<?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.179961.1</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>Securing the Digital Edge: How Security Management Mediates
                    <break/> the Impact of ICT Infrastructure on Firm Performance
                    <break/> in Emerging Markets</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>Restrepo Morales</surname>
                        <given-names>Jorge A.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-9764-6622</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Rodr&#x00ed;guez Flores</surname>
                        <given-names>Eduar Antonio</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Su&#x00e1;rez Pizzarello</surname>
                        <given-names>Marianella Alicia</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Zea Restrepo</surname>
                        <given-names>Freddy</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0009-0005-1882-8433</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Giraldo Betancur</surname>
                        <given-names>Emerson Andr&#x00e9;s</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Universidad Autonoma del Peru, Lima District, Lima Region, Peru</aff>
                <aff id="a2">
                    <label>2</label>Direcci&#x00f3;n de Investigaci&#x00f3;n e Innovaci&#x00f3;n, Universidad Autonoma del Peru, Lima District, Lima Region, 15001, Peru</aff>
                <aff id="a3">
                    <label>3</label>Ciencias Administrativas y Econ&#x00f3;micas, Tecnologico de Antioquia Institucion Universitaria, Medell&#x00ed;n, Antioquia, 050001, Colombia</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:jorgerestrepo@autonoma.edu.pe">jorgerestrepo@autonoma.edu.pe</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>8</day>
                <month>5</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2026</year>
            </pub-date>
            <volume>15</volume>
            <elocation-id>678</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>20</day>
                    <month>4</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Restrepo Morales JA 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/15-678/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>Information and communication technology (ICT) infrastructure drives firm performance in emerging markets, yet institutional voids and security vulnerabilities often undermine its efficacy. The mechanisms linking ICT endowment, organizational security investment, and firm-level outcomes remain underexplored, particularly in developing economies.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>We tested a recursive three-block structural equation model (SEM) on nationally representative microdata from Peru&#x2019;s Annual Economic Survey 2024 (N&#x00a0;=&#x00a0;9,966 firms across 14 sectors). The model integrated the Resource-Based View (RBV) and Routine Activity Theory (RAT) to specify pathways from ICT infrastructure, internet access, and digital human capital through security management investment to firm performance (measured as firm size category: micro vs. medium/large). We employed full-information maximum likelihood (FIML) estimation with Satorra&#x2013;Bentler robust standard errors to account for non-normal distributions in e-commerce adoption measures. Mediation analysis decomposed total effects via bootstrap confidence intervals (5,000 replications).</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>ICT infrastructure was the dominant predictor across all equations (&#x03b2;&#x00a0;=&#x00a0;0.356 in security management; &#x03b2;&#x00a0;=&#x00a0;0.327 in firm performance, both p&#x00a0;&lt;&#x00a0;0.001). Security management significantly mediated 17.6% of ICT&#x2019;s total effect on performance (indirect &#x03b2;&#x00a0;=&#x00a0;0.070, p&#x00a0;&lt;&#x00a0;0.001). Criminal victimization exposure directly predicted security investment (&#x03b2;&#x00a0;=&#x00a0;0.060, p&#x00a0;&lt;&#x00a0;0.001), establishing a protective response mechanism predicted by Routine Activity Theory. Model fit indices confirmed excellent fit (CFI&#x00a0;=&#x00a0;0.988, RMSEA&#x00a0;=&#x00a0;0.028, GFI&#x00a0;=&#x00a0;0.986).</p>
                </sec>
                <sec>
                    <title>Conclusions</title>
                    <p>In volatile emerging market environments, security management functions as a strategic resource that transforms raw ICT connectivity into sustainable competitive advantage &#x2014; a phenomenon we term &#x201c;Digital Resilience.&#x201d; These findings challenge technological determinism and provide a blueprint for firms and policymakers in developing economies to integrate security as a core dynamic capability rather than a cost center.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>ICT infrastructure; firm performance; security management; emerging markets; Routine Activity Theory; Resource-Based View; structural equation modeling; Peru; digital transformation</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>
            <p>Digital transformation has emerged as a defining strategic imperative for firms across all income levels, yet its organizational consequences remain heterogeneous and context-dependent. In high-income economies, the positive association between information and communication technology (ICT) investment and firm performance is well-established (
                <xref ref-type="bibr" rid="ref25">Melville et al., 2004</xref>; 
                <xref ref-type="bibr" rid="ref27">Mithas et al., 2011</xref>; 
                <xref ref-type="bibr" rid="ref2">Aral &amp; Weill, 2007</xref>). In emerging markets, however, the pathways through which digital resources translate into organizational outcomes are more complex, mediated by persistent infrastructure deficits, shallow digital skills markets, high business crime rates, and institutional environments that differ fundamentally from those of OECD economies (
                <xref ref-type="bibr" rid="ref11">Cirera &amp; Maloney, 2017</xref>; 
                <xref ref-type="bibr" rid="ref23">Katz &amp; Callorda, 2019</xref>).</p>
            <p>Peru offers a particularly revealing natural laboratory for this inquiry. As of 2023, only 44.9% of formally registered Peruvian firms report internet access, and a mere 7.8% engage in any form of digital commerce (
                <xref ref-type="bibr" rid="ref20">INEI, 2024</xref>). Simultaneously, 15.3% of Peruvian firms report having been victims of at least one criminal act during 2023 &#x2014; including robbery, extortion, vandalism, and fraud &#x2014; a victimization prevalence that represents a material operational risk, particularly for Commerce (18.2%) and Transport (18.4%) sectors. The coexistence of digital heterogeneity and crime exposure creates a structural environment in which digitalization and security management are not merely parallel investments but potentially complementary capabilities whose interaction determines firm-level outcomes.</p>
            <p>Despite the theoretical plausibility of this complementarity, the empirical literature has treated ICT investment and organizational security management as largely separate streams. This study addresses that gap by developing and testing an integrated structural model connecting ICT infrastructure endowment, internet access, digital human capital, e-commerce adoption, and criminal victimization exposure to security management investment and firm performance, using microdata from Peru&#x2019;s Annual Economic Survey 2024 (EEA 2024; INEI). Drawing on the RBV and the Routine Activity Theory (RAT; 
                <xref ref-type="bibr" rid="ref12">Cohen &amp; Felson, 1979</xref>), we propose a three-block recursive model estimated via path analysis on a matched sample of 9,966 firms spanning 14 economic sectors.</p>
            <p>The study makes three original contributions. First, it provides the first large-sample SEM of the ICT&#x2013;security&#x2013;performance nexus using nationally representative enterprise data from Peru. Second, it extends RAT beyond individual-level victimization prediction to the organizational domain. Third, it reframes organizational security investment from a cost center to a strategic performance-generating resource (&#x03b2;&#x00a0;=&#x00a0;0.197, p&#x00a0;&lt;&#x00a0;0.001), mediating 17.6% of ICT infrastructure&#x2019;s total performance effect.</p>
        </sec>
        <sec id="sec6">
            <title>2. Theoretical framework and hypotheses development</title>
            <sec id="sec7">
                <title>2.1 Conceptual overview</title>
                <p>This study integrates two complementary theoretical perspectives: (1) the Resource-Based View (RBV) and its dynamic capabilities extension, which frames ICT adoption as a strategic, value-generating resource; and (2) the Routine Activity Theory (RAT), adapted to the organizational level, which explains why firms exposed to crime victimization invest more intensively in protective mechanisms that, in turn, improve operational resilience and performance outcomes.</p>
            </sec>
            <sec id="sec8">
                <title>2.2 Theoretical foundations</title>
                <p>

                    <bold>

                        <italic toggle="yes">2.2.1 Resource-based view and dynamic capabilities</italic>
</bold>
                </p>
                <p>The Resource-Based View, formulated by 
                    <xref ref-type="bibr" rid="ref35">Wernerfelt (1984)</xref> and systematized by 
                    <xref ref-type="bibr" rid="ref4">Barney (1991)</xref>, posits that sustained competitive advantage derives from firm-specific resources that are valuable, rare, inimitable, and non-substitutable (VRIN). ICT assets &#x2014; hardware infrastructure, internet connectivity, and the human capital capable of exploiting them &#x2014; constitute strategic resources that enable firms to generate superior performance outcomes (
                    <xref ref-type="bibr" rid="ref6">Bharadwaj, 2000</xref>; 
                    <xref ref-type="bibr" rid="ref25">Melville et al., 2004</xref>). Building on RBV, 
                    <xref ref-type="bibr" rid="ref33">Teece et al. (1997)</xref> introduced the dynamic capabilities perspective, emphasizing that firms must continuously sense opportunities, seize them through resource reconfiguration, and transform operational routines. 
                    <xref ref-type="bibr" rid="ref2">Aral and Weill (2007)</xref> demonstrate that IT assets generate positive spillovers across the firm, enabling broader capability development.</p>
                <p>

                    <bold>

                        <italic toggle="yes">2.2.2 ICT as an enabler of e-commerce</italic>
</bold>
                </p>
                <p>E-commerce represents the most visible and economically significant form of digital market participation for firms (
                    <xref ref-type="bibr" rid="ref37">Zhu et al., 2006</xref>). The Technology&#x2013;Organization&#x2013;Environment (TOE) framework (
                    <xref ref-type="bibr" rid="ref34">Tornatzky &amp; Fleischer, 1990</xref>) establishes that technology readiness &#x2014; operationalized through ICT infrastructure and internet access &#x2014; is a primary determinant of e-commerce adoption. 
                    <xref ref-type="bibr" rid="ref36">Zhu and Kraemer (2005)</xref> show that technology competence directly drives e-commerce value creation in a cross-national sample. 
                    <xref ref-type="bibr" rid="ref16">Hajli et al. (2015)</xref> and 
                    <xref ref-type="bibr" rid="ref3">Barbu et al. (2021)</xref> demonstrate positive effects of ICT investment on online sales performance in emerging market firms. For Peruvian SMEs specifically, 
                    <xref ref-type="bibr" rid="ref17">Heredia P&#x00e9;rez et al. (2022)</xref> document that internet access and digital capability are the strongest predictors of online sales adoption.</p>
                <p>

