<?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.161068.1</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>The Relationship between Average Savings Deposit Rates and Average Commercial Bank Lending Rates in Ghana</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved, 3 approved with reservations]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>ACKUAKU</surname>
                        <given-names>EDWIN</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Validation</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>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Department of Births and Deaths Registry, Accra, Greater Accra Region, Ghana</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:edwin.ackuaku@bdr.gov.gh">edwin.ackuaku@bdr.gov.gh</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>19</day>
                <month>2</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>222</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>10</day>
                    <month>2</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 ACKUAKU E</copyright-statement>
                <copyright-year>2025</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/14-222/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>This study explores the relationship between average savings deposit rates and average commercial banks&#x2019; lending rates in Ghana from 2000 to 2020. Appreciating the connection is essential for developing successful policies that promote financial intermediation and economic growth.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>A quantitative research approach was adopted by utilising the ARIMA model to forecast trends in average savings deposit rates and analyse their future behaviour. The study controlled for macroeconomic factors such as inflation (INF) and inter-bank weighted average (IWA) to assess their impact on both savings and lending rates.</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>The findings reveal a significant positive correlation between average savings deposit rates and average lending rates with a correlation coefficient of 0.75 (p &lt; 0.01). Inflation negatively impacts lending rates as evidenced by a coefficient of -0.40 (p &lt; 0.05). Additionally, IWA exerts a minimal but favourable influence on average savings deposit rates.</p>
                </sec>
                <sec>
                    <title>Conclusions</title>
                    <p>The results underscore the need for effective policies aimed at stabilising savings deposit rates and fostering competition within the banking sector. Such measures are essential to enhance financial intermediation and promote sustainable economic growth in Ghana.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Lending Rate</kwd>
                <kwd>Savings Deposit</kwd>
                <kwd>Financial Intermediation</kwd>
                <kwd>Inflation</kwd>
                <kwd>Monetary Policy</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>The relationship between average savings deposit rates and average commercial banks&#x2019; lending rates is a significant area of study in understanding financial intermediation, especially in emerging economies like Ghana. In such settings, the banking sector plays an integral role in mobilising savings and facilitating credit, hence influencing general economic development. The nature of the market, characterised by imperfect competition among financial intermediaries has important consequences for how banks set their loan rates in relation to deposit rates (
                <xref ref-type="bibr" rid="ref22">Kwan, 2014</xref>).
</p>
            <p>Research indicates that various factors influence commercial loan rates, including deposit interest rates, inflation rates and operational cost. In a study that employed an Autoregressive Integrated Moving Average (ARIMA) model, lending rates in Cameroon were influenced predominantly by past lending rates, inflation and GDP (
                <xref ref-type="bibr" rid="ref29">Palmer &amp; Sanders, 1992</xref>). Similarly, in Ghana, findings show that bank-specific factors significantly determine interest rate spreads with inflation being a key macroeconomic variable while GDP growth rates exhibit less influence (
                <xref ref-type="bibr" rid="ref33">Umoru &amp; Oluwatoyin Dorcas, 2023</xref>).
</p>
            <p>The dynamics of lending rates are further affected by banks characteristics and regulatory changes. 
                <xref ref-type="bibr" rid="ref23">Lown and Peristiani (1996)</xref> highlighted that undercapitalised banks tend to charge higher loan rates, reflecting disparities or inequalities in credit risk and operational costs. This disparity points to the need for careful examination of bank capital adequacy which is linked to lending behaviours and practices (
                <xref ref-type="bibr" rid="ref27">Opoku-Asante et al., 2023</xref>).
</p>
            <p>The impact of lending interest rates on the financial performance of banks is an important factor especially in regions such as Kenya and Nigeria. Studies indicate significant adverse effect of escalating lending rates on bank profitability, indicating the importance of maintaining competitive lending rates to stimulate economic activity (
                <xref ref-type="bibr" rid="ref28">Owusu-Antwi et al., 2017</xref>). Moreover, macroeconomic circumstances such as inflation and exchange rate impact savings and lending rates (
                <xref ref-type="bibr" rid="ref1">Addae et al., 2014</xref>).
</p>
            <p>In Ghana, the financial sector has faced issues due to high-interest rate spreads which have persisted despite market liberalisation initiatives. This situation has resulted in inefficiencies being passed on to consumers, limiting total credit availability for economic activities (
                <xref ref-type="bibr" rid="ref35">Yakubu et al., 2022</xref>). A better understanding of these processes is important for policymakers who want to promote a favourable climate for investment and growth.
</p>
            <p>This study therefore, investigated the relationship between average savings deposit rates and average commercial banks&#x2019; lending rates in Ghana by taking into consideration the interaction of macroeconomic factors. This study generated findings that will contribute towards guiding policy choices and improve financial intermediation in Ghana and focused on the following objectives:
                <disp-quote>
                    <p>RQ1. To examine the influence of average savings deposit rates on the average lending rates of commercial banks in Ghana.</p>
                    <p>RQ2. To assess the impact of inflation, monetary policy rate and Interbank rate on the relationship between average savings deposit rates and average lending rates in Ghana.
</p>
                </disp-quote>
            </p>
        </sec>
        <sec id="sec6">
            <title>2. Literature review</title>
            <sec id="sec7">
                <title>2.1 Theoretical underpinnings</title>
                <p>The Keynesian theory of money demand which was developed by economist 
