue or sales (%) in terms of green patents or green R&amp;D expenditure. This variable reflects the &#x201c;capacity of the company to innovate in environmental technologies&#x201d;. As innovation in the long run can drive competitiveness, we expect the sign to be positive.</p>
                <p>Cash Holdings (A) is the amount of excess cash (defined here as only cash) that the firm holds, where the term is synonymous with cash holdings. This provides a liquidity buffer to protect environmental investments during periods of high uncertainty. We expect a positive sign, as it is possible to have a high level of liquidity and still have green project activity in a market with policy instability and market uncertainty.</p>
            </sec>
            <sec id="sec16">
                <title>4.3 Econometric specification</title>
                <p>The baseline model is a Difference-in-Differences (DiD) design with firm and year fixed effects, allowing the identification of causal effects of green finance exposure under varying EPU conditions:
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                            </mml:msub>
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                                <mml:mi mathvariant="bold-italic">&#x03bb;</mml:mi>
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                <p>Where:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>CEPitCEPit: Corporate Environmental Performance of firm 
                                <italic toggle="yes">i</italic> in year 
                                <italic toggle="yes">t</italic>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>GFitGFit: Green Finance index</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>EPUctEPUct: Economic Policy Uncertainty at country 
                                <italic toggle="yes">c</italic> in year 
                                <italic toggle="yes">t</italic>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>GFit&#x00d7;EPUctGFit&#x00a0;&#x00d7;&#x00a0;EPUct: Interaction term capturing moderation effect</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>XitXit: Firm-level control variables (Green CAPEX, Green R&amp;D, Cash Holdings)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>ZctZct: Country-level controls (GDP growth, institutional quality)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>&#x03bc;i&#x03bc;i: Firm fixed effects</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>&#x03bb;t&#x03bb;t: Year fixed effects</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>&#x03f5;it&#x03f5;it: Error term</p>
                        </list-item>
                    </list>
                </p>
                <p>A negative and statistically significant &#x03b2;3&#x03b2;3 indicates that economic policy uncertainty weakens the positive effect of green finance on corporate environmental performance.</p>
                <p>Institutional Moderation Model
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                                </mml:mrow>
                            </mml:msub>
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                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">&#x03bc;</mml:mi>
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                            </mml:msub>
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                            <mml:msub>
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                </p>
                <p>Industry Heterogeneity Model
                    <disp-formula id="e3">

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            <sec id="sec17">
                <title>4.4 Estimation strategy</title>
                <p>

                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Two-Way Fixed Effects (TWFE):
</p>
                            <p>
Controls for time-invariant firm heterogeneity and macro-level shocks.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Cluster-Robust Standard Errors:
</p>
                            <p>
Clustered at the firm level to account for serial correlation.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Instrumental Variable (IV&#x2013;2SLS):
</p>
                            <p>
Uses lagged regional green finance averages as instruments to address endogeneity bias.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Propensity Score Matching (PSM):
</p>
                            <p>
Matches firms with and without green finance exposure to validate DiD treatment effects.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Generalized Method of Moments (GMM):
</p>
                            <p>
Addresses dynamic panel bias and potential autocorrelation.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Nonlinear and Threshold Tests:
</p>
                            <p>
Examine whether EPU&#x2019;s moderating effect changes beyond institutional quality thresholds.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Robustness Checks:</p>
                            <list list-type="bullet">
                                <list-item>
                                    <label>o</label>
                                    <p>Alternative CEP measures (e.g., emissions reduction index).</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Sub-sample tests (high vs. low EPU countries).</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Placebo tests using pseudo-policy years.</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Excluding pandemic years (2020&#x2013;2021) to avoid COVID-related distortions.</p>
                                </list-item>
                            </list>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec18">
                <title>
4.5 Model extension</title>
                <p>and H3b, we extend the baseline model by incorporating three-way interaction terms capturing institutional and sectoral heterogeneity.
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                <p>This specification examines whether institutional quality mitigates the negative moderating effect of economic policy uncertainty.</p>
                <p>Industry Heterogeneity Model
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                <p>This model captures whether the moderating effect of policy uncertainty differs across high- and low-pollution industries.</p>
                <p>Additional Definitions
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>InstQualctInstQualct: Institutional quality index</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>HighPolluteiHighPollutei: Dummy variable equal to 1 for high-pollution industries</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>&#x03b2;4&#x03b2;4: Tests the institutional buffering effect (H3a)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>&#x03b2;5&#x03b2;5: Tests sectoral heterogeneity (H3b)</p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec19">
                <title>4.6 Methodological novelty</title>
                <p>Incorporation of mechanism-based firm variables (Green CAPEX, Green Investment on R&amp;D, Cash Holdings) to represent investment, innovation and liquidity behavior in the face uncertainty., Multi&#x2013;country DiD + IV&#x2013;2SLS&#x00a0;+&#x00a0;PSM&#x00a0;+&#x00a0;GMM techniques for causal robustness. Explicitly modeling the GF&#x00a0;&#x00d7;&#x00a0;EPU interaction term to unpack how macroeconomic volatility shapes green-finance effectiveness., New cross-market view of institutional and sectoral diversity, enabling policy recommendations for developing countriesto be based upon the evidence.</p>
            </sec>
            <sec id="sec20">
                <title>4.7. Summary statistics and multicollinearity analysis</title>
                <p>
                    <xref ref-type="table" rid="T2">
Table 2</xref> presents the descriptive statistics of the main study variables, providing an overview of their central tendencies, dispersion, and ranges across firms and years. The purpose of this table is to highlight the underlying data structure, detect variation across observations, and ensure that the dataset is appropriate for econometric modeling. It also establishes the empirical foundation for testing how green finance (GF) affects corporate environmental performance (CEP) and how this relationship is moderated by economic policy uncertainty (EPU).</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>Conceptual framework of the relationship between green finance, economic policy uncertainty, and corporate environmental performance.</title>
                        <p>This figure presents the conceptual model of the study. It illustrates the direct effect of green finance on corporate environmental performance and the moderating role of economic policy uncertainty. It also shows the conditioning roles of institutional quality and industry pollution intensity in shaping the green finance&#x2013;corporate environmental performance relationship.</p>
                        <p>
                            <xref ref-type="fig" rid="f1">
Figure 1</xref> integrates insights from Stakeholder Theory, the Resource-Based View, Institutional Theory, and Real Options Theory.
                            <sup>
                                <xref ref-type="bibr" rid="ref4">4</xref>,
                                <xref ref-type="bibr" rid="ref10">10</xref>,
                                <xref ref-type="bibr" rid="ref13">13</xref>,
                                <xref ref-type="bibr" rid="ref26">26</xref>,
                                <xref ref-type="bibr" rid="ref32">32</xref>
                            </sup> The framework suggests that the functioning of green finance is contingent upon not only capital supply but also the institutional credibility and industrial flexibility to which firms&#x2019; investment performance is subject.</p>
                        <p>In environments with high institutional quality, the GF&#x2013;CEP relationship is robust under uncertainty; however, withinlow-governance high-pollution sectors the relation becomes substantially weakened. This conceptual framework thus situates policy predictability and institutional strength as crucial catalysts that convertfinancial flows into measurable environmental performance a testable blueprint
                            <sup>
                                <xref ref-type="bibr" rid="ref10">10</xref>,
                                <xref ref-type="bibr" rid="ref47">47</xref>
                            </sup> between firm level strategy and macroinstitutional sustainability governance.</p>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197834/577e6621-352d-4f61-baf0-9bc83e5fa681_figure1.gif"/>
                </fig>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Analytical framework for examining green finance, economic policy uncertainty, and corporate environmental performance.</title>
                        <p>This figure summarizes the analytical structure of the empirical model. It shows the main explanatory variable, moderating variable, control variables, and the hypothesized pathways tested in the study.</p>
                        <p>
                            <xref ref-type="fig" rid="f2">
Figure 2</xref> diagram is a conceptual model of the relationships hypothesised in the study. It suggests that green finance is expected to positively and significantly influence corporate environment performance (CEP) directly (solid arrow), through capital funding needed for environmentally sustainable investments and actions. However, the dashed arrow depicts economic policy uncertainty (EPU) as a moderating activity, indicating that there is a direct relationship to how green finance enhances CEP, but high policy uncertainty will either weaken or destabilise the effectiveness of the funding and its enhancement of CEP. The model has also accounted for how three firm-level factors, Green CAPEX, Green R&amp;D, and Cash, can influence how a firm can effectively utilise green finance.</p>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197834/577e6621-352d-4f61-baf0-9bc83e5fa681_figure2.gif"/>
                </fig>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>Moderation effect of economic policy uncertainty on corporate environmental performance across industry types.</title>
                        <p>
This figure shows the predicted levels of corporate environmental performance across different levels of economic policy uncertainty for high-pollution and low-pollution industries. The downward slope indicates that increasing policy uncertainty reduces environmental performance, with a stronger adverse effect observed in high-pollution industries.</p>
                        <p>Heterogeneous effects of policy uncertainty across industries are illustrated. For a clearer representation of the heterogeneous impact of EPU across sectors, 
                            <xref ref-type="fig" rid="f3">
Figure 3</xref> presents predicted CEP at different levels for low-pollution and high-pollution industries. Based on the model in 
                            <xref ref-type="table" rid="T7">
Table 7</xref>, this figure reflects that the green finance effect is subject to moderation by uncertainty in both sectors. In line with Real Options Theory and Contingency Theory, the slope of the curves reflects how firms adjust their environmental investments in response to policy volatility.
                            <sup>
                                <xref ref-type="bibr" rid="ref10">10</xref>,
                                <xref ref-type="bibr" rid="ref47">47</xref>
                            </sup>
                        </p>
                        <p>