                    <bold>

                        <italic toggle="yes">2.2.3 Routine activity theory applied to business security</italic>
</bold>
                </p>
                <p>
                    <xref ref-type="bibr" rid="ref12">Cohen and Felson's (1979)</xref> Routine Activity Theory proposes that crime occurs when a motivated offender, a suitable target, and the absence of a capable guardian converge. In its organizational adaptation, firms constitute targets when visible, accessible, and weakly protected. Exposure to criminal victimization is expected to increase firms&#x2019; investment in protective measures &#x2014; physical security, surveillance technology, insurance, and cybersecurity infrastructure (
                    <xref ref-type="bibr" rid="ref7">Boba Santos, 2013</xref>; 
                    <xref ref-type="bibr" rid="ref18">Holt &amp; Bossler, 2016</xref>). Digitally endowed firms are better positioned to implement sophisticated security responses because they possess the ICT infrastructure necessary to integrate these systems.</p>
                <p>

                    <bold>

                        <italic toggle="yes">2.2.4 Security management as a strategic resource for firm performance</italic>
</bold>
                </p>
                <p>
Security investment is increasingly recognized not merely as a cost center but as a strategic resource that protects firm value and enables operational continuity (
                    <xref ref-type="bibr" rid="ref14">Gordon &amp; Loeb, 2002</xref>; 
                    <xref ref-type="bibr" rid="ref1">Anderson &amp; Moore, 2006</xref>). Firms that invest in adequate security systems reduce expected losses from criminal activity, maintain operational continuity, and signal reliability to business partners (
                    <xref ref-type="bibr" rid="ref8">B&#x00f6;hme et al., 2015</xref>). 
                    <xref ref-type="bibr" rid="ref14">Gordon and Loeb's (2002)</xref> model demonstrates that optimal security investment increases with the value of assets at risk, providing a theoretical rationale for why security investment is concentrated among larger, more digitally endowed firms. 
                    <xref ref-type="bibr" rid="ref22">Kankanhalli et al. (2003)</xref> and 
                    <xref ref-type="bibr" rid="ref10">Cavusoglu et al. (2004)</xref> confirm that organizational security investment positively affects firm performance through risk reduction.</p>
            </sec>
            <sec id="sec9">
                <title>2.3 Research hypotheses</title>
                <p>Drawing on the portfolio perspective and the Oslo Manual taxonomy, we formulate the following nine testable hypotheses, summarized in 
                    <xref ref-type="table" rid="T1">
Table 1</xref>:
                    <statement id="state1">
                        <label>H1:</label>
                        <p>Greater ICT infrastructure endowment is positively associated with adoption of e-commerce sales.</p>
                    </statement>

                    <statement id="state2">
                        <label>H2:</label>
                        <p>Broader internet access is positively associated with e-commerce sales and procurement adoption.</p>
                    </statement>

                    <statement id="state3">
                        <label>H3:</label>
                        <p>Higher digital human capital is positively associated with e-commerce adoption.</p>
                    </statement>

                    <statement id="state4">
                        <label>H4:</label>
                        <p>Greater ICT infrastructure endowment is positively associated with security management investment.</p>
                    </statement>

                    <statement id="state5">
                        <label>H5:</label>
                        <p>Broader internet access is positively associated with security management investment.</p>
                    </statement>

                    <statement id="state6">
                        <label>H6:</label>
                        <p>Prior criminal victimization is positively associated with subsequent security management investment.</p>
                    </statement>

                    <statement id="state7">
                        <label>H7:</label>
                        <p>Greater ICT infrastructure endowment is positively associated with firm performance.</p>
                    </statement>

                    <statement id="state8">
                        <label>H8:</label>
                        <p>Greater security management investment is positively associated with firm performance.</p>
                    </statement>

                    <statement id="state9">
                        <label>H9:</label>
                        <p>Broader internet access is positively associated with firm performance.</p>
                    </statement>
                </p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Summary of research hypotheses.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">H</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Relationship</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Direction</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Theory</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICT Infra &#x2192; E-commerce Sales</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV/TOE</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access &#x2192; E-commerce</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV/TOE</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Digital Human Capital &#x2192; E-commerce</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICT Infra &#x2192; Security Management</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV/RAT</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access &#x2192; Security Management</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV/RAT</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Criminal Victimization &#x2192; Security Management</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RAT</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICT Infra &#x2192; Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Security Management &#x2192; Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV/Security Econ.</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access &#x2192; Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">+</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">RBV</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>RBV&#x00a0;=&#x00a0;Resource-Based View; TOE&#x00a0;=&#x00a0;Technology&#x2013;Organization&#x2013;Environment; RAT&#x00a0;=&#x00a0;Routine Activity Theory.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec10">
                <title>2.4 Contextual rationale: Peru as an emerging market setting</title>
                <p>Peru exhibits significant heterogeneity in firm-level ICT endowment and security exposure, maximizing variance in key constructs. According to 
                    <xref ref-type="bibr" rid="ref20">INEI (2024)</xref>, 44.9% of surveyed firms report internet access, while only 21.2% engage in any form of digital commerce, suggesting that infrastructure endowment does not automatically translate into e-commerce adoption. 15.3% of firms report having been victims of at least one criminal act in 2023. This combination of digital heterogeneity and security vulnerability makes Peru&#x2019;s firm-level data uniquely valuable for investigating the co-evolution of digitalization and security management as drivers of business performance &#x2014; a gap identified by 
                    <xref ref-type="bibr" rid="ref23">Katz and Callorda (2019)</xref> and 
                    <xref ref-type="bibr" rid="ref11">Cirera and Maloney (2017)</xref> in the Latin American business development literature.</p>
            </sec>
        </sec>
        <sec id="sec11">
            <title>3. Methodology</title>
            <sec id="sec12">
                <title>3.1 Research design and data source</title>
                <p>This study employs a cross-sectional, quantitative research design grounded in secondary microdata from Peru&#x2019;s Annual Economic Survey 2024 (Encuesta Econ&#x00f3;mica Anual, EEA 2024), conducted by the Instituto Nacional de Estad&#x00ed;stica e Inform&#x00e1;tica (INEI). The EEA 2024 is a nationally representative establishment-level survey covering the 2023 fiscal year. Microdata access was obtained through INEI&#x2019;s Microdata Catalogue (
                    <ext-link ext-link-type="uri" xlink:href="https://proyectos.inei.gob.pe/microdatos/">https://proyectos.inei.gob.pe/microdatos/</ext-link>). This study uses three thematic modules: (i) Chapter 01 &#x2014; firm identification; (ii) ICT Module &#x2014; digital infrastructure, internet access, human capital, and e-commerce; and (iii) Security Module &#x2014; crime victimization, security measures adopted, and security expenditure. The inner join of the ICT and Security modules yielded a matched sample of 10,327 firms, of which 9,966 constitute the analytical sample after listwise deletion (missing rate&#x00a0;&lt;&#x00a0;0.5%).</p>
            </sec>
            <sec id="sec13">
                <title>3.2 Sample characteristics</title>
                <p>The analytical sample comprises 9,966 firms distributed across 14 economic sectors (
                    <xref ref-type="table" rid="T2">
Table 2</xref>). Commerce and Manufacturing (SME) are the largest sectors, representing 29.8% and 22.8% of the sample, respectively, with approximately 42% of observations concentrated in Metropolitan Lima.</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Sectoral distribution of the analytical sample (N&#x00a0;=&#x00a0;9,966).</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">N</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Cum. %</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Commerce</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,973</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">29.83</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">29.83</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Manufacturing (SME)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,268</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">22.76</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">52.59</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Services</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,090</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20.97</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">73.56</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Transport &amp; Communications</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">798</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">8.01</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">81.57</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Construction</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">676</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6.78</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">88.35</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Private Education</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">242</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.43</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">90.78</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hydrocarbons</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">199</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.00</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">92.78</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Artisanal Fishing</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">165</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.66</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">94.44</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Manufacturing (large)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">154</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.55</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">95.99</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Universities</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">108</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.08</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">97.07</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Electricity &amp; Energy</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">95</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.95</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">98.02</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Industrial Fishing</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">87</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.87</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">98.89</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Restaurants</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">57</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.57</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">99.46</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Aquaculture</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">54</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.54</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">100.00</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">9,966</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">100</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Source: EEA 2024, INEI. Metropolitan Lima &#x2248; 42% of sample.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec14">
                <title>3.3 Operationalization of variables</title>
                <p>All constructs are derived from validated survey items in the EEA 2024. Multi-item constructs were scored as the mean proportion of affirmative responses (0&#x2013;1). 
                    <xref ref-type="table" rid="T3">
Table 3</xref> provides the full operationalization.</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>
Table 3. </label>
                    <caption>
                        <title>Operationalization of constructs.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Code</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Construct</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Type</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Items (source)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">&#x03b1;/Note</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICT Infrastructure</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Composite (0&#x2013;1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT01_1_1 to PT01_1_9: computer, laptop, tablet, smartphone, server, LAN, Wi-Fi, intranet, ERP/CRM (k&#x00a0;=&#x00a0;9)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x03b1;&#x00a0;=&#x00a0;0.716</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Binary (0/1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT05_1_1: firm has internet connection</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Single item</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Digital Human Capital</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Continuous (0&#x2013;1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT02_1_1: share of workers using a computer (&#x00f7;100)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Single item</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">E-commerce Sales</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Composite (0&#x2013;1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT07A_1_1 to PT07A_1_7: online sales channels used (k&#x00a0;=&#x00a0;7)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Formative</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">E-commerce Procurement</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Composite (0&#x2013;1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PT07B_1_1 to PT07B_1_7: online procurement channels (k&#x00a0;=&#x00a0;7)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Formative</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Criminal Victimization</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Binary (0/1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PS01_1_1 to PS01_1_7: victim of &#x2265;1 crime type &#x2192; dichotomized</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Dichotomized</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Security Management</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Composite (0&#x2013;1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">PS03_1_1 to PS03_1_9: security measures adopted (CCTV, alarms, guards, cybersecurity; k&#x00a0;=&#x00a0;9)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x03b1;&#x00a0;=&#x00a0;0.813</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Binary (0/1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">CodFormato: 1&#x00a0;=&#x00a0;Large/Medium (F2); 0&#x00a0;=&#x00a0;Micro (M or N)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Dependent</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">C9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Economic Group</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Binary (0/1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">CODPERTENECEGRUPOE: 1&#x00a0;=&#x00a0;belongs to a business group</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Control</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>C1 and C7 are reflective composites; &#x03b1;&#x00a0;&gt;&#x00a0;0.70 (
                            <xref ref-type="bibr" rid="ref28">Nunnally, 1978</xref>). C4 and C5 are formative composites (
                            <xref ref-type="bibr" rid="ref13">Diamantopoulos &amp; Winklhofer, 2001</xref>).</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec15">
                <title>3.4 Analytical strategy: Structural equation modeling</title>
                <p>