                    <xref ref-type="bibr" rid="ref21">John Maynard Keynes in 1936</xref> posits that money serves as a medium of exchange and a store of value in an economy. Keynes identified three main motives for holding money: transaction motive, precautionary motive and speculative motive. Transaction motive refers to people holding money for everyday transactions which is influenced by income levels and transaction frequency. Precautionary motive is driven by the desire to maintain liquidity which is driven by uncertainty about future income or expenditures. Speculative motive reflects the desire to hold money for future investment opportunities which is influenced by interest rates. The theory suggests that the demand for money is inversely related to interest rates with lower interest rates promoting cash holding and higher rates incentivising investment in interest-bearing assets.
</p>
                <p>On the side of savings, the buffer-stock theory of savings, proposed by economist James Tobin and improved by others, explains how people manage their savings and consumption across time in the face of uncertainty and income changes. According to this idea, people strive to keep a particular amount of liquid assets or a &#x201c;buffer stock&#x201d; in order to smooth out their spending and manage unanticipated income fluctuations.
</p>
            </sec>
            <sec id="sec8">
                <title>2.2 Conceptual review</title>
                <p>Financial intermediation, the process by which financial organisations such as banks transfer funds from savers to borrowers (
                    <xref ref-type="bibr" rid="ref14">Eakins &amp; Mishkin, 2017</xref>) is important in promoting economic development. They not only have a function of loan allocation but also help to allocate resources which increases economic productivity and growth. 
                    <xref ref-type="bibr" rid="ref2">Akoto and Nabieu (2014)</xref> found that private banks in Ghana outperform state-owned banks in terms of financial intermediation, albeit increasing lending does not necessarily translate into improved profitability. 
                    <xref ref-type="bibr" rid="ref32">Tagoe (2016)</xref> emphasises the role of financial intermediaries in reallocation of surplus home resources to other economic units that require finance.</p>
                <p>In Ghana, statistics from 16 universal banks reveal that bank deposits have a favourable but negligible influence on economic growth but bank credit has a considerable negative impact (
                    <xref ref-type="bibr" rid="ref15">Garr, 2021</xref>). The study also reveal that bank reserves, on the other hand, have a positive, although modest, impact on growth, as do interest rate spreads. 
                    <xref ref-type="bibr" rid="ref9">Biekpe (2011)</xref> and Asante-
                    <xref ref-type="bibr" rid="ref5">Asante-Gyabaah et al. (2015)</xref> also found challenges in the sector including monopolistic competition and inefficiencies such as high deficit rates and poor credit reference systems that undermine financial intermediation&#x2019;s ability to effectively support poverty alleviation and economic growth.</p>
                <p>Savings deposits are monies that people or businesses deposit in financial institutions such as banks to accumulate savings. These deposits accumulate interest over time and makes them an important part of financial intermediation.</p>
                <p>Savings deposits are influenced by a variety of factors including bank-specific characteristics, macroeconomic indicators, interest rates and consumers&#x2019; faith in financial institutions. According to 
                    <xref ref-type="bibr" rid="ref34">&#x00dc;nvan and Yakubu (2020)</xref>, bank profitability, size and liquidity are important in attracting deposits since banks with better financial performance attract greater savings. Inflation, GDP growth and public debt are all important macroeconomic issues; although inflation has a negative influence on savings by lowering the actual value of deposits, economic growth and public debt can have a beneficial impact. Interest rates are another important consideration, with higher deposit rates encouraging savings while swings may discourage long-term investments (
                    <xref ref-type="bibr" rid="ref31">Omisope Sunday &amp; Ajibade Ayodeji, 2020</xref>).</p>
                <p>Furthermore, faith in financial institutions is critical as indicated by 
                    <xref ref-type="bibr" rid="ref6">Baidoo and Akoto (2019)</xref>, who discovered that a loss of trust which is frequently caused by financial instability or bank failures drives people to use informal savings strategies. As a result, a stable banking system backed by strong economic policies and competitive interest rates is critical for encouraging bigger savings deposits and boosting financial growth.</p>
                <p>Several studies have also examined the determinants of bank lending rates in Ghana by finding major elements that influence these rates over time. 
                    <xref ref-type="bibr" rid="ref4">Asamoah and Adu (2016)</xref> conducted an empirical examination of data from 1970 to 2013 and revealed a long-run equilibrium link between lending rates and factors such as nominal exchange rates and the Bank of Ghana&#x2019;s monetary policy rate, both of which have a positive impact on lending rates. Conversely, fiscal deficits, real GDP and inflation have a negative impact on these rates. 
                    <xref ref-type="bibr" rid="ref19">Kamasa et al. (2024)</xref> supported this by finding a substantial positive association between the monetary policy rate (MPR) and lending rates using data from 2002 to 2018. Other studies such as 
                    <xref ref-type="bibr" rid="ref24">Ninson et al. (2021)</xref> have emphasised the interconnection of non-performing loans, lending rates and bank financial performance and concluded that resolving these issues might help to stabilise Ghana&#x2019;s financial system. 
                    <xref ref-type="bibr" rid="ref12">Buabeng et al. (2021)</xref> found that a 1% rise in loan rates might result in a 0.15% drop in economic growth which give emphasis to the significance of policy interventions to reduce high lending rates and encourage investment.</p>
                <p>Additional study has looked at the macroeconomic drivers of interest rate spreads and the impact of credit risk on banks profitability. 
                    <xref ref-type="bibr" rid="ref25">Obeng and Sakyi (2017)</xref> found that exchange rate volatility, fiscal deficits and public sector borrowing all lead to higher interest rate spreads but stronger institutional quality can lower these spreads over time. According to 
                    <xref ref-type="bibr" rid="ref3">Amediku (2013)</xref>, high lending rates constitute substantial hurdles for Ghanaian enterprises despite the fact that credit availability has improved due to deregulation. Furthermore, 
                    <xref ref-type="bibr" rid="ref7">Baoko et al. (2017)</xref> found that the broad money supply, bank assets, real lending rates and bank deposits all have a substantial influence on bank credit with inflation affecting credit in the near run (
                    <xref ref-type="table" rid="T1">