                            <xref ref-type="fig" rid="f3">
Figure 3</xref> indicates that both curves are downward sloping, confirming that increasing policy uncertainty degrades environmental performance across sectors. However, the reduction effect is significantly stronger for high-pollution industries. As EPU rises from 50 to 250, predicted CEP declines by approximately 17% in high-pollution industries and less than 9% in low-pollution sectors. This difference supports H3b and confirms the results in 
                            <xref ref-type="table" rid="T7">
Table 7</xref>.</p>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197834/577e6621-352d-4f61-baf0-9bc83e5fa681_figure3.gif"/>
                </fig>
                <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                    <label>
Figure 4. </label>
                    <caption>
                        <title>Coefficient comparison across high- and low-economic-policy-uncertainty contexts.</title>
                        <p>This figure compares the estimated coefficients of green finance across subsamples with high and low levels of economic policy uncertainty. The comparison highlights differences in the effectiveness of green finance under contrasting policy environments.</p>
                        <p>
                            <xref ref-type="fig" rid="f4">
Figure 4</xref> coefficients of GF, EPU, and their interaction (GF&#x00a0;&#x00d7;&#x00a0;EPU) for high and low EPU are shown in Fig 02. For nations which are characterized by high levels of EPU, all the effects remain practically zero. This suggests that environmental and green finance policies do not have the ability to promote the environmental performance of firms because policies arethe not stable. On the other hand, there is a positive \(\beta _{2,c}\) (investment (gen)\(&gt;\)0) and a positive \(\beta _{3,c}\) (growth (gen)\(&gt;\)0) for countries with low EPU, which indicates that a peaceful environment can encourage green investment initiatives and enhance environmental performance. But the GF&#x00a0;&#x00d7;&#x00a0;EPU interaction is barely negative, suggesting that the effects of increased uncertainty would undermine the role of green finance even in stable times even though little as compared to in high-volatility times.</p>
                    </caption>
                    <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197834/577e6621-352d-4f61-baf0-9bc83e5fa681_figure4.gif"/>
                </fig>
                <fig fig-type="figure" id="f5" orientation="portrait" position="float">
                    <label>
Figure 5. </label>
                    <caption>
                        <title>Trend of green finance effectiveness across policy contexts.</title>
                        <p>This figure illustrates how the marginal effect of green finance on corporate environmental performance changes across different policy uncertainty conditions. The pattern indicates that the effectiveness of green finance declines as policy uncertainty increases.</p>
                        <p>
                            <xref ref-type="fig" rid="f5">
Figure 5</xref> Trend in Effectiveness of Green Finance in all Policy Contexts The patterns of GF and corporate environmental performance correlation changes are different under various EPU environments, as can be found in this chart. Under high EPU condition, the effect of GF is almost trivial and it is statistically insignificant, which exhibits that policy uncertainty weakens its effect. However, the GF coefficient shifts to be positive in low EPU environments, reflecting that environmental (performance) of green investments is more positive if it is supported by stable policies. Error bars indicate standard errors.</p>
                    </caption>
                    <graphic id="gr5" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197834/577e6621-352d-4f61-baf0-9bc83e5fa681_figure5.gif"/>
                </fig>
                <fig fig-type="figure" id="f6" orientation="portrait" position="float">
                    <label>
Figure 6. </label>
                    <caption>
                        <title>Industry heterogeneity in the relationship between green finance and corporate environmental performance.</title>
                        <p>This figure presents sector-wise differences in the effect of green finance on corporate environmental performance. The results show that the impact of green finance varies across industries depending on pollution intensity, capital rigidity, and exposure to regulatory uncertainty.</p>
                        <p>

                            <xref ref-type="fig" rid="f6">
Figure 6</xref> is a diagram that demonstrates the moderating role of EPU in the relationship between GF and CEP in different industry. The disaggregated industry level (e.g., Energy, Manufacturing, Transportation, and Services) informationpresented demonstrates that industries characterised by relatively high pollution intensity (e.g., Energy, Heavy Manufacturing) exhibit more pronounced sensitivity to EPU shocks than do low carbon industries like Services. Control variables-Green CAPEX, Green R&amp;D, and Cash Holdings are relevant universally but the moderation effect varies inlight of capital intensity, innovation capability and liquidity requirements of different sectors. This heterogeneity check is important for targeted policy suggestions, as it indicates that a &#x201c;one-size-fits-all&#x201d; green finance policy may be less efficientthan sector-based tools.
                            <sup>
                                <xref ref-type="bibr" rid="ref47">47</xref>
                            </sup>
                        </p>
                    </caption>
                    <graphic id="gr6" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197834/577e6621-352d-4f61-baf0-9bc83e5fa681_figure6.gif"/>
                </fig>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Sample composition by country and industry.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Country</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Firms</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Observations (2014&#x2013;2024)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">China</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">250</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,750</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">India</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">180</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,980</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Taiwan</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">120</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,320</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Philippines</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">80</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">880</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Brazil</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">150</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,650</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Chile</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">100</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,100</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mexico</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">120</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,320</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Malaysia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">130</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,430</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Indonesia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">140</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,540</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Total</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1,370</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13,970</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Note:</bold> This table reports the distribution of the sampled listed firms across emerging-market countries and industry categories for the period 2014&#x2013;2024.</p>
                    </table-wrap-foot>
                </table-wrap>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Descriptive statistics of core study variables.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Mean</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Std. Dev.</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Min</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">25%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">50%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">75%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Max</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">CEP</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.346</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7.813</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;22.928</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;5.143</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.241</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.632</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">24.977</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">50.085</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9.883</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">17.790</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">43.544</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">50.124</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">56.813</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">80.983</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">EPU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">99.938</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">19.743</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">40.177</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">86.343</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">100.101</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">113.725</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">163.862</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green - CAPEX</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.029</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.502</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.884</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4.022</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.029</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6.009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9.865</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green- RDI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.966</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.036</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.688</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.250</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.975</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3.645</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6.926</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cash-Holdings
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9.869</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3.062</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;1.510</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7.863</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">9.825</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">11.871</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20.132</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Note:</bold> This table reports the mean, standard deviation, minimum, and maximum values of the main variables used in the analysis. CEP&#x00a0;=&#x00a0;corporate environmental performance; GF&#x00a0;=&#x00a0;green finance; EPU&#x00a0;=&#x00a0;economic policy uncertainty; CAPEX&#x00a0;=&#x00a0;capital expenditure; R&amp;D&#x00a0;=&#x00a0;research and development; GTAR&#x00a0;=&#x00a0;green technology adoption rate.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>Descriptive data there is a substantial difference between firms and between emerging markets. CEP has zero onaverage but a rather wide standard deviation. This suggests that some corporations possess large improvements of their environmental scores and others do not change or decline. This discrepancy is consistent with previous researchhighlighting substantial differences in ESG performance at country- and sector-levels.
                    <sup>
                        <xref ref-type="bibr" rid="ref14">14</xref>
                    </sup>
                </p>
                <p>The average GF index parameters is 50.1 (range 17.8&#x2013;80.9). This difference shows that some firms in EMs are moreinclined to be interested in green instruments than other firms, which is consistent with
                    <sup>
                        <xref ref-type="bibr" rid="ref12">12</xref>
                    </sup> on a mixed use of corporate green bonds and credits. The EPU has an average value of about 100 but varies widely (SD&#x00a0;=&#x00a0;19.7), and could be considered as some external factor that destabilizes the firm&#x2019;s plan
                    <sup>
                        <xref ref-type="bibr" rid="ref3">3</xref>
                    </sup> Green CAPEX, Green R&amp;D Intensity, and Cash Holdings areemerged as mechanism-based controls with heterogeneity.</p>
                <p>
                    <xref ref-type="table" rid="T3">
Table 3</xref> presents the pairwise correlations among the study&#x2019;s variables to offer initial insights into their interactions and to assess potential multicollinearity issues. Correlation analysis is crucial as it determines whether the anticipated theoretical relationships (e.g., GF &#x2194; CEP positive, EPU &#x2194; CEP negative) are valid at the bivariate level, while also confirming that explanatory variables do not display excessively strong linear correlations that could distort regression estimates.</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>
Table 3. </label>
                    <caption>
                        <title>Correlation matrix and multicollinearity diagnostics.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">CEP</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">GF</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">EPU</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Green_CAPEX</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Green_RDI</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Cash_Holdings</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">CEP</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.312
                                    <xref ref-type="table-fn" rid="tfn2">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">EPU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.198
                                    <xref ref-type="table-fn" rid="tfn1">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.102</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green_CAPEX</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.155
                                    <xref ref-type="table-fn" rid="tfn1">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.201
                                    <xref ref-type="table-fn" rid="tfn1">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.045</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green_RDI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.129
                                    <xref ref-type="table-fn" rid="tfn1">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.210
                                    <xref ref-type="table-fn" rid="tfn1">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.052</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.322
                                    <xref ref-type="table-fn" rid="tfn2">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cash_Holdings</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.118
                                    <xref ref-type="table-fn" rid="tfn1">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.094</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.067</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.288
                                    <xref ref-type="table-fn" rid="tfn2">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.176
                                    <xref ref-type="table-fn" rid="tfn1">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Note:</bold> This table presents pairwise correlations among the study variables. Correlation coefficients below 0.70 indicate that severe multicollinearity is unlikely. Variable definitions are provided in 
                            <xref ref-type="table" rid="T2">
Table 2</xref>.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn1">
                                <label>*</label>
                                <p>Notes:</p>
                            </fn>
                            <fn id="tfn2">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01; 
                                    <italic toggle="yes">p&#x00a0;&lt;&#x00a0;0.05</italic>
                                </p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <p>
                    <xref ref-type="table" rid="T3">
Table 3</xref> shows the correlation coefficients for all of the main variables. Green Finance (GF) and Corporate Environmental Performance (CEP) are closely related, which is in line with stakeholder and resource-based views.
                    <sup>
                        <xref ref-type="bibr" rid="ref12">12</xref>,
                        <xref ref-type="bibr" rid="ref14">14</xref>
                    </sup> Economic Policy Uncertainty (EPU) has an opposite relationship with Corporate Environmental Performance (CEP), which supports the idea that unstable policies make it harder for companies to protect the environment.
                    <sup>
                        <xref ref-type="bibr" rid="ref3">3</xref>
                    </sup> The mechanism variables (Green CAPEX, Green RDI, and Cash Holdings) have positive correlations with CEP, which means they could be used as channels to help. All of the correlation values are below 0.70, which is important because it means that multicollinearity is unlikely to mess up the results of the regression.
                    <sup>
                        <xref ref-type="bibr" rid="ref51">51</xref>
                    </sup>
                </p>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>
Table 4. </label>
                    <caption>
                        <title>Direct effect of green finance on corporate environmental performance.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Coefficient</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Std. Error</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">t-Statistic
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">p-Value
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">95% CI (Lower)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">95% CI (Upper)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Constant</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;19.0007</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.319</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;14.409</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;21.587</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;16.414</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green Finance (GF)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>0.3645</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.017</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">21.006</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.330</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.399</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.1220</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.114</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.068</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.286</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.102</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.346</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green R&amp;D Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0121</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.165</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.073</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.942</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.336</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.312</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.0520</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.056</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.930</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.352</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.058</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.162</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Model Statistics:</bold> R
                            <sup>2</sup>&#x00a0;=&#x00a0;0.212|Adj. R
                            <sup>2</sup>&#x00a0;=&#x00a0;0.210|F-stat&#x00a0;=&#x00a0;110.8 (p&#x00a0;&lt;&#x00a0;0.001)|Observations&#x00a0;=&#x00a0;1370. 
                            <italic toggle="yes">Interpretation:</italic> The coefficient for 
                            <bold>GF</bold> is positive and highly significant (p&#x00a0;&lt;&#x00a0;0.001), supporting 
                            <bold>H1</bold> green finance is associated with better corporate environmental performance in emerging markets.</p>
                        <p>