                    <bold>

                        <italic toggle="yes">3.4.1 Justification of the SEM approach</italic>
</bold>
                </p>
                <p>Structural Equation Modeling (SEM) is appropriate because: (1) the model involves multiple simultaneous equations with endogenous mediators; (2) the hypotheses include both direct and indirect (mediated) effects; and (3) SEM explicitly accounts for measurement error (
                    <xref ref-type="bibr" rid="ref15">Hair et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref24">Kline, 2016</xref>; 
                    <xref ref-type="bibr" rid="ref9">Byrne, 2016</xref>). Given the non-normal distribution of several indicators &#x2014; e-commerce adoption (Skewness&#x00a0;=&#x00a0;3.70; Excess Kurtosis&#x00a0;=&#x00a0;14.27) &#x2014; we employ Full Information Maximum Likelihood (FIML) estimation with robust standard errors (Satorra&#x2013;Bentler correction). Model estimation used semopy v2.3 in Python (
                    <xref ref-type="bibr" rid="ref26">Meshcheryakov &amp; Igolkina, 2021</xref>).</p>
                <p>

                    <bold>

                        <italic toggle="yes">3.4.2 Model specification</italic>
</bold>
                </p>
                <p>The structural model comprises three recursive blocks:
                    <disp-formula id="e1">

                        <mml:math display="block">
                            <mml:mtext mathvariant="italic">Block</mml:mtext>
                            <mml:mspace width="0.25em"/>
                            <mml:mn>1</mml:mn>
                            <mml:mo>&#x2212;</mml:mo>
                            <mml:mi mathvariant="italic">ICT</mml:mi>
                            <mml:mspace width="0.25em"/>
                            <mml:mtext mathvariant="italic">Enablement of Digital Commerce</mml:mtext>
                        </mml:math>
</disp-formula>

                    <disp-formula id="e2">

                        <mml:math display="block">
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:msub>
                                <mml:mn>4</mml:mn>
                                <mml:mi mathvariant="normal">E</mml:mi>
                            </mml:msub>
                            <mml:mi>CO</mml:mi>
                            <mml:msub>
                                <mml:mi mathvariant="normal">M</mml:mi>
                                <mml:mi mathvariant="normal">V</mml:mi>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>11</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>1</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>12</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>2</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>13</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>3</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b6;</mml:mi>
                                <mml:mn>1</mml:mn>
                            </mml:msup>
                        </mml:math>
</disp-formula>

                    <disp-formula id="e3">

                        <mml:math display="block">
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:msub>
                                <mml:mn>5</mml:mn>
                                <mml:mi mathvariant="normal">E</mml:mi>
                            </mml:msub>
                            <mml:mi>CO</mml:mi>
                            <mml:msub>
                                <mml:mi mathvariant="normal">M</mml:mi>
                                <mml:mi mathvariant="normal">C</mml:mi>
                            </mml:msub>
                            <mml:mo>=</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>21</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>1</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>22</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>2</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>23</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>3</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b6;</mml:mi>
                                <mml:mn>2</mml:mn>
                            </mml:msup>
                        </mml:math>
</disp-formula>

                    <disp-formula id="e4">

                        <mml:math display="block">
                            <mml:mtext mathvariant="italic">Block</mml:mtext>
                            <mml:mspace width="0.25em"/>
                            <mml:mn>2</mml:mn>
                            <mml:mo>&#x2212;</mml:mo>
                            <mml:mtext mathvariant="italic">Security Management Antecedents</mml:mtext>
                        </mml:math>
</disp-formula>

                    <disp-formula id="e5">

                        <mml:math display="block">
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:msub>
                                <mml:mn>7</mml:mn>
                                <mml:mi mathvariant="normal">S</mml:mi>
                            </mml:msub>
                            <mml:mi>EG</mml:mi>
                            <mml:mo>=</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>31</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>1</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>32</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>2</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>33</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>4</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>34</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>6</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b6;</mml:mi>
                                <mml:mn>3</mml:mn>
                            </mml:msup>
                        </mml:math>
</disp-formula>

                    <disp-formula id="e6">

                        <mml:math display="block">
                            <mml:mtext mathvariant="italic">Block</mml:mtext>
                            <mml:mspace width="0.25em"/>
                            <mml:mn>3</mml:mn>
                            <mml:mo>&#x2212;</mml:mo>
                            <mml:mtext mathvariant="italic">Firm Performance</mml:mtext>
                        </mml:math>
</disp-formula>

                    <disp-formula id="e7">

                        <mml:math display="block">
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>8</mml:mn>
                            <mml:mo>=</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>41</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>1</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>42</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>2</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>43</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>3</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>44</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>4</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>45</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>7</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b2;</mml:mi>
                                <mml:mn>46</mml:mn>
                            </mml:msup>
                            <mml:mi mathvariant="normal">C</mml:mi>
                            <mml:mn>9</mml:mn>
                            <mml:mo>+</mml:mo>
                            <mml:msup>
                                <mml:mi mathvariant="normal">&#x03b6;</mml:mi>
                                <mml:mn>4</mml:mn>
                            </mml:msup>
                        </mml:math>
</disp-formula>
                </p>
                <p>

                    <bold>

                        <italic toggle="yes">3.4.3 Model evaluation criteria</italic>
</bold>
                </p>
                <p>We evaluated model fit using multiple indices following standard SEM guidelines (
                    <xref ref-type="table" rid="T4">
Table 4</xref>). These include comparative fit indices (CFI, TLI), absolute fit indices (RMSEA, SRMR), and relative chi-square (&#x03c7;
                    <sup>2</sup>/df
).</p>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>
Table 4. </label>
                    <caption>
                        <title>Model fit index thresholds.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Index</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Acceptable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Excellent</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">CFI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265; 0.90</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265; 0.95</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">TLI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265; 0.90</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265; 0.95</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">RMSEA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 0.08</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 0.06</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">SRMR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 0.08</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 0.05</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x03c7;
                                    <sup>2</sup>/df</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 5.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 3.0</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">AIC/BIC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lower&#x00a0;=&#x00a0;better</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Notes: Thresholds follow standard SEM guidelines (
                            <xref ref-type="bibr" rid="ref15">Hair et al., 2019</xref>; 
                            <xref ref-type="bibr" rid="ref19">Hu &amp; Bentler, 1999</xref>). Internal consistency of reflective constructs assessed via Cronbach&#x2019;s &#x03b1;, with &#x03b1;&#x00a0;&gt;&#x00a0;0.70 indicating acceptable reliability (
                            <xref ref-type="bibr" rid="ref28">Nunnally, 1978</xref>).</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>

                    <bold>

                        <italic toggle="yes">3.4.4 Mediation analysis</italic>
</bold>
                </p>
                <p>Indirect effects were computed as the product of path coefficients (
                    <inline-formula>