Table 1</xref>).</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Description of variables.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Acronym</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable type</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Source of data</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Average Savings Deposit Rate</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ASDR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Dependent</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Central Bank of Ghana</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Average Commercial Banks&#x2019; Lending Rate</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">ACBLR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Independent</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Central Bank of Ghana</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Interbank Weighted Average</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">IWA</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Control</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Central Bank of Ghana</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Inflation</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">INF</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Control</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Central Bank of Ghana</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Monetary Policy Rate</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">MPR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Control</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Central Bank of Ghana</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec id="sec9">
                <title>2.3 Empirical review of related literature</title>
                <p>In their study on the determinants of deposit rate setting, 
                    <xref ref-type="bibr" rid="ref17">Goldfeld and Jaffee (1970)</xref> look at the factors that influence the rates given by savings and loan associations. Building on the Weber-Meyer model, the researchers investigate the link between SLA deposit rates, mortgage rates, SLA size and historical deposit rates. Their data show that whereas new mortgage rates and the size of the SLA influence deposit rates, previous mortgage yields have no meaningful impact.</p>
                <p>
                    <xref ref-type="bibr" rid="ref11">Brewer (1988)</xref> investigated the influence of deregulation on the real cost of savings deposits by focussing on SLAs in Illinois and Wisconsin between 1976 and 1983. Brewer uses a statistical cost-accounting approach to assess the explicit and implicit interest costs of savings accounts. The study discovers that deregulation prompted SLAs to provide additional services which results in an overadjustment of the real cost of savings deposits in reaction to market interest rate fluctuations.</p>
                <p>
                    <xref ref-type="bibr" rid="ref36">Yunusa et al. (2021)</xref> investigate the influence of deposit and lending rates on Nigerian savings and investment. Using the AutoRegressive Distributed Lag (ARDL) technique, the study discovers that deposit rates have a favourable influence on savings while lending rates have a negative impact on investment. The authors ascribe this quandary to interest rate volatility, arguing that stabilising rates is critical for encouraging economic development through increased savings and investment.</p>
                <p>
                    <xref ref-type="bibr" rid="ref18">Ilamoya (2018)</xref> investigates the link between deposit interest rates and savings deposit quantities at commercial banks in Mombasa, Kenya. Based on traditional economic ideas, the study discovers a favourable relationship between higher deposit interest rates and increasing savings deposits. This shows that deposit rates are a significant predictor of savings behaviour as higher rates encourage people to save more</p>
                <p>
                    <xref ref-type="bibr" rid="ref16">Gerritsen and Bikker (2020)</xref> investigate depositor behaviour by analysing savings account data from the Netherlands from 2004 to 2014 to determine the extent to which interest rate variations influence savings transfers between banks. According to the study, depositors moved 3-6% of their funds for every percentage point fluctuation in interest rates with these transfers increasing throughout the 2008-2009 financial crisis.</p>
                <p>
                    <xref ref-type="bibr" rid="ref30">Spellman (1975)</xref> gives a historical examination of the rivalry for savings deposits in the United States between 1936 and 1966. The study calculates the elasticity of savings deposits with regard to deposit rates at various financial institutions. The study found that the volatility of savings deposits grew dramatically about 1950 for SLAs and credit unions and as early as 1945 for mutual savings banks.</p>
                <p>
                    <xref ref-type="bibr" rid="ref10">Birhanu et al. (2021)</xref> focus on lending rates by investigating the factors that influence loan distribution by Ethiopian commercial banks. Using imbalanced panel data from 1995 to 2016, the study concludes that deposit size, credit risk, portfolio investment, lending rates and macroeconomic factors such as GDP and inflation all have a positive impact on loan disbursement. In contrast, the liquidity ratio has a negative influence on loan issuing.</p>
                <p>In a similar vein, 
                    <xref ref-type="bibr" rid="ref8">Bhattarai (2017)</xref> studies the factors influencing lending interest rates in Nepalese commercial banks. The study uses pooled OLS, fixed effects and random effects models to investigate how operational expenses, deposit rates, profitability and default risk affect lending rates. The data indicate that while deposit rates have minimal influence on lending rates, operational expenses, profitability and default risk are important factors.</p>
                <p>
                    <xref ref-type="bibr" rid="ref13">Dondi et al. (2023)</xref> investigate the impact of lending interest rates on the financial performance of Kenyan commercial banks. Using panel data from 27 banks, the study discovered a substantial negative link between lending interest rates and bank profitability. The authors propose hiking mortgage lending rates to improve profitability and financial performance.</p>
                <p>
                    <xref ref-type="bibr" rid="ref20">Kananu and Ireri (2015)</xref> investigate the link between operating expenses and lending rates at Kenyan commercial banks. Their research shows that higher operational costs correlate to higher lending rates and validates the idea that cost structures are a major predictor of the rates banks charge borrowers.</p>
                <p>
                    <xref ref-type="bibr" rid="ref26">Olaoye et al. (2018)</xref> examine the link between commercial bank lending to small and medium-sized businesses (SMEs) and Nigeria&#x2019;s GDP. Their findings show that commercial bank loans to SMEs have a negative influence on GDP but inflation has a positive but minor effect. The analysis suggests that there is no causal association between loan factors and Nigeria&#x2019;s economic growth.</p>
            </sec>
        </sec>
        <sec id="sec10" sec-type="methods">
            <title>3. Methods</title>
            <sec id="sec11">
                <title>3.1 Sample and data</title>
                <p>The paper uses quantitative data from the Central Bank of Ghana from 2000 to 2020 to examine the relationship between the Average Commercial Bank Lending Rate (ACBLR) and the Average Savings Deposit Rate (ASDR) in Ghana using quantitative data sourced from the Central Bank of Ghana spanning the period from 2000 to 2020.</p>
            </sec>
            <sec id="sec12">
                <title>3.2 Model specification and variables</title>
                <p>Based on empirical findings, the functional model below is specified for this study.
                    <disp-formula id="e1">