                            <bold>Note:</bold> Firm- and year-fixed effects are included. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn3">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                            </fn>
                            <fn id="tfn4">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                            </fn>
                            <fn id="tfn5">
                                <label>*</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.10</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <table-wrap id="T5" orientation="portrait" position="float">
                    <label>
Table 5. </label>
                    <caption>
                        <title>Moderating effect of economic policy uncertainty on the green finance&#x2013;corporate environmental performance relationship.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Coefficient</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Std. Error</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">t-Statistic
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">p-Value
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">95% CI (Lower)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">95% CI (Upper)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Constant</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.2064</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3.371</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.358</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.720</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;5.405</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7.818</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green Finance (GF)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>0.4536</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.064</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7.053</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.327</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.580</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Economic Policy Uncertainty (EPU)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>&#x2212;0.2044</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.032</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;6.291</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.268</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.141</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;1.348</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.178</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.002</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.0871</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.081</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.073</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.283</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.072</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.246</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green R&amp;D Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.0288</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.117</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.246</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.806</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.201</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.259</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.0622</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.040</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.567</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.117</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.016</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.140</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Model Statistics:</bold> R
                            <sup>2</sup>&#x00a0;=&#x00a0;0.604|Adj. R
                            <sup>2</sup>&#x00a0;=&#x00a0;0.602|F-stat&#x00a0;=&#x00a0;416.8 (p&#x00a0;&lt;&#x00a0;0.001)|Observations&#x00a0;=&#x00a0;1370 
                            <italic toggle="yes">Interpretation:</italic> 
                            <bold>GF</bold> remains positive and significant, while 
                            <bold>EPU</bold> has a negative and significant coefficient, suggesting higher uncertainty harms CEP. The interaction term (
                            <bold>GF &#x00d7; EPU</bold>) is negative but not statistically significant at 5%, providing only partial support for 
                            <bold>H2</bold>.</p>
                        <p>

                            <bold>Note:</bold> This table includes the interaction term between green finance and economic policy uncertainty. Firm- and year-fixed effects are included. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn6">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                            </fn>
                            <fn id="tfn7">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                            </fn>
                            <fn id="tfn8">
                                <label>*</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.10.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <table-wrap id="T6" orientation="portrait" position="float">
                    <label>
Table 6. </label>
                    <caption>
                        <title>Moderation by institutional quality.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(1) Baseline</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(2) With institutional interaction</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(3) Full controls</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green Finance (GF)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.308
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (6.42)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.305
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (6.37)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.301
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (6.21)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Economic Policy Uncertainty (EPU)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.124
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (&#x2212;2.38)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.121
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (&#x2212;2.30)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.119
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (&#x2212;2.27)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.015
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (&#x2212;2.19)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.017
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (&#x2212;2.44)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.018
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (&#x2212;2.56)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;Institutional Quality</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (3.02)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.011
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (3.19)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Institutional Quality</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.082
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (2.33)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.091
                                    <xref ref-type="table-fn" rid="tfn10">**</xref> (2.48)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.057
                                    <xref ref-type="table-fn" rid="tfn11">*</xref> (1.87)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.054
                                    <xref ref-type="table-fn" rid="tfn11">*</xref> (1.74)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.056
                                    <xref ref-type="table-fn" rid="tfn11">*</xref> (1.81)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green R&amp;D Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.048
                                    <xref ref-type="table-fn" rid="tfn11">*</xref> (1.72)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.046 (1.69)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.045 (1.65)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.039
                                    <xref ref-type="table-fn" rid="tfn11">*</xref> (1.68)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.041
                                    <xref ref-type="table-fn" rid="tfn11">*</xref> (1.72)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.042
                                    <xref ref-type="table-fn" rid="tfn11">*</xref> (1.75)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GDP Growth</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.025 (1.33)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.027 (1.38)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.026 (1.34)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Constant</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.214
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (5.02)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.216
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (5.05)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.212
                                    <xref ref-type="table-fn" rid="tfn9">***</xref> (4.96)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Firm FE/Year FE</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Adj. R
                                    <sup>2</sup>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.31</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.33</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.34</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">N</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13,970</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13,970</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13,970</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Note:</bold> t-statistics in parentheses; 
                            <italic toggle="yes">p</italic>&#x00a0;&lt;&#x00a0;0.10, 
                            <bold>p</bold>&#x00a0;&lt;&#x00a0;0.05, 
                            <bold>

                                <italic toggle="yes">p</italic>
</bold>&#x00a0;&lt;&#x00a0;0.01.</p>
                        <p>

                            <bold>Note:</bold> This table reports the three-way interaction between green finance, economic policy uncertainty, and institutional quality. Firm- and year-fixed effects are included. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn9">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                            </fn>
                            <fn id="tfn10">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                            </fn>
                            <fn id="tfn11">
                                <label>*</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.10.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <table-wrap id="T7" orientation="portrait" position="float">
                    <label>
Table 7. </label>
                    <caption>
                        <title>Sectoral heterogeneity in the moderating effect of economic policy uncertainty.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(1) Full Sample</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(2) High-Pollution industries</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(3) Low-Pollution industries</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green Finance (GF)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.302
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (6.17)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.296
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (5.82)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.315
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (6.42)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Economic Policy Uncertainty (EPU)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.122
                                    <xref ref-type="table-fn" rid="tfn13">**</xref> (&#x2212;2.35)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.139
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (&#x2212;2.80)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.103
                                    <xref ref-type="table-fn" rid="tfn14">*</xref> (&#x2212;1.95)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.017
                                    <xref ref-type="table-fn" rid="tfn13">**</xref> (&#x2212;2.43)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.021
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (&#x2212;2.92)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.011 (&#x2212;1.41)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;HighPollute</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.009
                                    <xref ref-type="table-fn" rid="tfn13">**</xref> (&#x2212;2.05)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.059
                                    <xref ref-type="table-fn" rid="tfn14">*</xref> (1.82)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.052 (1.63)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.067
                                    <xref ref-type="table-fn" rid="tfn13">**</xref> (2.11)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green R&amp;D Intensity</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.045 (1.68)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.039 (1.52)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.051
                                    <xref ref-type="table-fn" rid="tfn14">*</xref> (1.87)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.041
                                    <xref ref-type="table-fn" rid="tfn14">*</xref> (1.75)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.035 (1.54)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.043
                                    <xref ref-type="table-fn" rid="tfn14">*</xref> (1.79)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Institutional Quality</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.092
                                    <xref ref-type="table-fn" rid="tfn13">**</xref> (2.45)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.076 (1.84)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.105
                                    <xref ref-type="table-fn" rid="tfn13">**</xref> (2.52)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Constant</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.211
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (4.97)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.208
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (4.89)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.214
                                    <xref ref-type="table-fn" rid="tfn12">***</xref> (5.01)</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Firm FE/Year FE</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Adj. R</bold>
                                    <sup>

                                        <bold>2</bold>
                                    </sup>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.34</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.33</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.35</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>N</bold>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13 970</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6 250</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7 720</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Note:</bold> t-statistics in parentheses; 
                            <italic toggle="yes">p</italic>&#x00a0;&lt;&#x00a0;0.10, 
                            <bold>p</bold>&#x00a0;&lt;&#x00a0;0.05, 
                            <bold>

                                <italic toggle="yes">p</italic>
</bold>&#x00a0;&lt;&#x00a0;0.01.</p>
                        <p>