                        <mml:math display="inline">
                            <mml:msub>
                                <mml:mi>&#x03b2;</mml:mi>
                                <mml:mi>a</mml:mi>
                            </mml:msub>
                            <mml:mo>&#x00d7;</mml:mo>
                            <mml:msub>
                                <mml:mi>&#x03b2;</mml:mi>
                                <mml:mi>b</mml:mi>
                            </mml:msub>
                        </mml:math>
</inline-formula>), following 
                    <xref ref-type="bibr" rid="ref5">Baron and Kenny (1986)</xref> and 
                    <xref ref-type="bibr" rid="ref32">Sobel (1982)</xref>. Bootstrap confidence intervals (5,000 replications) were also computed to provide bias-corrected significance tests for indirect effects.</p>
            </sec>
            <sec id="sec16">
                <title>3.5 Common method bias assessment</title>
                <p>Harman&#x2019;s single-factor test: the first unrotated factor explained 18.7% of total variance (well below the 50% threshold), providing no evidence of pervasive common method variance (
                    <xref ref-type="bibr" rid="ref29">Podsakoff et al., 2003</xref>). The architectural separation of ICT and Security modules &#x2014; administered as separate questionnaire chapters &#x2014; further reduces same-source bias. The dependent variable (C8) is an administrative categorical variable, not a self-reported perceptual measure, providing a procedural remedy for CMV.</p>
            </sec>
            <sec id="sec17">
                <title>3.6 Multicollinearity diagnostics</title>
                <p>All variance inflation factors (VIF) are below 2.0, substantially below the threshold of 10 (
                    <xref ref-type="bibr" rid="ref15">Hair et al., 2019</xref>), indicating that multicollinearity does not constitute a threat. Detailed VIF diagnostics for each construct are presented in 
                    <xref ref-type="table" rid="T5">
Table 5</xref>.</p>
                <table-wrap id="T5" orientation="portrait" position="float">
                    <label>
Table 5. </label>
                    <caption>
                        <title>Variance inflation factors (VIF).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Construct</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">VIF</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Diagnosis</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C1 &#x2014; ICT Infrastructure</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.653</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C2 &#x2014; Internet Access</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.411</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C3 &#x2014; Digital Human Capital</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.029</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C4 &#x2014; E-commerce Sales</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C5 &#x2014; E-commerce Procurement</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.167</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C6 &#x2014; Criminal Victimization</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C7 &#x2014; Security Management</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.350</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C8 &#x2014; Firm Performance</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.420</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C9 &#x2014; Economic Group</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">1.042</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; No concern</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
        </sec>
        <sec id="sec18" sec-type="results">
            <title>4. Results</title>
            <sec id="sec19">
                <title>4.1 Descriptive statistics and bivariate correlations</title>
                <p>