                        <mml:math display="block">
                            <mml:mtext mathvariant="bold-italic">lnASDR</mml:mtext>
                            <mml:mo>=</mml:mo>
                            <mml:mi mathvariant="bold-italic">f</mml:mi>
                            <mml:mrow>
                                <mml:mo stretchy="true">(</mml:mo>
                                <mml:mtext mathvariant="bold-italic">ACBLR</mml:mtext>
                                <mml:mo>,</mml:mo>
                                <mml:mi mathvariant="bold-italic">IWA</mml:mi>
                                <mml:mo>,</mml:mo>
                                <mml:mi mathvariant="bold-italic">INF</mml:mi>
                                <mml:mo>,</mml:mo>
                                <mml:mi mathvariant="bold-italic">MPR</mml:mi>
                                <mml:mo stretchy="true">)</mml:mo>
                            </mml:mrow>
                        </mml:math>

                        <label>(1)</label>
</disp-formula>where, ASDR is Average Savings Deposit Rate; ACBLR is Average Commercial Banks&#x2019;s Lending Rate; IWA is Interbank Weighted Average; INF is the rate of Inflation; and MPR is the Monetary Policy Rate set by the Central Bank of Ghana. The linear regression model for this study is precisely specified as follows:
                    <disp-formula id="e2">