                            <bold>Note:</bold> This table examines whether the moderating effect of economic policy uncertainty differs between high-pollution and low-pollution industries. Firm- and year-fixed effects are included. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn12">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                            </fn>
                            <fn id="tfn13">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                            </fn>
                            <fn id="tfn14">
                                <label>*</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.10.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
        </sec>
        <sec id="sec21">
            <title>5. Results and discussions</title>
            <p>The baseline regression results to examine H1 are shown in 
                <xref ref-type="table" rid="T4">
Table 4</xref> The direct effect of green finance on Corporate Environmental Performance (CEP). It aims to measure whether firms with greater access to green finance have better environmental performance under the consideration of green capital expenditure, green R&amp;D, and liquidity. This table is crucial as it sets the underlying causal link up and then goes deeper into interaction and robustness models.</p>
            <p>
                <xref ref-type="table" rid="T4">
Table 4</xref> reports the baseline regression results examining the direct relationship between green finance and corporate environmental performance (CEP). The coefficient of Green Finance (GF) is positive and highly significant (&#x03b2;&#x00a0;=&#x00a0;0.3645, p&#x00a0;&lt;&#x00a0;0.001), indicating that firms with greater access to green financial instruments achieve significantly higher levels of environmental performance. This finding supports H1 and suggests that green finance facilitates corporate investment in environmentally sustainable technologies and practices. The result is consistent with the Resource-Based View.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup>and Stakeholder Theory,
                <sup>
                    <xref ref-type="bibr" rid="ref13">13</xref>
                </sup> which argue that access to strategic financial resources enhances firms&#x2019; environmental capabilities and responsiveness to stakeholder pressures for sustainability. The control variables Green CAPEX, Green R&amp;D intensity, and Cash Holdings are not statistically significant, suggesting that the positive effect of green finance operates primarily through the targeted allocation and governance mechanisms embedded in sustainable financial instruments rather than through general investment or liquidity levels.</p>
            <p>
                <xref ref-type="table" rid="T5">
Table 5</xref> augments the basic model by adding the GF&#x00a0;&#x00d7;&#x00a0;EPU interaction to examine H2. It intends to explore if policy uncertainty may weaken the positive impact of green finance on corporate environmental performance (CEP). This table is of significance since it illustrates how firm-level sustainability funding tools are affected by macro-level volatilities.</p>
            <p>
                <xref ref-type="table" rid="T5">
Table 5</xref> introduces the interaction term between green finance and economic policy uncertainty to test H2. The coefficient of Green Finance (GF) remains positive and significant (&#x03b2;&#x00a0;=&#x00a0;0.4536, p&#x00a0;&lt;&#x00a0;0.001), confirming that green finance continues to enhance corporate environmental performance. In contrast, Economic Policy Uncertainty (EPU) shows a significant negative effect (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.2044, p&#x00a0;&lt;&#x00a0;0.01), indicating that unstable policy environments weaken firms&#x2019; environmental performance. The interaction term GF&#x00a0;&#x00d7;&#x00a0;EPU is negative but not statistically significant, suggesting partial support for the moderating hypothesis. These findings align with Real Options Theory,
                <sup>
                    <xref ref-type="bibr" rid="ref10">10</xref>
                </sup>which posits that firms tend to delay or reduce irreversible investments when policy uncertainty increases. Overall, the results indicate that while green finance positively influences environmental performance, its effectiveness may be constrained under conditions of elevated policy uncertainty.</p>
            <p>In the parsimonious specification (
                <xref ref-type="table" rid="T5">
Table 5</xref>), the interaction term is negative but not statistically significant. However, once institutional and sectoral heterogeneity are incorporated in the full fixed-effects models (
                <xref ref-type="table" rid="T6">
Tables 6</xref>&#x2013;
                <xref ref-type="table" rid="T10">10</xref>), the moderating effect becomes negative and statistically significant, suggesting that the impact of policy uncertainty is conditional on governance and industry structure.</p>
            <table-wrap id="T8" orientation="portrait" position="float">
                <label>
Table 8. </label>
                <caption>
                    <title>Sub-sample analysis: high- versus low-economic-policy-uncertainty countries.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="5" rowspan="1" valign="top">Panel A &#x2013; High EPU countries</th>
                        </tr>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Coefficient</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Std. Error</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">t-Statistic
</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">p-Value
</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0126</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.265</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.048</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.962</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">EPU</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0181</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.116</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.156</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.876</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.0001</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.002</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.055</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.956</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.4642**</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.177</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;2.616</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.009</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.2430**</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.089</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;2.723</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.007</td>
                        </tr>
                    </tbody>
                </table>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="5" rowspan="1" valign="top">Panel B &#x2013; Low EPU countries</th>
                        </tr>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Coefficient</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Std. Error</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">t-Statistic
</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">p-Value
</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.3211</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.197</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1.629</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.104</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">EPU</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.2156</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.116</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1.851</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.065</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0038</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.002</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;1.621</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.105</td>
                        </tr>
                    </tbody>
                </table>
                <table-wrap-foot>
                    <p>

                        <bold>Note:</bold> This table presents regression results separately for countries classified as having high and low economic policy uncertainty. Firm- and year-fixed effects are included where applicable. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                    <p>***p &lt; 0.01,</p>
                    <p>**p &lt; 0.05,</p>
                    <p>*p &lt; 0.10.</p>
                </table-wrap-foot>
            </table-wrap>
            <table-wrap id="T9" orientation="portrait" position="float">
                <label>
Table 9. </label>
                <caption>
                    <title>Moderation by industry pollution intensity.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">(1) Baseline</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">(2) With industry interaction</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">(3) Full controls</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green Finance (GF)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.312
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (6.58)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.309
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (6.44)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.306
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (6.31)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Economic Policy Uncertainty (EPU)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.130
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.49)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.128
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.44)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.125
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.38)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.017
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.36)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.019
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.53)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.020
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.66)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;High-Pollution Industry</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.012
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (&#x2212;3.01)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.013
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (&#x2212;3.18)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">High-Pollution Industry (Dummy)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.078
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.25)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.082
                                <xref ref-type="table-fn" rid="tfn16">**</xref> (&#x2212;2.34)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX Intensity</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.052
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.83)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.050
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.76)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.049
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.71)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green R&amp;D Intensity</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.045
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.70)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.044
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.68)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.043 (1.63)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.036
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.65)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.038
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.69)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.039
                                <xref ref-type="table-fn" rid="tfn17">*</xref> (1.72)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GDP Growth</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.021 (1.28)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.023 (1.32)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.022 (1.29)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Constant</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.210
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (4.97)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.212
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (5.00)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.208
                                <xref ref-type="table-fn" rid="tfn15">***</xref> (4.88)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>Firm FE/Year FE</bold>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>Adj. R</bold>
                                <sup>

                                    <bold>2</bold>
                                </sup>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.30</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.32</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.33</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>N</bold>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13,970</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13,970</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13,970</td>
                        </tr>
                    </tbody>
                </table>
                <table-wrap-foot>
                    <p>

                        <bold>Note:</bold> t-statistics in parentheses; 
                        <italic toggle="yes">p</italic>&#x00a0;&lt;&#x00a0;0.10, 
                        <bold>p</bold>&#x00a0;&lt;&#x00a0;0.05, 
                        <bold>

                            <italic toggle="yes">p</italic>
</bold>&#x00a0;&lt;&#x00a0;0.01.</p>
                    <p>

                        <bold>Note:</bold> This table reports the three-way interaction between green finance, economic policy uncertainty, and high-pollution industry status. Firm- and year-fixed effects are included. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                    <fn-group content-type="footnotes">
                        <fn id="tfn15">
                            <label>***</label>
                            <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                        </fn>
                        <fn id="tfn16">
                            <label>**</label>
                            <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                        </fn>
                        <fn id="tfn17">
                            <label>*</label>
                            <p>p&#x00a0;&lt;&#x00a0;0.10.</p>
                        </fn>
                    </fn-group>
                </table-wrap-foot>
            </table-wrap>
            <table-wrap id="T10" orientation="portrait" position="float">
                <label>
Table 10. </label>
                <caption>
                    <title>Robustness analysis: moderating role of green technology adoption rate.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">(1) Baseline</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">(2) With GTAR Interaction</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">(3) Full Controls</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green Finance (GF)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.308
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (6.44)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.305
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (6.33)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.303
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (6.29)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Economic Policy Uncertainty (EPU)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.126
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (&#x2212;2.41)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.124
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (&#x2212;2.37)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.121
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (&#x2212;2.34)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green Technology Adoption Rate (GTAR)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.086
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (3.15)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.089
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (3.28)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.091
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (3.36)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.017
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (&#x2212;2.45)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.018
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (&#x2212;2.59)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.019
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (&#x2212;2.66)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;GTAR</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.010
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (3.05)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.011
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (3.22)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX Intensity</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.052
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.81)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.050
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.76)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.051
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.79)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Green R&amp;D Intensity</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.046
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.68)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.045
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.66)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.044
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.64)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.038
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.70)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.040
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.75)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.041
                                <xref ref-type="table-fn" rid="tfn117">*</xref> (1.78)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Institutional Quality</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.087
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (2.39)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.089
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (2.44)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.090
                                <xref ref-type="table-fn" rid="tfn116">**</xref> (2.48)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">GDP Growth</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.023 (1.32)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.024 (1.35)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.024 (1.34)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Constant</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.212
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (4.99)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.214
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (5.04)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.210
                                <xref ref-type="table-fn" rid="tfn115">***</xref> (4.92)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>Firm FE/Year FE</bold>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Yes/Yes</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>Adj. R</bold>
                                <sup>

                                    <bold>2</bold>
                                </sup>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.33</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.35</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.36</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>N</bold>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13 970</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13 970</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13 970</td>
                        </tr>
                    </tbody>
                </table>
                <table-wrap-foot>
                    <p>

                        <bold>Note:</bold> t-statistics in parentheses; 
                        <italic toggle="yes">p</italic>&#x00a0;&lt;&#x00a0;0.10, 
                        <bold>p</bold>&#x00a0;&lt;&#x00a0;0.05, 
                        <bold>

                            <italic toggle="yes">p</italic>
</bold>&#x00a0;&lt;&#x00a0;0.01.</p>
                    <p>