                    <xref ref-type="table" rid="T6">
Table 6</xref> reports the descriptive statistics for all constructs (N&#x00a0;=&#x00a0;9,966). ICT Infrastructure (C1) shows a mean of 0.578 (SD&#x00a0;=&#x00a0;0.206). Internet access (C2) is present in 44.9% of firms. E-commerce adoption remains nascent: means of 0.021 for both C4 and C5 indicate fewer than 8% of firms engage in any form of digital commerce. Criminal victimization (C6) affects 15.3% of firms; Security Management (C7) averages 0.257 (SD&#x00a0;=&#x00a0;0.258), with the IQR (0.000&#x2013;0.444) suggesting a bimodal distribution. Large and medium-sized firms (C8) represent 63.3% of the sample.</p>
                <table-wrap id="T6" orientation="portrait" position="float">
                    <label>
Table 6. </label>
                    <caption>
                        <title>Descriptive statistics (N&#x00a0;=&#x00a0;9,966).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Construct</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Code</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Mean</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">SD</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Min</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">P25</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Median</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">P75</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">ICT Infrastructure</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.578</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.206</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.111</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.444</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.556</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.778</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.449</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.497</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Digital Human Capital</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.618</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.361</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.280</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.700</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">E-commerce Sales</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.075</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.750</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">E-commerce Procurement</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.081</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Criminal Victimization</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.153</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.360</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Security Management</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.257</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.258</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.222</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.444</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.633</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.482</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Economic Group</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.080</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.271</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>C1, C4, C5, C7&#x00a0;=&#x00a0;mean proportion score (0&#x2013;1). C2, C6, C8, C9&#x00a0;=&#x00a0;binary (0/1). C3&#x00a0;=&#x00a0;share of workers using ICT (0&#x2013;1). Source: EEA 2024, INEI.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>
                    <xref ref-type="table" rid="T7">
Table 7</xref> presents the Pearson correlation matrix. ICT Infrastructure (C1) exhibits the strongest bivariate associations with Security Management (r&#x00a0;=&#x00a0;0.441, p&#x00a0;&lt;&#x00a0;0.001) and Firm Performance (r&#x00a0;=&#x00a0;0.482, p&#x00a0;&lt;&#x00a0;0.001). The complete correlation structure is visualized in 
                    <xref ref-type="fig" rid="f1">
Figure 1</xref>.</p>
                <table-wrap id="T7" orientation="portrait" position="float">
                    <label>
Table 7. </label>
                    <caption>
                        <title>Pearson Correlation Matrix (N&#x00a0;=&#x00a0;9,966).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top">(1) C1</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(2) C2</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(3) C3</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(4) C4</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(5) C5</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(6) C6</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(7) C7</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">(8) C8</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
(9) C9</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">(1) ICT Infra</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"/>
                                <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">(2) Internet</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.488
                                    <xref ref-type="table-fn" rid="tfn1">***</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"/>
                                <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">(3) Digital HC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.140
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.119
                                    <xref ref-type="table-fn" rid="tfn1">***</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"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">(4) Ecom Sales</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.148
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.202
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.068
                                    <xref ref-type="table-fn" rid="tfn1">***</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"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">(5) Ecom Proc.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.105
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.106
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.069
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.369
                                    <xref ref-type="table-fn" rid="tfn1">***</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">(6) Victimizat.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.050
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.042
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.016</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.075
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.067
                                    <xref ref-type="table-fn" rid="tfn1">***</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"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">(7) Security</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.441
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.343
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.059
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.104
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.079
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.086
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </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">(8) Firm Perf.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.482
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.362
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.043
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.079
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.026
                                    <xref ref-type="table-fn" rid="tfn2">**</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.031
                                    <xref ref-type="table-fn" rid="tfn3">*</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.393
                                    <xref ref-type="table-fn" rid="tfn1">***</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">(9) Econ. Group</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.150
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.137
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.039
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.039
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.033
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.150
                                    <xref ref-type="table-fn" rid="tfn1">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.154
                                    <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>
                        <fn-group content-type="footnotes">
                            <fn id="tfn1">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.001;</p>
                            </fn>
                            <fn id="tfn2">
                                <label>**</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.01;</p>
                            </fn>
                            <fn id="tfn3">
                                <label>*</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.05. Lower triangular matrix.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>Pearson correlation matrix for all nine constructs (N&#x00a0;=&#x00a0;9,966).</title>
                        <p>*** p&#x00a0;&lt;&#x00a0;0.001, ** p&#x00a0;&lt;&#x00a0;0.01, * p&#x00a0;&lt;&#x00a0;0.05.</p>
                        <p>Source: EEA 2024, INEI.</p>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/198527/9ed66695-9ba3-4472-a8e9-b44d8be8af58_figure1.gif"/>
                </fig>
            </sec>
            <sec id="sec20">
                <title>4.2 Structural model results</title>
                <p>
                    <xref ref-type="table" rid="T8">
Table 8</xref> presents the standardized path coefficients, standard errors, t-statistics, and p-values for all structural paths.</p>
                <table-wrap id="T8" orientation="portrait" position="float">
                    <label>
Table 8. </label>
                    <caption>
                        <title>Structural path coefficients (Standardized).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Block/H</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Path</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">&#x03b2;</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">SE</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">t</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">p</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Sig.</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">R
                                    <sup>2</sup>
                                </th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td colspan="1" rowspan="1"/>
                                <td align="left" colspan="1" rowspan="1" valign="top">Block 1: ICT&#x00a0;&#x2192;&#x00a0;E-commerce
</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"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C1 ICT&#x00a0;&#x2192;&#x00a0;C4 E-com. Sales</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.060</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.011</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.333</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C2 Internet &#x2192; C4 E-com. Sales</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.168</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.011</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">14.970</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.046</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C3 Digital HC&#x00a0;&#x2192;&#x00a0;C4 E-com. Sales</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.040</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4.013</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C1 ICT&#x00a0;&#x2192;&#x00a0;C5 E-com. Procurement</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.064</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.011</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.597</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C2 Internet &#x2192; C5 E-com. Procurement</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.068</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.011</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.994</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.018</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C3 Digital HC&#x00a0;&#x2192;&#x00a0;C5 E-com. Procurement</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.052</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.197</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1"/>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Block 2: ICT&#x00a0;+&#x00a0;Victimization &#x2192; Security</bold>
</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"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C1 ICT&#x00a0;&#x2192;&#x00a0;C7 Security Mgmt.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.356</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">35.101</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C2 Internet &#x2192; C7 Security Mgmt.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.164</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15.989</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.220</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C4 E-com. &#x2192; C7 Security</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.014</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.543</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.123</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">n.s.</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C6 Victimization &#x2192; C7 Security Mgmt.</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.060</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6.748</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1"/>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <bold>Block 3: Digitalization&#x00a0;+&#x00a0;Security &#x2192; Performance</bold>
</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"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C1 ICT&#x00a0;&#x2192;&#x00a0;C8 Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.327</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">31.659</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C2 Internet &#x2192; C8 Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.134</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">13.526</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C3 Digital HC&#x00a0;&#x2192;&#x00a0;C8 Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.032</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;3.754</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.290</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C4 E-com. &#x2192; C8 Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;0.017</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2212;1.948</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.051</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">n.s.</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">H8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C7 Security &#x2192; C8 Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.197</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.010</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20.560</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">C9 Economic Group &#x2192; C8 Firm Performance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.059</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.009</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6.849</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">***</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>&#x03b2;&#x00a0;=&#x00a0;standardized coefficient; SE&#x00a0;=&#x00a0;standard error; n.s. = not significant at &#x03b1;&#x00a0;=&#x00a0;0.05. R
                            <sup>2</sup> reported per endogenous variable. Source: EEA 2024 (INEI); estimated with semopy v2.3.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec21">
                <title>4.3 Model fit</title>
                <p>To assess the adequacy of the structural model, we evaluated fit indices following standard SEM guidelines (
                    <xref ref-type="table" rid="T9">
Table 9</xref>). Model fit indices confirm an excellent fit between the theoretical model and the empirical data. CFI (0.988) and TLI (0.976) both exceed the 0.95 threshold. RMSEA (0.028) is well below 0.06. These fit statistics, along with the full path diagram (
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>), demonstrate that the theoretical model adequately represents empirical relationships. The &#x03c7;
                    <sup>2</sup>/df ratio above 3.0 is expected with N&#x00a0;&gt;&#x00a0;9,000 given the &#x03c7;
                    <sup>2</sup> statistic&#x2019;s sensitivity to large samples (
                    <xref ref-type="bibr" rid="ref24">Kline, 2016</xref>).</p>
                <table-wrap id="T9" orientation="portrait" position="float">
                    <label>
Table 9. </label>
                    <caption>
                        <title>Model fit indices.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Index</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Value</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Reference Threshold</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Diagnosis</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">CFI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.988</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265; 0.95</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; Excellent</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">TLI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.976</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265; 0.90</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; Excellent</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">RMSEA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.028</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 0.06</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; Excellent</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">SRMR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.041</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 0.08</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; Excellent</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">GFI</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.986</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2265; 0.95</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; Excellent</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x03c7;
                                    <sup>2</sup>/df</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4.12</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2264; 5.0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2713; Acceptable</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">AIC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">84,231</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lower&#x00a0;=&#x00a0;better</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">BIC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">84,419</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lower&#x00a0;=&#x00a0;better</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Source: semopy v2.3 estimation on EEA 2024 microdata.</p>
                    </table-wrap-foot>
                </table-wrap>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Full path diagram of the three-block recursive SEM model.</title>
                        <p>CFI&#x00a0;=&#x00a0;0.988, TLI&#x00a0;=&#x00a0;0.976, RMSEA&#x00a0;=&#x00a0;0.028, GFI&#x00a0;=&#x00a0;0.986. Solid lines&#x00a0;=&#x00a0;significant paths (p&#x00a0;&lt;&#x00a0;0.001). Source: EEA 2024, INEI.</p>
                        <p>Source: semopy v2.3 estimation on EEA 2024 microdata.</p>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/198527/9ed66695-9ba3-4472-a8e9-b44d8be8af58_figure2.gif"/>
                </fig>
            </sec>
            <sec id="sec22">
                <title>4.4 Hypothesis testing</title>
                <p>All nine hypotheses were supported (
                    <xref ref-type="table" rid="T10">
Table 10</xref>). ICT Infrastructure emerged as the dominant predictor across all equations, with the largest direct effect on Firm Performance (&#x03b2;&#x00a0;=&#x00a0;0.327, p&#x00a0;&lt;&#x00a0;0.001). Security Management mediated significant indirect effects from both ICT Infrastructure and Internet Access.</p>
                <table-wrap id="T10" orientation="portrait" position="float">
                    <label>
Table 10. </label>
                    <caption>
                        <title>Summary of hypothesis testing.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">H</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Relationship</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">&#x03b2; (std.)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Result</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICT Infrastructure &#x2192; E-commerce Sales</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.060
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access &#x2192; E-commerce Sales</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.168
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Digital Human Capital &#x2192; E-commerce Sales</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.040
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H4</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICT Infrastructure &#x2192; Security Management</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.356
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported (strong)</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access &#x2192; Security Management</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.164
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H6</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Criminal Victimization &#x2192; Security Management</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.060
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H7</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICT Infrastructure &#x2192; Firm Performance</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.327
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported (strong)</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Security Management &#x2192; Firm Performance</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.197
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported (strong)</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">H9</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Internet Access &#x2192; Firm Performance</td>
                                <td align="char" char="." colspan="1" rowspan="1" valign="top">0.134
                                    <xref ref-type="table-fn" rid="tfn4">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Supported</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn-group content-type="footnotes">
                            <fn id="tfn4">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.001. All nine hypotheses supported.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec23">
                <title>4.5 Effect sizes and explanatory power</title>
                <p>Cohen&#x2019;s f
                    <sup>2</sup> values confirm the economic significance of the structural relationships. Block 2 (Security Management): R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.220, f
                    <sup>2</sup>&#x00a0;=&#x00a0;0.282 &#x2014; medium-to-large effect. Block 3 (Firm Performance): R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.290, f
                    <sup>2</sup>&#x00a0;=&#x00a0;0.408 &#x2014; large effect. Block 1 (E-commerce Sales: R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.046, f
                    <sup>2</sup>&#x00a0;=&#x00a0;0.048; Procurement: R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.018, f
                    <sup>2</sup>&#x00a0;=&#x00a0;0.018) &#x2014; small effects, consistent with Peru&#x2019;s early-stage adoption environment. ICT Infrastructure produces the largest standardized coefficient in both the Security Management equation (&#x03b2;&#x00a0;=&#x00a0;0.356) and the Firm Performance equation (&#x03b2;&#x00a0;=&#x00a0;0.327).</p>
            </sec>
            <sec id="sec24">
                <title>4.6 Mediation analysis: Indirect effects</title>
                <p>
                    <xref ref-type="table" rid="T11">
Table 11</xref> presents the decomposition of total effects into direct and indirect components.</p>
                <table-wrap id="T11" orientation="portrait" position="float">
                    <label>
Table 11. </label>
                    <caption>
                        <title>Direct, indirect, and total effects on firm performance (C8).</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Predictor</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Direct Effect (&#x03b2;)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Indirect via C7 (&#x03b2;)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Total Effect (&#x03b2;)</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C1 ICT Infrastructure</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.327
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.356&#x00a0;&#x00d7;&#x00a0;0.197&#x00a0;=&#x00a0;0.070
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.397
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C2 Internet Access</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.134
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.164&#x00a0;&#x00d7;&#x00a0;0.197&#x00a0;=&#x00a0;0.032
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.166
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">C6 Criminal Victimization</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&#x2014;</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.060&#x00a0;&#x00d7;&#x00a0;0.197&#x00a0;=&#x00a0;0.012
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.012
                                    <xref ref-type="table-fn" rid="tfn5">***</xref>
                                </td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn-group content-type="footnotes">
                            <fn id="tfn5">
                                <label>***</label>
                                <p>p&#x00a0;&lt;&#x00a0;0.001. Indirect path from C1 (&#x03b2;&#x00a0;=&#x00a0;0.070)&#x00a0;=&#x00a0;17.6% of total effect (&#x03b2;&#x00a0;=&#x00a0;0.397). Criminal victimization operates exclusively through the security management channel.</p>
                            </fn>
                        </fn-group>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec25">
                <title>4.7 Sector-level analysis</title>
                <p>
                    <xref ref-type="table" rid="T12">
Table 12</xref> presents construct means by economic sector. Universities (ICT Infra&#x00a0;=&#x00a0;0.738; Internet&#x00a0;=&#x00a0;0.926; Security&#x00a0;=&#x00a0;0.422) and Electricity &amp; Energy (ICT Infra&#x00a0;=&#x00a0;0.689; Security&#x00a0;=&#x00a0;0.359) exhibit the highest levels of digitalization and security investment. Transport &amp; Communications (Victimization&#x00a0;=&#x00a0;0.184) and Commerce (Victimization&#x00a0;=&#x00a0;0.182) report the highest victimization rates &#x2014; positions these sectors as prime contexts for the security-performance mediation effect. Sector-level heterogeneity is illustrated in 
                    <xref ref-type="fig" rid="f3">
Figure 3</xref>.</p>
                <table-wrap id="T12" orientation="portrait" position="float">
                    <label>
Table 12. </label>
                    <caption>
                        <title>Construct means by economic sector.</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">N</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">ICT Infra</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Internet</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">E-com Sales</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Security</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Firm Size</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Victimization</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Universities</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">108</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.738</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.926</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.074</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.422</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.991</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.222</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Restaurants</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">57</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.727</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.667</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.366</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.193</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Electricity &amp; Energy</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">95</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.689</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.568</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.359</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.000</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.168</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Hydrocarbons</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">199</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.674</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.704</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.013</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.321</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.573</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.101</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Manufacturing (large)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">154</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.651</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.675</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.093</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.282</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.455</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.117</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Industrial Fishing</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">87</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.645</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.851</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.078</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.208</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.529</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.126</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Transport</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">798</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.625</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.555</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.021</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.300</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.709</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.184</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Services</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,090</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.586</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.500</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.018</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.269</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.583</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.157</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Private Education</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">242</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.576</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.500</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.025</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.272</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.665</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.161</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Manufacturing (SME)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,268</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.565</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.458</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.015</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.233</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.536</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.110</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Construction</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">676</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.554</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.395</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.003</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.219</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.657</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.154</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Commerce</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,973</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.552</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.333</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.028</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.247</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.696</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.182</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Artisanal Fishing</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">165</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.605</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.291</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.005</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.284</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.739</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.048</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Aquaculture</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">54</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.484</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.222</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.005</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.214</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.389</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.111</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Values are construct means (0&#x2013;1 scale). Source: EEA 2024, INEI.</p>
                    </table-wrap-foot>
                </table-wrap>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>Construct means by economic sector (N&#x00a0;=&#x00a0;9,966). Sectors sorted by ICT infrastructure mean.</title>
                        <p>Source: EEA 2024, INEI.</p>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/198527/9ed66695-9ba3-4472-a8e9-b44d8be8af58_figure3.gif"/>
                </fig>
            </sec>
            <sec id="sec26">
                <title>4.8 Unexpected finding: Negative effect of digital human capital on performance</title>
                <p>Digital Human Capital (C3) exhibits a small but statistically significant negative direct coefficient on Firm Performance (&#x03b2;&#x00a0;=&#x00a0;&#x2212;0.032, p&#x00a0;&lt;&#x00a0;0.001). This likely reflects a compositional artifact: micro-enterprises frequently report high PC-utilization rates because their small, homogeneous workforces are predominantly engaged in computer-based tasks, whereas large and medium enterprises have more heterogeneous workforces with substantial portions in non-digital roles (logistics, production, field operations), yielding comparatively lower average PC utilization ratios. The indirect effect of C3 through e-commerce is positive (&#x03b2;&#x00a0;=&#x00a0;+0.040&#x00a0;&#x00d7;&#x00a0;0.197&#x00a0;=&#x00a0;+0.008), partially offsetting the negative direct path.</p>
            </sec>
        </sec>
        <sec id="sec27" sec-type="discussion">
            <title>5. Discussion</title>
            <sec id="sec28">
                <title>5.1 Overview and theoretical integration: The digital resilience framework</title>
                <p>This study provides robust evidence for a three-block theoretical architecture where ICT infrastructure, security management, and firm performance co-evolve (R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.220 for Security; R
                    <sup>2</sup>&#x00a0;=&#x00a0;0.290 for Performance). The theoretical novelty lies in the strategic synthesis of the Resource-Based View and Routine Activity Theory within the digital ecosystem of an emerging economy. By integrating these perspectives, we propose that in volatile environments like Peru&#x2019;s, firm performance is not merely a product of technological endowment, but a result of &#x201c;Digital Resilience&#x201d; &#x2014; a dynamic capability where security acts as a strategic mediator that ensures the continuity and integrity of digital rent-seeking activities.</p>
            </sec>
            <sec id="sec29">
                <title>5.2 Implications for emerging markets: The resilience gap</title>
                <p>Our findings challenge the technological determinism prevalent in studies from developed economies. In Peru, where institutional frameworks for cybersecurity and physical protection are still maturing, the firm becomes its own primary &#x201c;guardian.&#x201d; The significant mediating role of Security Management suggests that in environments characterized by institutional voids, security is a survival-critical capability. Unlike firms in Global North contexts that rely on robust external legal protections, Peruvian firms must internalize security as a core dynamic capability to prevent &#x201c;value leakage&#x201d; from their ICT investments. This &#x201c;Digital Resilience&#x201d; becomes a source of competitive advantage that is harder to imitate than mere hardware acquisition.</p>
            </sec>
            <sec id="sec30">
                <title>5.3 Block analysis and boundary conditions</title>
                <p>ICT Infrastructure is the dominant predictor across all equations (&#x03b2;&#x00a0;=&#x00a0;0.356 in Security; &#x03b2;&#x00a0;=&#x00a0;0.327 in Performance). E-commerce adoption faces a structural ceiling in Peru due to the low penetration of 7.8%. The non-significant path from E-commerce to Security (&#x03b2;&#x00a0;=&#x00a0;0.014, p&#x00a0;=&#x00a0;0.123) suggests a &#x201c;security paradox&#x201d;: firms are adopting digital channels faster than they are implementing the protective measures required to sustain them &#x2014; a common vulnerability in rapidly digitizing emerging markets.</p>
            </sec>
        </sec>
        <sec id="sec31" sec-type="conclusion">
            <title>6. Conclusion</title>
            <p>This study investigated how ICT resources and security management interact to determine performance in 9,966 Peruvian firms (EEA 2024). ICT infrastructure is the keystone resource, acting as a platform that cascades its effects across security adoption and organizational scale.</p>
            <sec id="sec32">
                <title>6.1 Theoretical contributions</title>
                <p>This research extends RAT to the organizational level, demonstrating that the &#x201c;capable guardian&#x201d; mechanism is mediated by technological endowment. It also contributes to the RBV by empirically validating security management as a strategic resource &#x2014; accounting for 17.6% of the total effect of ICT on performance. This reframes security from a &#x201c;cost center&#x201d; to a &#x201c;value protector&#x201d; in management literature.</p>
            </sec>
            <sec id="sec33">
                <title>6.2 Managerial implications</title>
                <p>

                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Security as a Profit Center: Managers must shift their perception of security from an operational expense to a strategic capability. Security management is the &#x201c;translator&#x201d; that allows ICT investments to yield actual profitability by ensuring business continuity.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Holistic Digital Human Capital: Connectivity alone is insufficient. Successful mediation depends on integrating human capital capable of managing risks. Firms should prioritize &#x201c;digital hygiene&#x201d; training to complement technical infrastructure.</p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec34">
                <title>6.3 Policy implications</title>
                <p>

                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Beyond Connectivity: Public policies in developing nations often focus solely on access. &#x201c;Unprotected access&#x201d; is inefficient. Governments should incentivize cybersecurity certification frameworks (e.g., ISO 27001) for SMEs to secure the national digital economy.</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Targeted Infrastructure: Sectors like Commerce and Construction lag in connectivity (below 40%). Broadband expansion should be prioritized over general equipment subsidies to trigger the performance cascades identified in this model.</p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec35">
                <title>6.4 Limitations and future research</title>
                <p>While the sample size provides exceptional statistical power, the cross-sectional nature of EEA 2024 limits causal claims. Future research should exploit the longitudinal structure of the survey (2001&#x2013;2024) to estimate dynamic panel models with lagged predictors. Furthermore, future studies should incorporate objective cybersecurity log data to triangulate self-reported security measures and extend the analysis to other Latin American EEA-equivalent surveys (DANE Colombia, INEGI Mexico) to assess regional generalizability.</p>
            </sec>
        </sec>
    </body>
    <back>
        <sec id="sec38" sec-type="data-availability">
            <title>Data availability</title>
            <p>The analytical dataset underlying this study is publicly available in Zenodo:</p>
            <p>Dataset DOI: 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.19430763">https://doi.org/10.5281/zenodo.19430763</ext-link>
            </p>
            <p>Citation: 
                <xref ref-type="bibr" rid="ref30">Restrepo Morales, et. al., (2024)</xref> 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.19430763">https://doi.org/10.5281/zenodo.19430763</ext-link>
            </p>
            <p>

                <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">License: CC-BY 4.0</ext-link>.</p>
            <p>Contents: The dataset comprises 9,966 observations across 34 variables spanning nine constructs: ICT Infrastructure (C1), Internet Access (C2), Digital Human Capital (C3), E-commerce Sales (C4), E-commerce Procurement (C5), Criminal Victimization (C6), Security Management (C7), Firm Performance (C8), and Economic Group Membership (C9). Complete codebook and SEM estimation code (Python/semopy) are included in the repository.</p>
            <p>Access: Openly accessible, no login required.</p>
            <p>Data Source: Instituto Nacional de Estad&#x00ed;stica e Inform&#x00e1;tica (INEI), Peru&#x2019;s Annual Economic Survey (Encuesta Econ&#x00f3;mica Anual) 2024.</p>
        </sec>
        <ref-list>
            <title>References</title>
            <ref id="ref1">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Anderson</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Moore</surname>
                            <given-names>T</given-names>
                        </name>
</person-group>:
                    <article-title>The economics of information security.</article-title>
                    <source>

                        <italic toggle="yes">Science.</italic>
</source>
                    <year>2006</year>;<volume>314</volume>(<issue>5799</issue>):<fpage>610</fpage>&#x2013;<lpage>613</lpage>.
                    <pub-id pub-id-type="doi">10.1126/science.1130992</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref2">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Aral</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Weill</surname>
                            <given-names>P</given-names>
                        </name>
</person-group>:
                    <article-title>IT assets, organizational capabilities, and firm performance: How resource allocations and organizational differences explain performance variation.</article-title>
                    <source>

                        <italic toggle="yes">Organization Science.</italic>
</source>
                    <year>2007</year>;<volume>18</volume>(<issue>5</issue>):<fpage>763</fpage>&#x2013;<lpage>780</lpage>.
                    <pub-id pub-id-type="doi">10.1287/orsc.1070.0306</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref3">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Barbu</surname>
                            <given-names>CM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Florea</surname>
                            <given-names>DL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Dabija</surname>
                            <given-names>D-C</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Customer experience in fintech.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Theoretical and Applied Electronic Commerce Research.</italic>
</source>
                    <year>2021</year>;<volume>16</volume>(<issue>5</issue>):<fpage>1415</fpage>&#x2013;<lpage>1433</lpage>.
                    <pub-id pub-id-type="doi">10.3390/jtaer16050080</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref4">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Barney</surname>
                            <given-names>JB</given-names>
                        </name>
</person-group>:
                    <article-title>Firm resources and sustained competitive advantage.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Management.</italic>
</source>
                    <year>1991</year>;<volume>17</volume>(<issue>1</issue>):<fpage>99</fpage>&#x2013;<lpage>120</lpage>.
                    <pub-id pub-id-type="doi">10.1177/014920639101700108</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref5">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Baron</surname>
                            <given-names>RM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kenny</surname>
                            <given-names>DA</given-names>
                        </name>
</person-group>:
                    <article-title>The moderator&#x2013;mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Personality and Social Psychology.</italic>
</source>
                    <year>1986</year>;<volume>51</volume>(<issue>6</issue>):<fpage>1173</fpage>&#x2013;<lpage>1182</lpage>.
                    <pub-id pub-id-type="pmid">3806354</pub-id>
                    <pub-id pub-id-type="doi">10.1037/0022-3514.51.6.1173</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref6">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bharadwaj</surname>
                            <given-names>AS</given-names>
                        </name>
</person-group>:
                    <article-title>A resource-based perspective on information technology capability and firm performance: An empirical investigation.</article-title>
                    <source>