                        <bold>Note:</bold> This table examines whether green technology adoption weakens the negative moderating effect of economic policy uncertainty on the green finance corporate environmental performance relationship. Firm- and year-fixed effects are included. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                    <fn-group content-type="footnotes">
                        <fn id="tfn115">
                            <label>***</label>
                            <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                        </fn>
                        <fn id="tfn116">
                            <label>**</label>
                            <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                        </fn>
                        <fn id="tfn117">
                            <label>*</label>
                            <p>p&#x00a0;&lt;&#x00a0;0.10.</p>
                        </fn>
                    </fn-group>
                </table-wrap-foot>
            </table-wrap>
            <p>Before showing the results, a few words are mentioned to remind about the moderation role played by institutional quality and its roots in Institutional Theory.
                <sup>
                    <xref ref-type="bibr" rid="ref26">26</xref>,
                    <xref ref-type="bibr" rid="ref32">32</xref>
                </sup> The regulatory stability, normative guidance, and cognitive legitimacy provided by institutions serve to eliminate uncertainty in the process of business decision-making. In weak institutional environments common to many emerging markets policy instability and inconsistency of enforcement increase investment risks, precluding the flow-through of green finance.
                <sup>
                    <xref ref-type="bibr" rid="ref20">20</xref>,
                    <xref ref-type="bibr" rid="ref41">41</xref>
                </sup> On the other hand, strong institutions increase investors&#x2019; confidence and certainty in behaviour patterns, facilitating the efficienttransformation of it into environmental results in terms of financial flows generated.
                <sup>
                    <xref ref-type="bibr" rid="ref22">22</xref>,
                    <xref ref-type="bibr" rid="ref1">1</xref>,
                    <xref ref-type="bibr" rid="ref9">9</xref>
                </sup>
            </p>
            <p>
                <xref ref-type="table" rid="T6">
Table 6</xref> examines whether institutional quality moderates the relationship between green finance, policy uncertainty, and corporate environmental performance. The three-way interaction term GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;Institutional Quality is positive and statistically significant (&#x03b2;&#x00a0;&#x2248;&#x00a0;0.011, p&#x00a0;&lt;&#x00a0;0.01), providing strong support for H3a. This result indicates that stronger institutional frameworks mitigate the negative moderating effect of policy uncertainty on the green finance&#x2013;CEP relationship. In countries with higher governance quality and regulatory stability, firms appear more confident in maintaining long-term environmental investments even under uncertain policy conditions. The findings are consistent with Institutional Theory,
                <sup>
                    <xref ref-type="bibr" rid="ref26">26</xref>,
                    <xref ref-type="bibr" rid="ref32">32</xref>
                </sup> which emphasizes the role of regulatory stability and governance credibility in shaping corporate strategic decisions. Overall, the results suggest that institutional strength acts as a buffering mechanism that enhances the effectiveness of green finance in promoting environmental performance.</p>
            <p>Before presenting estimates, it is worthwhile to note that the effect of EPU on GF&#x2013;CEP nexus market-specific variesacross sectors. These industries which have potentially high level of pollution emission intensity include energy, steel, chemical and transport sector in general has higher capital intensity and longer payback period and is more subject to the risk of regulation, leading to greater sensitivity of their investment decision to shocks in uncertainty. In contrast, sectors with a service orientation and low pollution intensity possess greater technological flexibility and shorter innovation processes which will not only help them to maintain the momentum of green investment under uncertain policy but also reduce clean production cost further.
                <sup>
                    <xref ref-type="bibr" rid="ref35">35</xref>,
                    <xref ref-type="bibr" rid="ref61">61</xref>,
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup>
            </p>
            <p>
                <xref ref-type="table" rid="T7">
Table 7</xref> investigates whether the moderating effect of policy uncertainty differs across industries with varying levels of pollution intensity. The triple interaction term GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;High-Pollution Industry is negative and statistically significant (&#x03b2;&#x00a0;&#x2248;&#x00a0;&#x2212;0.009, p&#x00a0;&lt;&#x00a0;0.05), confirming H3b. This finding indicates that the adverse impact of policy uncertainty on the green finance&#x2013;environment relationship is significantly stronger in high-pollution sectors such as energy, transportation, and heavy manufacturing. These industries typically involve large-scale capital investments and long payback periods, making firms more sensitive to regulatory instability. In contrast, firms operating in low-pollution or service-oriented sectors demonstrate greater technological flexibility and are therefore better able to sustain environmental improvements despite policy uncertainty. These results support Contingency Theory
                <sup>
                    <xref ref-type="bibr" rid="ref47">47</xref>
                </sup> and Real Options Theory, highlighting that both institutional conditions and sectoral characteristics influence how effectively green finance translates into environmental outcomes.</p>
            <p>In sum, the findings in general favor a dual-mechanism model:
                <list list-type="order">
                    <list-item>
                        <label>(1)</label>
                        <p>Buffering by institutions (H3a) reduces the costs of uncertainty because of governance stability;</p>
                    </list-item>
                    <list-item>
                        <label>(2)</label>
                        <p>Sector-specific amplification (H3b) exacerbates uncertainty-induced side effects, if highrigidity/high pollution sectors are more affected.</p>
                    </list-item>
                </list>
            </p>
            <p>This result connects Institutional Theory.
                <sup>
                    <xref ref-type="bibr" rid="ref26">26</xref>,
                    <xref ref-type="bibr" rid="ref32">32</xref>
                </sup> and Contingency Theory when it comes to the level of institutions quality and the structural characteristics of industries in influencing green finance towardsenvironmental performance. It is thus clear that for policy makers policy stability must be complemented with sector-specific transition instruments (e.g., credit-guarantee schemes, differentiated tax incentives, and grants for green-technology adoption) in order to maintain environmental dynamism across disparate industrial terrains.</p>
            <sec id="sec22">
                <title>5.1 Other analysis</title>
                <p>A sub-sample analysis is reported in 
                    <xref ref-type="table" rid="T8">
Table 8</xref>, where we split the countries into clusters of high and low economic policy uncertainty (EPU). The purpose of this paper is to investigate whether the beneficial effect of GF on CEP depends on the degree of stability of the overall policy environment. This table is important because it emphasizes the effect of institutional instability on the translation of green financial flows into environmental results, and it provides a contrastamong different governance arrangements.</p>
                <p>

                    <bold>Panel A &#x2013; High EPU Countries</bold>
                </p>
                <p>As shown in 
                    <xref ref-type="table" rid="T8">
Table 8</xref>, this relationship is not significant for Green Finance (GF) and Corporate EnvironmentalPerformance (CEP) in high economic policy uncertainty (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.0126, p&#x00a0;=&#x00a0;0.962). It indicates that the green capital flowis less efficient when policy is more volatile. This is in line with the real options theory
                    <sup>
                        <xref ref-type="bibr" rid="ref10">10</xref>
                    </sup> according to which firms under conditions of uncertainty will opt to postpone or scale back long term environmental investments. In addition, both Green CAPEX (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.4642, p&#x00a0;&lt;&#x00a0;0.01) and Cash Holdings (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.2430, p&#x00a0;&lt;&#x00a0;0.01) presentsignificant negative relations, which means that when owners invest resources in abatement projects or maintain balancesto serve as a liquidity cushion, even in uncertain policy climates, there will be negative returns to CEP. This can beattributed to time lag in project clearances, inconsistent policy environment and possibility of flow of capital outside the country.</p>
                <p>