                        <italic toggle="yes">MIS Quarterly.</italic>
</source>
                    <year>2000</year>;<volume>24</volume>(<issue>1</issue>):<fpage>169</fpage>&#x2013;<lpage>196</lpage>.
                    <pub-id pub-id-type="doi">10.2307/3250983</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref7">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Boba Santos</surname>
                            <given-names>R</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Crime analysis with crime mapping.</italic>
</source>
                    <publisher-name>SAGE Publications</publisher-name>;
                    <edition>3rd ed</edition>
                    <year>2013</year>.</mixed-citation>
            </ref>
            <ref id="ref8">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>B&#x00f6;hme</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Christin</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Edelman</surname>
                            <given-names>B</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Bitcoin: Economics, technology, and governance.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Economic Perspectives.</italic>
</source>
                    <year>2015</year>;<volume>29</volume>(<issue>2</issue>):<fpage>213</fpage>&#x2013;<lpage>238</lpage>.
                    <pub-id pub-id-type="doi">10.1257/jep.29.2.213</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref9">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Byrne</surname>
                            <given-names>BM</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Structural equation modeling with AMOS: Basic concepts, applications, and programming.</italic>
</source>
                    <publisher-name>Routledge</publisher-name>;
                    <edition>3rd ed</edition>,<year>2016</year>.
                    <pub-id pub-id-type="doi">10.4324/9781315757421</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref10">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Cavusoglu</surname>
                            <given-names>H</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mishra</surname>
                            <given-names>B</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Raghunathan</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>The effect of internet security breach announcements on market value: Capital market reactions for breached firms and internet security developers.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Electronic Commerce.</italic>
</source>
                    <year>2004</year>;<volume>9</volume>(<issue>1</issue>):<fpage>70</fpage>&#x2013;<lpage>104</lpage>.
                    <pub-id pub-id-type="doi">10.1080/10864415.2004.11044320</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref11">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Cirera</surname>
                            <given-names>X</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Maloney</surname>
                            <given-names>WF</given-names>
                        </name>
</person-group>:
                    <article-title>The innovation paradox: Developing country capabilities and the unrealized promise of technological catch-up.</article-title>
                    <source>

                        <italic toggle="yes">World Bank Publications.</italic>
</source>
                    <year>2017</year>.
                    <pub-id pub-id-type="doi">10.1596/978-1-4648-1160-0</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref12">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Cohen</surname>
                            <given-names>LE</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Felson</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>Social change and crime rate trends: A routine activity approach.</article-title>
                    <source>

                        <italic toggle="yes">American Sociological Review.</italic>
</source>
                    <year>1979</year>;<volume>44</volume>(<issue>4</issue>):<fpage>588</fpage>&#x2013;<lpage>608</lpage>.
                    <pub-id pub-id-type="doi">10.2307/2094589</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref13">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Diamantopoulos</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Winklhofer</surname>
                            <given-names>HM</given-names>
                        </name>
</person-group>:
                    <article-title>Index construction with formative indicators: An alternative to scale development.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Marketing Research.</italic>
</source>
                    <year>2001</year>;<volume>38</volume>(<issue>2</issue>):<fpage>269</fpage>&#x2013;<lpage>277</lpage>.
                    <pub-id pub-id-type="doi">10.1509/jmkr.38.2.269.18845</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref14">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gordon</surname>
                            <given-names>LA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Loeb</surname>
                            <given-names>MP</given-names>
                        </name>
</person-group>:
                    <article-title>The economics of information security investment.</article-title>
                    <source>

                        <italic toggle="yes">ACM Transactions on Information and System Security.</italic>
</source>
                    <year>2002</year>;<volume>5</volume>(<issue>4</issue>):<fpage>438</fpage>&#x2013;<lpage>457</lpage>.
                    <pub-id pub-id-type="doi">10.1145/581271.581274</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref15">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hair</surname>
                            <given-names>JF</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Risher</surname>
                            <given-names>JJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sarstedt</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>When to use and how to report the results of PLS-SEM.</article-title>
                    <source>

                        <italic toggle="yes">European Business Review.</italic>
</source>
                    <year>2019</year>;<volume>31</volume>(<issue>1</issue>):<fpage>2</fpage>&#x2013;<lpage>24</lpage>.
                    <pub-id pub-id-type="doi">10.1108/EBR-11-2018-0203</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref16">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hajli</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sims</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Featherman</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Credibility of information in online communities.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Strategic Marketing.</italic>
</source>
                    <year>2015</year>;<volume>23</volume>(<issue>3</issue>):<fpage>238</fpage>&#x2013;<lpage>253</lpage>.
                    <pub-id pub-id-type="doi">10.1080/0965254X.2014.920904</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref17">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Heredia P&#x00e9;rez</surname>
                            <given-names>JA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lazo Lazo</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Vergara</surname>
                            <given-names>M</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>E-commerce of Peruvian SMEs: Determinants of internet sales before and during COVID-19.</article-title>
                    <source>

                        <italic toggle="yes">Heliyon.</italic>
</source>
                    <year>2022</year>;<volume>10</volume>(<issue>22</issue>):<fpage>e40168</fpage>.
                    <pub-id pub-id-type="pmid">39654777</pub-id>
                    <pub-id pub-id-type="doi">10.1016/j.heliyon.2024.e40331</pub-id>
                    <pub-id pub-id-type="pmcid">PMC11626776</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref18">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Holt</surname>
                            <given-names>TJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bossler</surname>
                            <given-names>AM</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Cybercrime in progress: Theory and prevention of technology-enabled offenses.</italic>
</source>
                    <publisher-name>Routledge</publisher-name>;<year>2016</year>.
                    <pub-id pub-id-type="doi">10.4324/9781315775944</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref19">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hu</surname>
                            <given-names>L</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bentler</surname>
                            <given-names>PM</given-names>
                        </name>
</person-group>:
                    <article-title>Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives.</article-title>
                    <source>

                        <italic toggle="yes">Structural Equation Modeling.</italic>
</source>
                    <year>1999</year>;<volume>6</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>55</lpage>.
                    <pub-id pub-id-type="doi">10.1080/10705519909540118</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref20">
                <mixed-citation publication-type="book">
                    <collab>INEI</collab>:
                    <source>

                        <italic toggle="yes">Encuesta Econ&#x00f3;mica Anual 2024 &#x2014; Especificaci&#x00f3;n t&#x00e9;cnica y diccionario de variables.</italic>
</source>
                    <publisher-name>Instituto Nacional de Estad&#x00ed;stica e Inform&#x00e1;tica</publisher-name>;<year>2024</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://censos.inei.gob.pe/economicas/">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref22">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kankanhalli</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Teo</surname>
                            <given-names>HH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Tan</surname>
                            <given-names>BCY</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>An integrative study of information systems security effectiveness.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Information Management.</italic>
</source>
                    <year>2003</year>;<volume>23</volume>(<issue>2</issue>):<fpage>139</fpage>&#x2013;<lpage>154</lpage>.
                    <pub-id pub-id-type="doi">10.1016/S0268-4012(02)00105-6</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref23">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Katz</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Callorda</surname>
                            <given-names>F</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The economic contribution of broadband, digitization and ICT regulation.</italic>
</source>
                    <publisher-name>International Telecommunication Union (ITU)</publisher-name>;<year>2019</year>.</mixed-citation>
            </ref>
            <ref id="ref24">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kline</surname>
                            <given-names>RB</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Principles and practice of structural equation modeling.</italic>
</source>
                    <publisher-name>Guilford Press</publisher-name>;
                    <edition>4th ed</edition>
                    <year>2016</year>.</mixed-citation>
            </ref>
            <ref id="ref25">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Melville</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kraemer</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Gurbaxani</surname>
                            <given-names>V</given-names>
                        </name>
</person-group>:
                    <article-title>Review: Information technology and organizational performance: An integrative model of IT business value.</article-title>
                    <source>

                        <italic toggle="yes">MIS Quarterly.</italic>
</source>
                    <year>2004</year>;<volume>28</volume>(<issue>2</issue>):<fpage>283</fpage>&#x2013;<lpage>322</lpage>.
                    <pub-id pub-id-type="doi">10.2307/25148636</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref26">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Meshcheryakov</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Igolkina</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>semopy: A Python package for structural equation models.</article-title>
                    <source>

                        <italic toggle="yes">Structural Equation Modeling: A Multidisciplinary Journal.</italic>
</source>
                    <year>2021</year>;<volume>28</volume>(<issue>4</issue>):<fpage>638</fpage>&#x2013;<lpage>646</lpage>.
                    <pub-id pub-id-type="doi">10.1080/10705511.2021.1972514</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref27">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Mithas</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ramasubbu</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sambamurthy</surname>
                            <given-names>V</given-names>
                        </name>
</person-group>:
                    <article-title>How information management capability influences firm performance.</article-title>
                    <source>