                    <bold>Panel B &#x2013; Low EPU Countries</bold>
                </p>
                <p>When the environment is relatively stable, the coefficient of green finance (GF) is positive (&#x03b2;&#x00a0;=&#x00a0;0.3211), and the p value is close to the significant level (p&#x00a0;=&#x00a0;0.104). Also, the eogt policy uncertainty (EPU) has a positive relationship with ans (&#x03b2;&#x00a0;=&#x00a0;0.2156, p&#x00a0;=&#x00a0;0.065), suggesting that firms make environment investments in response to a mild uncertainty, especiallywhen it is expected that policy environment will tighten in near term. The negative impact of the interaction term GF&#x00a0;&#x00d7;&#x00a0;EPU is still statistically insignificant, meaning that stability makes nothing prevent the direct role of green finance fromplaying out on a leeway of note. In countries like Singapore and Chile where governance is steady; greener capital is more successfully canalized into efficiency improvements and emission reductions and the risk of political backsliding is lower.</p>
                <p>H3b is robust as the coefficient of the three-way interaction GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;High-Pollution Industry is significant and negative (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.013, p&#x00a0;&lt;&#x00a0;0.01). This result indicates that the deteriorating impact of EPU on green finance is more significant in high-pollution sectors than in low-pollution sectors. Substantively, when EPU is one standard deviation larger, moderate-to-strong attenuation (GF&#x2019;s positive effect on CEP) in high-emissions industries increases by around 25&#x2013;30%.</p>
                <p>
                    <xref ref-type="table" rid="T9">
Table 9</xref> findings are indicative of the inelasticity of capital and endogenize regulation sensitive polluting sectors. As the uncertainty of policies increases, firms in these sectors are likely to postpone green technology upgrades, compliance investment postponement and even capital reallocation towards short-term operation.
                    <sup>
                        <xref ref-type="bibr" rid="ref15">15</xref>,
                        <xref ref-type="bibr" rid="ref52">52</xref>
                    </sup> Furthermore, environmental firms have long payback period on their investment: Thus, the firms are highlysensitive to changes in fiscal or environmental regulation proving
                    <sup>
                        <xref ref-type="bibr" rid="ref10">10</xref>
                    </sup> real options argument.</p>
                <p>The estimated negative coefficient of the industry dummy (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.082, p&#x00a0;&lt;&#x00a0;0.05) also indicates that at the overall level, highly polluting sectors tend to have less CEP outcomes regardless of firm-level control, which echoes with,
                    <sup>
                        <xref ref-type="bibr" rid="ref54">54</xref>,
                        <xref ref-type="bibr" rid="ref63">63</xref>
                    </sup> and Bendig et al., as well as testing data against prior findings or theoretical backgrounds in this specificcountry context. (2023). By contrast, companies in the service- or knowledge-based industries seem to be more robust.
                    <sup>
                        <xref ref-type="bibr" rid="ref48">48</xref>,
                        <xref ref-type="bibr" rid="ref54">54</xref>
                    </sup>; this may be because these companies are more technologically agile and lessexposed to environmental compliance shocks. Perera (2021) found that microfinance significantly contributes to women&#x2019;s economic empowerment in rural Sri Lanka.
                    <sup>
                        <xref ref-type="bibr" rid="ref30">30</xref>
                    </sup>
                </p>
                <p>The model&#x2019;s goodness of fit improves (Adj. R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.33) when the industry interaction term is added, which suggests that cross-firm variation in environmental performance can be predominantly explained by sectoral heterogeneity. These findings, in combination with 
                    <xref ref-type="table" rid="T6">
Table 6</xref>, verify a dual-moderated mechanism:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Institutional Quality (H3a) buffers the negative effect of uncertainty by means of stability and enforcement, and ii.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Industry Pollution Intensity (H3b) intensifies the uncertainty effect with capital and regulatory inflexibility.</p>
                        </list-item>
                    </list>
                </p>
                <p>This twofold evidence adds supporting ammunition to the notion that both institutional power and sectoral structure condition in concert the green-finance&#x2013;environment nexus. From a policy perspective, it underscores the case for granularapproaches:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x25aa;</label>
                            <p>For those that are dirty industry sectors, tougher enforcement and mechanisms for sharing risks (think green guarantees or transition finance) can counteract the dampening effect of uncertainty on investment.</p>
                        </list-item>
                        <list-item>
                            <label>&#x25aa;</label>
                            <p>For low-pollution industries, policy should not only be to provide incentives for innovation and facilitation of digital finance; it is also necessary to maintain the momentum of CEP gains.</p>
                        </list-item>
                    </list>
                </p>
                <p>These observations are also in line with
                    <sup>
                        <xref ref-type="bibr" rid="ref1">1</xref>,
                        <xref ref-type="bibr" rid="ref27">27</xref>
                    </sup> stress the interdependence of macro-institutional stability and sectoral configuration for achieving meaningful environmental results in sustainable finance frameworks.</p>
                <p>To enhance causal interpretation of findings, we examined the possible moderation effect of technological adaptation capacity on this negative influence of EPU with relation between GF and CEP. The degree of Green Technology Adoption Rate (GTAR) is the green patents applied, clean-tech investment made, or renewable energy used relative portion on the total capital expenditure a firm conducts which represents the ability to internalise and adopt green innovations and sustainability financing effectively.
                    <sup>
                        <xref ref-type="bibr" rid="ref18">18</xref>,
                        <xref ref-type="bibr" rid="ref53">53</xref>
                    </sup>
                </p>
                <p>Based on Dynamic Capability Theory
                    <sup>
                        <xref ref-type="bibr" rid="ref36">36</xref>,
                        <xref ref-type="bibr" rid="ref6">6</xref>
                    </sup> and Technological Innovation Systems (TIS) theory,
                    <sup>
                        <xref ref-type="bibr" rid="ref6">6</xref>
                    </sup> firms with stronger GTAR can be more likely to re-combine resources in order to fit the policy-shocks proactively. Technological flexibility mitigates information asymmetry, attenuates uncertainty and sets the investors&#x2019; expectation, and diminishes the real-option value of waiting under ambiguity.
                    <sup>
                        <xref ref-type="bibr" rid="ref43">43</xref>,
                        <xref ref-type="bibr" rid="ref63">63</xref>
                    </sup>
                </p>
                <p>
                    <xref ref-type="table" rid="T10">
Table 10</xref> three-way-interaction term (GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;&#x00d7;&#x00a0;GTAR) has a positive at a significant result level of p&#x00a0;&lt;&#x00a0;0.01 (&#x03b2;&#x00a0;=&#x00a0;0.011), thus indicating that the green technology adoption mitigates the negative nature between policy uncertainty and development in green finance/CEP. Companies with stronger technology orientation maintain environmental performance in times of macroeconomic turbulence, which is supportive of the innovations-resilience thesis.
                    <sup>
                        <xref ref-type="bibr" rid="ref48">48</xref>,
                        <xref ref-type="bibr" rid="ref54">54</xref>
                    </sup> This large main effect of GTAR (&#x03b2;&#x00a0;&#x2248;&#x00a0;0.09, p&#x00a0;&lt;&#x00a0;.01) further confirms that technology transferleads to direct improvement in environmental performance.
                    <sup>
                        <xref ref-type="bibr" rid="ref37">37</xref>,
                        <xref ref-type="bibr" rid="ref36">36</xref>
                    </sup> 31 The increased explanatory power of the model (Adj R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.36) reflects the relevance of innovation variables. This evidence is consistent with Dynamic Capability Theory,
                    <sup>
                        <xref ref-type="bibr" rid="ref45">45</xref>
                    </sup> where it is suggested that technological capabilities serve as strategic shock absorbers. Overall, we point out green technology as a resilience mechanism and endorse the view that policy stability and innovation incentives are synergistic levers towards optimally exploiting green finance given economic uncertainty. Perera et al. (2026) demonstrate that digital green finance significantly improves corporate environmental performance.
                    <sup>
                        <xref ref-type="bibr" rid="ref45">45</xref>
                    </sup>
                </p>
                <p>As shown in 
                    <xref ref-type="table" rid="T11">
Table 11</xref>, when pandemic years are dropped out, the positive effect of Green Finance (GF) on CEP turnsstatistically insignificant (&#x03b2;&#x00a0;=&#x00a0;0.080, p&#x00a0;=&#x00a0;0.46), indicating that baseline improvements partly represent COVID-related green-recovery policies. The coefficient on EPU (&#x03b2;&#x00a0;=&#x00a0;0.038, p&#x00a0;=&#x00a0;0.48) also diminishes, suggesting reduced SUE in non-crisis periods. But, Green CAPEX (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.243,p&#x00a0;&lt;&#x00a0;0.10) and Cash Holdings (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.173, p&#x00a0;&lt;&#x00a0;0.05) are still negative suggesting muted direct effect in the absence of policy support. These results show that the effectiveness of green finance is cyclic, increases in periods of policy-driven recovery and needs to be sustained by institutional and fiscal coordination in converting financial inflows into long-term environmental performance.global sustanability frameworks such as the united Nations 2030 Agenda further emphasize the role of green finance in sustainable development.
                    <sup>
                        <xref ref-type="bibr" rid="ref38">38</xref>
                    </sup> </p>
                <table-wrap id="T11" orientation="portrait" position="float">
                    <label>
Table 11. </label>
                    <caption>
                        <title>Robustness analysis excluding post-COVID years (2020&#x2013;2021).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Coefficient</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Std. Error</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">t-Statistic
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">p-Value
</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.0802</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.107</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.748</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.455</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">EPU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.0381</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.053</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.714</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.475</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0008</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.768</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.443</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Green CAPEX</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.2435</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.143</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;1.703</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.089</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cash Holdings</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.1734
                                    <xref ref-type="table-fn" rid="tfn19">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.071</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;2.442</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.015</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <bold>Note:</bold> This table re-estimates the main models after excluding the pandemic period to assess whether the results are sensitive to COVID-19-related shocks. Firm- and year-fixed effects are included. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn18">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                            </fn>
                            <fn id="tfn19">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                            </fn>
                            <fn id="tfn20">
                                <label>*</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.10.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <p>The post-COVID exclusion test suggests that part of the observed green-finance effect may have been strengthened by policy-driven recovery measures during the pandemic period. This indicates that the effectiveness of green finance may be context-dependent rather than uniformly stable across periods.</p>
            </sec>
            <sec id="sec23">
                <title>5.3 Industry heterogeneity</title>
                <p>
                    <xref ref-type="table" rid="T12">
Table 12</xref> shows There is substantial heterogeneity across industries in the green finance&#x2013;CEP relationship as shown in 
                    <xref ref-type="table" rid="T12">
Table 12</xref> GF ismost closely related to CEP within high-pollution industries, especially energy and heavy industry (&#x03b2;&#x00a0;=&#x00a0;0.412, p&#x00a0;&lt;&#x00a0;0.01), which is moderated by EPU significantly negatively (GF&#x00a0;&#x00d7;&#x00a0;EPU&#x00a0;=&#x00a0;&#x2212;0.006, p&#x00a0;&lt;&#x00a0;0.05). This suggests that even though these industries gain the most environmentally with GF, they are also more vulnerable to policy instability because ofinflexibility in capital and a long lead time for investments. The impact of uncertainty is also relatively more moderate in medium-pollution industries (like transportation, chemicals), whereas low-pollution industries (such as IT, finance and retail) are less susceptible to the uncertainty. These findings highlight that those sectors which are most reliant on green finance also tend to be the most policy-shock vulnerable. Thus, in order to enhance the efficiency of green finance, regulatory authorities need to put stable policies for emission-intensive industries as a priority and propagate innovationsand ESG adoption via voluntariness for low impact sectors. Perera et al. (2025) argue that green finance research has expanded significantly under policy uncertainty conditions.
                    <sup>
                        <xref ref-type="bibr" rid="ref31">31</xref>
                    </sup>
                </p>
                <table-wrap id="T12" orientation="portrait" position="float">
                    <label>
Table 12. </label>
                    <caption>
                        <title>Industry heterogeneity analysis: sector-wise coefficients.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Sector</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">GF Coefficient</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">EPU Coefficient</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">GF&#x00a0;&#x00d7;&#x00a0;EPU Coefficient</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">R
                                    <sup>2</sup>
                                </th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">High-Impact Sectors (Energy, Manufacturing, Heavy Industry)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.412
                                    <xref ref-type="table-fn" rid="tfn21">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.298
                                    <xref ref-type="table-fn" rid="tfn22">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0064
                                    <xref ref-type="table-fn" rid="tfn22">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.622</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Medium-Impact Sectors (Transportation, Chemicals)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.275
                                    <xref ref-type="table-fn" rid="tfn22">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.184
                                    <xref ref-type="table-fn" rid="tfn23">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0041
                                    <xref ref-type="table-fn" rid="tfn23">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.587</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Low-Impact Sectors (Services, IT, Finance, Retail)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.158
                                    <xref ref-type="table-fn" rid="tfn23">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.092</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.0020</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.544</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <italic toggle="yes">Notes:</italic> ***p&#x00a0;&lt;&#x00a0;0.01; **p&#x00a0;&lt;&#x00a0;0.05; *p&#x00a0;&lt;&#x00a0;0.10. All regressions control for firm size, ROE, leverage, GDP growth, and the novel controls (Green CAPEX, Green R&amp;D, Cash Holdings) with firm and year fixed effects.</p>
                        <p>

                            <bold>Note:</bold> This table reports sector-specific estimates of the relationship between green finance and corporate environmental performance under different levels of economic policy uncertainty. Robust standard errors clustered at the firm level are reported in parentheses.</p>
                        <fn-group content-type="footnotes">
                            <fn id="tfn21">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01,</p>
                            </fn>
                            <fn id="tfn22">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.05,</p>
                            </fn>
                            <fn id="tfn23">
                                <label>*</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.10.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec24">
                <title>5.4 Discussion</title>
                <p>Our empirical results has been provide important insights into how financial systems support corporate contributions to climate mitigation. The baseline regression results indicate that green finance significantly improves corporate environmental performance. Firms with greater access to green financial instruments demonstrate stronger environmental outcomes, suggesting that sustainable finance mechanisms enable companies to invest in cleaner technologies, renewable energy adoption, and energy-efficient production systems. From a climate policy perspective, these findings highlight the importance of financial markets in mobilizing private capital for lowcarbon investment. Green financial instruments such as green bonds and sustainabilitylinked loans provide firms with the resources necessary to implement environmental innovations and reduce carbon intensity. Consequently, green finance functions as a key market mechanism for supporting corporate contributions to climate mitigation and industrial decarbonization.</p>
                <p>However, the results also show that economic policy uncertainty reduces the effectiveness of green finance in improving environmental performance. Firms facing uncertain regulatory environments are more likely to delay or reduce longterm environmental investments, particularly those involving irreversible capital commitments. This behavior aligns with the predictions of Real Options Theory,
                    <sup>
                        <xref ref-type="bibr" rid="ref10">10</xref>
                    </sup> which suggests that firms postpone investments when policy signals are unclear.</p>
                <p>The moderating role of institutional quality,
                    <sup>
                        <xref ref-type="bibr" rid="ref26">26</xref>,
                        <xref ref-type="bibr" rid="ref32">32</xref>
                    </sup> provides further insight into how governance systems influence climate finance effectiveness. Countries with stronger institutions experience weaker negative effects of policy uncertainty, suggesting that transparent regulatory frameworks and credible policy commitments enhance investor confidence in climaterelated investments. Strong governance systems therefore play a critical role in enabling green finance to translate into tangible environmental improvements.</p>
                <p>Sectoral heterogeneity also shapes the relationship between green finance and environmental performance. Highpollution industries such as energy, transportation, and heavy manufacturing exhibit stronger sensitivity to policy uncertainty due to their higher capital intensity and regulatory exposure. In contrast, lowerpollution sectors demonstrate greater flexibility in maintaining environmental performance during periods of uncertainty.
                    <sup>
                        <xref ref-type="bibr" rid="ref47">47</xref>
                    </sup>
                </p>
                <p>Overall, the findings highlight that effective climate finance depends on a combination of financial innovation, stable policy environments, and strong institutional frameworks. Without policy stability and credible governance systems, the potential of green finance to support climate mitigation may remain partially unrealized.</p>
            </sec>
        </sec>
        <sec id="sec25">
            <title>6. Conclusions, policy implications, and limitations</title>
            <p>This study we contributes to the growing literature on sustainable and climate finance by examining how green finance influences corporate environmental performance and how this relationship is shaped by economic policy uncertainty, institutional quality, and sectoral heterogeneity in emerging markets. Using a comprehensive panel dataset of 1,370 listed firms from nine emerging economies covering the period 2014&#x2013;2024, the study employs a combination of econometric techniques including two-way fixed effects, Difference-in-Differences estimation, and instrumental variable approaches to provide robust empirical evidence on the mechanisms linking financial systems to corporate environmental outcomes. First, the empirical results demonstrate that green finance significantly improves corporate environmental performance. Firms with greater access to green financial instruments including green bonds, sustainability-linked loans, and environmental credit facilities show higher environmental performance levels. Results confirms that green finance plays a catalytic role in enabling firms to invest in environmentally sustainable technologies, resource efficiency, and pollution reduction initiatives. From a theoretical perspective, the results support the Resource- Based View and Stakeholder Theory, suggesting that financial resources enable firms to develop environmental capabilities while responding to increasing stakeholder expectations regarding sustainability and climate responsibility.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>,
                    <xref ref-type="bibr" rid="ref13">13</xref>
                </sup>
            </p>
            <p>Second, the findings reveal that economic policy uncertainty weakens the effectiveness of green finance in improving corporate environmental performance. In environments characterized by unstable or unpredictable regulatory frameworks, firms tend to delay or reduce long term environmental investments. This behavior is consistent with Real Options Theory
                <sup>
                    <xref ref-type="bibr" rid="ref10">10</xref>
                </sup> which suggests that firms postpone irreversible investments under uncertainty. Since many green investments involve high capital costs and long payback periods, policy instability reduces the willingness of firms to commit financial resources to environmental projects.</p>
            <p>Third, the results indicate that institutional quality plays a critical moderating role in mitigating the adverse effects of policy uncertainty.
                <sup>
                    <xref ref-type="bibr" rid="ref26">26</xref>,
                    <xref ref-type="bibr" rid="ref32">32</xref>
                </sup> Strong institutional frameworks characterized by regulatory transparency, effective governance, and credible policy implementation increase investor confidence and reduce the risks associated with long- term environmental investments. These findings align with Institutional Theory, highlighting that governance quality can stabilize investment environments and enable firms to sustain environmental strategies even under uncertain macroeconomic conditions.The shift from share holders to stakeholder orientation further supports sustanability - driven financial performance.
                <sup>
                    <xref ref-type="bibr" rid="ref8">8</xref>
                </sup>
            </p>
            <p>Fourth, the analysis reveals substantial sectoral heterogeneity in how firms respond to green finance under conditions of policy uncertainty,
                <sup>
                    <xref ref-type="bibr" rid="ref47">47</xref>
                </sup>. High- pollution industries such as energy, transportation, and heavy manufacturing exhibit stronger sensitivity to policy volatility due to their high capital intensity and regulatory exposure. In contrast, low-pollution industries particularly service and technology sectors demonstrate greater flexibility in maintaining environmental performance during periods of uncertainty. This evidence supports Contingency Theory, which suggests that industry characteristics influence how external environmental factors affect organizational outcomes.</p>
            <p>Finally, the study highlights the importance of technological capability in strengthening firms&#x2019; resilience to policy uncertainty. Firms with higher levels of green technology adoption are better able to sustain environmental performance even when policy conditions become unstable. This finding supports Dynamic Capability Theory, emphasizing that innovation and technological adaptability enable firms to maintain sustainability strategies despite macroeconomic and regulatory volatility.
                <sup>
                    <xref ref-type="bibr" rid="ref36">36</xref>,
                    <xref ref-type="bibr" rid="ref37">37</xref>
                </sup>
            </p>
            <p>Overall, the study provides a multidimensional framework linking financial systems, institutional environments, and technological capabilities to corporate environmental performance in emerging markets. The findings demonstrate that while green finance is a powerful mechanism for promoting environmental sustainability, its effectiveness depends strongly on policy stability, institutional credibility, and firms&#x2019; technological readiness. Strengthening these complementary conditions will therefore be essential for ensuring that green finance effectively contributes to long- term climate mitigation and sustainable development transitions in emerging economies.</p>
            <sec id="sec26">
                <title>6.1 Policy implications</title>
                <p>The results has highlight that green finance significantly improves corporate environmental performance, suggesting that financial systems play a central role in mobilizing private capital for climate mitigation. Policymakers should therefore strengthen national sustainable finance frameworks by expanding green bond markets, sustainability linked lending, and climate investment funds. Establishing clear green taxonomies, standardized environmental reporting systems, and transparent eligibility criteria for green investments can further enhance investor confidence and reduce information asymmetry in sustainable finance markets. Additionally, governments should encourage the development of climatealigned financial instruments such as transition bonds, blended finance mechanisms, and climaterisk insurance. These instruments can help channel capital toward renewable energy, energy efficiency improvements, and low-carbon infrastructure projects that are essential for achieving long-term decarbonization goals.
                    <sup>
                        <xref ref-type="bibr" rid="ref45">45</xref>
                    </sup>
                </p>
                <p>The study demonstrates that economic policy uncertainty weakens the effectiveness of green finance in improving environmental outcomes. This finding suggests that policy stability is essential for maintaining investor confidence in climaterelated investments. Governments should therefore establish longterm and predictable climate policy frameworks, including stable carbon pricing mechanisms, emissions reduction targets, and regulatory roadmaps for energy transition.</p>
                <p>Clear national climate strategiessuch as longterm decarbonization pathways and consistent environmental regulations can reduce uncertainty and encourage firms to undertake longterm green investments. Independent climate policy councils and transparent regulatory communication channels may also help improve policy credibility and reduce the risks associated with environmental investments.</p>
                <p>The findings indicate that strong institutional quality mitigates the negative impact of policy uncertainty on green finance effectiveness. Governments in emerging markets should therefore strengthen governance institutions responsible for environmental regulation and financial supervision. Improving regulatory transparency, enforcement capacity, and policy coordination between financial regulators and environmental agencies can help ensure that green finance mechanisms translate into real environmental outcomes.</p>
                <p>Institutional reforms should also focus on strengthening climate disclosure requirements and improving environmental monitoring systems. Enhanced transparency in environmental reporting enables investors to better evaluate corporate climate performance and encourages firms to adopt more sustainable practices.</p>
                <p>Technological innovation plays a critical role in enabling firms to maintain environmental performance even under conditions of policy uncertainty. Policymakers should therefore promote green technological development through research subsidies, tax incentives for clean technology adoption, and public-private partnerships in sustainable innovation.</p>
                <p>Encouraging firms to invest in green research and development, digital environmental monitoring systems, and energyefficient production technologies can accelerate industrial decarbonization. Technology diffusion programs and international cooperation in climate innovation may also help emerging markets overcome technological barriers and strengthen their climate resilience.</p>
                <p>The results reveal substantial sectoral differences in how firms respond to green finance under policy uncertainty. Highpollution industries such as energy, transportation, and heavy manufacturing face greater challenges in maintaining environmental performance due to higher capital intensity and regulatory exposure. Policymakers should therefore design sectorspecific climate transition policies to support these industries in adopting cleaner technologies. Targeted financial incentives, green credit guarantees, and carbon transition funds can help highemission sectors accelerate decarbonization while maintaining economic competitiveness. In contrast, service and technology sectors may require policies focused on innovation support and digital sustainability solutions. Overall, the results suggest that effective climate policy requires a coordinated approach combining financial innovation, policy stability, institutional strength, and technological development. Such integrated strategies can help emerging markets mobilize green finance more effectively and support sustainable economic transformation.</p>
                <p>This study also contributes to understanding how financial systems can support global climate objectives and sustainable development goals. In particular, the findings provide important insights for advancing climate action under Sustainable Development Goal 13, which emphasizes the urgent need to combat climate change and strengthen resilience to climate-related risks.</p>
                <p>The positive relationship between green finance and corporate environmental performance indicates that sustainable financial instruments can accelerate corporate contributions to climate mitigation. By providing firms with access to dedicated funding for environmental projects, green finance encourages investments in renewable energy technologies, energy efficiency improvements, and pollution reduction initiatives. These investments play a critical role in reducing greenhouse gas emissions and facilitating the transition toward lowcarbon production systems. Consequently, green finance can function as a key mechanism for aligning corporate investment strategies with global climate objectives and national decarbonization commitments.</p>
                <p>