                        <italic toggle="yes">MIS Quarterly.</italic>
</source>
                    <year>2011</year>;<volume>35</volume>(<issue>1</issue>):<fpage>237</fpage>&#x2013;<lpage>256</lpage>.
                    <pub-id pub-id-type="doi">10.2307/23043496</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref28">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Nunnally</surname>
                            <given-names>JC</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Psychometric theory.</italic>
</source>
                    <publisher-name>McGraw-Hill</publisher-name>;
                    <edition>2nd ed</edition>
                    <year>1978</year>.
                    <isbn>9780070450608</isbn>.</mixed-citation>
            </ref>
            <ref id="ref29">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Podsakoff</surname>
                            <given-names>PM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>MacKenzie</surname>
                            <given-names>SB</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lee</surname>
                            <given-names>JY</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Common method biases in behavioral research: A critical review of the literature and recommended remedies.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Applied Psychology.</italic>
</source>
                    <year>2003</year>;<volume>88</volume>(<issue>5</issue>):<fpage>879</fpage>&#x2013;<lpage>903</lpage>.
                    <pub-id pub-id-type="pmid">14516251</pub-id>
                    <pub-id pub-id-type="doi">10.1037/0021-9010.88.5.879</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref30">
                <mixed-citation publication-type="data">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Restrepo Morales</surname>
                            <given-names>JA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Rodr&#x00ed;guez Flores</surname>
                            <given-names>EA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Su&#x00e1;rez Pizzarello</surname>
                            <given-names>MA</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <data-title>Peru Annual Economic Survey 2024 (EEA 2024) - ICT and Security Modules.</data-title>[Dataset].
                    <source>

                        <italic toggle="yes">Zenodo.</italic>
</source>
                    <year>2024</year>.
                    <pub-id pub-id-type="doi">10.5281/zenodo.19430763</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref32">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Sobel</surname>
                            <given-names>ME</given-names>
                        </name>
</person-group>:
                    <article-title>Asymptotic confidence intervals for indirect effects in structural equation models.</article-title>
                    <source>

                        <italic toggle="yes">Sociological Methodology.</italic>
</source>
                    <year>1982</year>;<volume>13</volume>:<fpage>290</fpage>&#x2013;<lpage>312</lpage>.
                    <pub-id pub-id-type="doi">10.2307/270723</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref33">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Teece</surname>
                            <given-names>DJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Pisano</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Shuen</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>Dynamic capabilities and strategic management.</article-title>
                    <source>

                        <italic toggle="yes">Strategic Management Journal.</italic>
</source>
                    <year>1997</year>;<volume>18</volume>(<issue>7</issue>):<fpage>509</fpage>&#x2013;<lpage>533</lpage>.
                    <pub-id pub-id-type="doi">10.1002/smj.4250180703</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref34">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Tornatzky</surname>
                            <given-names>LG</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Fleischer</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The processes of technological innovation.</italic>
</source>
                    <publisher-name>Lexington Books</publisher-name>;<year>1990</year>.</mixed-citation>
            </ref>
            <ref id="ref35">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Wernerfelt</surname>
                            <given-names>B</given-names>
                        </name>
</person-group>:
                    <article-title>A resource-based view of the firm.</article-title>
                    <source>

                        <italic toggle="yes">Strategic Management Journal.</italic>
</source>
                    <year>1984</year>;<volume>5</volume>(<issue>2</issue>):<fpage>171</fpage>&#x2013;<lpage>180</lpage>.
                    <pub-id pub-id-type="doi">10.1002/smj.4250050207</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref36">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Zhu</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kraemer</surname>
                            <given-names>KL</given-names>
                        </name>
</person-group>:
                    <article-title>Post-adoption variations in usage and value of e-business by organizations: Cross-country evidence from the retail industry.</article-title>
                    <source>

                        <italic toggle="yes">Information Systems Research.</italic>
</source>
                    <year>2005</year>;<volume>16</volume>(<issue>1</issue>):<fpage>61</fpage>&#x2013;<lpage>84</lpage>.
                    <pub-id pub-id-type="doi">10.1287/isre.1050.0045</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref37">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Zhu</surname>
                            <given-names>K</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Kraemer</surname>
                            <given-names>KL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Xu</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>The process of innovation assimilation by firms in different countries: A technology diffusion perspective on e-business.</article-title>
                    <source>

                        <italic toggle="yes">Management Science.</italic>
</source>
                    <year>2006</year>;<volume>52</volume>(<issue>10</issue>):<fpage>1557</fpage>&#x2013;<lpage>1576</lpage>.
                    <pub-id pub-id-type="doi">10.1287/mnsc.1050.0487</pub-id>
                </mixed-citation>
            </ref>
        </ref-list>
    </back>
    <sub-article article-type="reviewer-report" id="report487064">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.198527.r487064</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Dalal</surname>
                        <given-names>Aryendra</given-names>
                    </name>
                    <xref ref-type="aff" rid="r487064a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0009-0008-8014-6507</uri>
                </contrib>
                <aff id="r487064a1">
                    <label>1</label>Middle Georgia State University, Macon, Georgia, USA</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>4</day>
                <month>6</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Dalal A</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="relatedArticleReport487064" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.179961.1"/>
            <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>This paper examines how security management mediates the relationship between ICT infrastructure and firm performance using a nationally representative sample of nearly 10,000 Peruvian firms. The authors combine the Resource-Based View with Routine Activity Theory in a three-block structural equation model, finding that security management accounts for roughly 18% of ICT's total performance effect &#x2014; what they label "Digital Resilience." The central argument is timely and the empirical execution is largely rigorous.</p>
            <p> 
                <bold>Presentation and Literature</bold>
            </p>
            <p> 
                <italic>Partly.</italic> The manuscript is clearly written and the theoretical framework is well-grounded in established literature. The integration of RBV and RAT is conceptually coherent and reasonably well-justified. However, the literature review would benefit from more engagement with recent empirical work on cybersecurity investment and SME performance specifically in Latin American contexts &#x2014; the Katz and Callorda (2019) ITU report carries considerable weight in the argument but is not a peer-reviewed study. A few more recent empirical references (2021&#x2013;2025) from comparable emerging market settings would strengthen the positioning.</p>
            <p> 
                <bold>Study Design and Technical Soundness</bold>
            </p>
            <p> 
                <italic>Yes.</italic> The cross-sectional SEM design is appropriate for the research questions. The three-block recursive structure is sensibly specified, and the decision to use FIML with Satorra&#x2013;Bentler correction is defensible given the non-normal distribution of e-commerce adoption indicators. Harman's single-factor test and VIF diagnostics are reported, which is good practice. One concern worth flagging: the operationalization of firm performance as a binary micro vs. medium/large distinction is a fairly coarse proxy. The authors acknowledge this implicitly but do not discuss whether alternative performance operationalizations &#x2014; revenue growth, profitability, employment &#x2014; were considered or available in the EEA dataset. This matters because the size categorization conflates performance with structural firm characteristics.</p>
            <p> 
                <bold>Replicability</bold>
            </p>
            <p> 
                <italic>Yes.</italic> The authors have deposited the analytical dataset and Python/semopy estimation code on Zenodo under a CC-BY 4.0 license, which is commendable and meets open-science standards. Variable operationalization is thoroughly documented in Table 3. The model specification equations are explicitly presented, making replication feasible.</p>
            <p> 
                <bold>Statistical Analysis</bold>
            </p>
            <p> 
                <italic>Partly.</italic> The SEM estimation and mediation analysis via bootstrapped confidence intervals (5,000 replications) are appropriate and well-reported. Model fit is excellent across all indices. That said, two points deserve attention. First, the authors report the &#x03c7;&#x00b2;/df ratio of 4.12 as "acceptable" and correctly note that &#x03c7;&#x00b2; is sensitive to large samples, but they do not report the absolute &#x03c7;&#x00b2; value or its degrees of freedom &#x2014; these should be included in Table 9 for completeness. Second, the negative direct coefficient for digital human capital on firm performance (&#x03b2; = &#x2212;0.032) is interpreted as a compositional artifact, which is plausible, but the explanation relies entirely on post-hoc reasoning. A formal sensitivity analysis excluding micro-enterprises, or a moderated path testing the human capital&#x2013;performance relationship across size strata, would make this interpretation considerably more convincing rather than leaving it as an acknowledged anomaly.</p>
            <p> 
                <bold>Data Availability</bold>
            </p>
            <p> 
                <italic>Yes.</italic> Source data are publicly available via Zenodo (DOI: 10.5281/zenodo.19430763) with a complete codebook. No concerns here.</p>
            <p> 
                <bold>Conclusions</bold>
            </p>
            <p> 
                <italic>Partly.</italic> The core finding &#x2014; that security management is a strategic mediator rather than a cost center &#x2014; is well-supported by the structural results, and the "Digital Resilience" framing is a useful conceptual contribution. However, the causal language in the Discussion and Conclusion sections occasionally runs ahead of what a cross-sectional design can support. Phrases such as "security acts as a strategic mediator that ensures the continuity and integrity of digital rent-seeking activities" imply a dynamic, directional process that the data cannot confirm. The authors do acknowledge the cross-sectional limitation in Section 6.4, but this caveat should be stated more prominently in the conclusions themselves rather than tucked into the limitations paragraph.</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>Yes</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Cybersecurity</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
    </sub-article>
</article>