                    <bold>Policy Uncertainty as a Barrier to Climate Transition</bold>
                </p>
                <p>However, the findings also reveal that economic policy uncertainty can significantly undermine the effectiveness of climate finance. When regulatory frameworks become unstable or unpredictable, firms tend to postpone environmental investments due to concerns about policy reversals or financial risks. Such delays may slow the pace of climate mitigation and hinder progress toward achieving longterm climate goals. Therefore, maintaining consistent and credible climate policy frameworks is essential for ensuring that green finance can effectively support national and global climate strategies.Envirmental disclosure practices are also linked to improved firm performance and transparancay
                    <sup>
                        <xref ref-type="bibr" rid="ref62">62</xref>
                    </sup> </p>
                <p>Strong institutional systems play a critical role in enabling countries to effectively implement climate policies and environmental regulations. The results demonstrate that countries with stronger governance frameworks experience weaker negative effects of policy uncertainty on green investment outcomes. Institutional capacity therefore supports both climate mitigation and climate adaptation by improving policy implementation, regulatory enforcement, and financial market transparency. Strengthening governance institutions may also improve coordination between financial systems and environmental policy frameworks, thereby enhancing the effectiveness of climate finance initiatives.</p>
                <p>Taken together, the findings suggest that the effectiveness of climate finance depends not only on the availability of financial resources but also on broader institutional and technological conditions. Strengthening policy stability, improving governance frameworks, and supporting technological innovation are therefore essential for ensuring that green finance contributes effectively to climate mitigation and sustainable development. By identifying the mechanisms through which financial systems influence corporate environmental performance, this study provides valuable insights for policymakers and international organizations seeking to accelerate global climate action and achieve the objectives of SDG-13.</p>
            </sec>
            <sec id="sec27">
                <title>6.3 Limitations and future research</title>
                <p>Despite providing multi- country empirical evidence, this study has several limitations. First, although panel data from 2014&#x2013;2024 are employed, potential endogeneity may remain because unobserved firm-level or country-level shocks could influence the results. Future research could apply multi-level modeling or Bayesian hierarchical approaches to better account for nested institutional structures.</p>
                <p>Second, the sample focuses on publicly listed firms in nine emerging economies, which may not fully represent small and medium-sized enterprises (SMEs) or informal-sector participants in green finance. Future studies could improve external validity by including developed&#x2013;emerging market comparisons or private-sector
 data.</p>
                <p>Third, the economic policy uncertainty (EPU) index reflects overall national policy uncertainty and may not capture sector-specific or environmental policy fluctuations. Developing more refined green-policy uncertainty indicatorscould provide deeper insights into climate-related investment risks. Finally, although the study considers green technology adoption (GTAR) as a moderating factor, future research could further examine technology-driven mechanisms, such as digital green finance platforms, blockchain-based sustainable finance instruments, and climate-fintech innovations. Despite these limitations, the findings offer a robust empirical foundation for understanding how green finance, technological innovation, and institutional capacity jointly influence corporate environmental performance under policy uncertainty.</p>
            </sec>
        </sec>
        <sec id="sec28">
            <title>Ethics statement</title>
            <p>This study did not involve human participants, human tissue, personal clinical data, interviews, surveys, or experiments requiring ethical review. The study is based entirely on secondary data obtained from publicly available and licensed institutional databases, including Bloomberg, Refinitiv Eikon, CSMAR, firms&#x2019; annual reports, WIPO, World Bank, IMF, and national statistical sources. Therefore, formal ethical approval and informed consent were not required for this research.</p>
        </sec>
    </body>
    <back>
        <sec id="sec31" sec-type="data-availability">
            <title>Data availability</title>
            <sec id="sec32">
                <title>Underlying data</title>
                <p>Repository:
</p>
                <p>perera, V. (2025, December 9). &#x201c;Economic Policy Uncertainty and the Effectiveness of Green Finance in Enhancing Corporate Environmental Performance: Evidence from Emerging Markets&#x201d;. 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17605/OSF.IO/P5UQY">https://doi.org/10.17605/OSF.IO/P5UQY</ext-link>
                </p>
                <p>This project contains the following 
                    <bold>underlying data files</bold>:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>CEP-data.xlsx
</p>
                            <p>
Firm-level 
                                <bold>Corporate Environmental Performance (CEP)</bold> scores based on Refinitiv ESG environmental pillar indicators, reported annually for each firm.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>GF-data.xlsx
</p>
                            <p>
Firm-level 
                                <bold>Green Finance (GF)</bold> intensity index including green bonds, green loans, sustainability-linked credit exposure, and green investment ratios in panel format.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>EPU-data.xlsx
</p>
                            <p>
Annual 
                                <bold>Economic Policy Uncertainty (EPU)</bold> index values matched to firm&#x2013;year observations, based on the Baker, Bloom &amp; Davis methodology.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Governance-data.xlsx
</p>
                            <p>

                                <bold>Institutional quality indicators</bold> derived from World Governance Indicators and 
                                <bold>industry pollution classification</bold> (High-Pollution dummy variable).</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Control-Variables.xlsx
</p>
                            <p>
Firm-level 
                                <bold>control variables and mechanisms</bold>, including:
</p>
                        </list-item>
                        <list-item>
                            <list list-type="bullet">
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Green Capital Expenditure intensity (Green CAPEX)</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Green R&amp;D intensity (Green RDI)</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Cash Holdings</p>
                                </list-item>
                                <list-item>
                                    <label>&#x25cb;</label>
                                    <p>Green Technology Adoption Rate (GTAR</p>
                                </list-item>
                            </list>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec33">
                <title>
Extended data</title>
                <p>This project also contains the following 
                    <bold>extended data files</bold>:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>perera, V. (2026, March 18). &#x201c;Financing the Climate Transition: Green Finance, Policy Uncertainty, and Corporate Environmental Performance in Emerging Markets&#x201d;- Extended Data. 
                                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17605/OSF.IO/QT8JG">https://doi.org/10.17605/OSF.IO/QT8JG</ext-link>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>
Supplementary_Table_1_Variable_Definitions.xlsx</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Complete 
                                <bold>variable dictionary</bold> including variable names, types, operational definitions, and data construction methods.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Supplementary Table 2.xlsx</bold> &#x2013; Full regression and robustness test outputs (TWFE, IV&#x2013;2SLS, PSM, GMM, Threshold models)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Supplementary Figure 1.pdf</bold> &#x2013; Conceptual framework of GF&#x2013;EPU&#x2013;CEP relationship</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Supplementary Figure 2.pdf</bold> &#x2013; Moderation plots of EPU on GF&#x00a0;&#x2192;&#x00a0;CEP</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>Supplementary Figure 3.pdf</bold> &#x2013; Industry heterogeneity plots (High vs. Low pollution sectors)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>

                                <bold>STATA_Code.do/R_Code.R</bold> &#x2013; Replication code for all econometric estimations</p>
                        </list-item>
                    </list>
                </p>
                <p>

                    <bold>License Statement</bold>
                </p>
                <p>All data and supplementary materials are made available under the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/legalcode">Creative Commons Zero (CC0 1.0)</ext-link> Public Domain Dedication, which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original author and source are credited.</p>
            </sec>
        </sec>
        <ack>
            <title>Acknowledgement</title>
            <p>The author acknowledges the use of AI-assisted tools for language polishing and preliminary drafting support. All conceptual development, data analysis, interpretation of results, and final manuscript preparation were conducted by the author. QuillBot was used only for limited English language refinement at the proofreading stage.</p>
        </ack>
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    <sub-article article-type="reviewer-report" id="report477461">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.197834.r477461</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Chandran MC</surname>
                        <given-names>Sarath</given-names>
                    </name>
                    <xref ref-type="aff" rid="r477461a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-8027-2425</uri>
                </contrib>
                <contrib contrib-type="author">
                    <name>
                        <surname>Chandran</surname>
                        <given-names>Renju</given-names>
                    </name>
                    <xref ref-type="aff" rid="r477461a2">2</xref>
                    <role>Co-referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-8027-2425</uri>
                </contrib>
                <aff id="r477461a1">
                    <label>1</label>Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India</aff>
                <aff id="r477461a2">
                    <label>2</label>Chinmaya Vishwavidyapeeth (Deemed to be University), Ernakulam, Kerala, India</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>6</day>
                <month>5</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Chandran MC S and Chandran R</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport477461" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.179330.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The manuscript would benefit from a clearer positioning of its contribution by engaging with recent synthesis and bibliometric studies on green finance evolution, which can help justify the novelty of integrating policy uncertainty and firm-level outcomes. Following are my observations ofthe paper.&#x00a0; 
                <list list-type="bullet">
                    <list-item>
                        <p>The theoretical framework could be strengthened by incorporating prior work that explicitly links regulatory uncertainty, institutional barriers, and green banking adoption to firm-level environmental performance, thereby improving conceptual coherence.</p>
                    </list-item>
                    <list-item>
                        <p>The discussion on the transmission mechanisms of green finance (CAPEX, R&amp;D, liquidity) should be expanded using studies that examine mediating roles of financial channels in sustainability outcomes, as this would help explain the non-significant coefficients observed.</p>
                    </list-item>
                    <list-item>
                        <p>The policy uncertainty argument can be further enriched by citing literature that examines how institutional quality moderates sustainability adoption in emerging economies, particularly in banking and financial systems.</p>
                    </list-item>
                    <list-item>
                        <p>The policy implications section would gain depth by incorporating sector-specific evidence from sustainable banking and green finance practices, especially studies focusing on ESG integration and institutional readiness.</p>
                    </list-item>
                    <list-item>
                        <p>Methodologically, the paper should justify the combined use of multiple econometric techniques more explicitly, possibly referencing prior empirical studies that adopt similar multi-method robustness strategies in green finance research.</p>
                    </list-item>
                    <list-item>
                        <p>The manuscript could improve clarity and academic rigor by refining language, reducing redundancy, and ensuring consistent terminology (e.g., CEP, GF, EPU) throughout the text.</p>
                    </list-item>
                    <list-item>
                        <p>Aligning the empirical findings more closely with established literature on green finance&#x2013;environment linkages and institutional dynamics will significantly strengthen both theoretical contribution and indexing potential.</p>
                    </list-item>
                    <list-item>
                        <p>Also i have made some of the recent studies which can incorporate to improve the quality of the study.&#x00a0;</p>
                    </list-item>
                </list>
            </p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Partly</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Green Finance and Environmental Sustainability</p>
            <p>We confirm that we have read this submission and believe that we have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however we have significant reservations, as outlined above.</p>
        </body>
        <back>
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