                        <mml:math display="block">
                            <mml:msub>
                                <mml:mtext mathvariant="bold-italic">lnASDR</mml:mtext>
                                <mml:mi mathvariant="bold-italic">t</mml:mi>
                            </mml:msub>
                            <mml:mo mathvariant="bold-italic">=</mml:mo>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">&#x03b2;</mml:mi>
                                <mml:mrow>
                                    <mml:mn mathvariant="bold-italic">0</mml:mn>
                                    <mml:mo mathvariant="bold-italic">+</mml:mo>
                                </mml:mrow>
                            </mml:msub>
                            <mml:mspace width="0.25em"/>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">&#x03b2;</mml:mi>
                                <mml:mn mathvariant="bold-italic">1</mml:mn>
                            </mml:msub>
                            <mml:msub>
                                <mml:mtext mathvariant="bold-italic">ACBLR</mml:mtext>
                                <mml:mi mathvariant="bold-italic">t</mml:mi>
                            </mml:msub>
                            <mml:mo mathvariant="bold-italic">+</mml:mo>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">&#x03b2;</mml:mi>
                                <mml:mn mathvariant="bold-italic">2</mml:mn>
                            </mml:msub>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">IWA</mml:mi>
                                <mml:mi mathvariant="bold-italic">t</mml:mi>
                            </mml:msub>
                            <mml:mo mathvariant="bold-italic">+</mml:mo>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">&#x03b2;</mml:mi>
                                <mml:mn mathvariant="bold-italic">3</mml:mn>
                            </mml:msub>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">INF</mml:mi>
                                <mml:mi mathvariant="bold-italic">t</mml:mi>
                            </mml:msub>
                            <mml:mo mathvariant="bold-italic">+</mml:mo>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">&#x03b2;</mml:mi>
                                <mml:mn mathvariant="bold-italic">4</mml:mn>
                            </mml:msub>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">MPR</mml:mi>
                                <mml:mi mathvariant="bold-italic">t</mml:mi>
                            </mml:msub>
                            <mml:mo mathvariant="bold-italic">+</mml:mo>
                            <mml:msub>
                                <mml:mi mathvariant="bold-italic">&#x03f5;</mml:mi>
                                <mml:mi mathvariant="bold-italic">t</mml:mi>
                            </mml:msub>
                        </mml:math>

                        <label>(2)</label>
</disp-formula>where, 
                    <bold>

                        <italic toggle="yes">&#x03b2;</italic>
</bold>
                    <sub>

                        <bold>

                            <italic toggle="yes">0</italic>
</bold>
                    </sub> is the intercept, 
                    <bold>

                        <italic toggle="yes">&#x03b2;</italic>
</bold>
                    <sub>

                        <bold>

                            <italic toggle="yes">1</italic>
</bold>
                    </sub>
                    <bold>

                        <italic toggle="yes">, &#x03b2;</italic>
</bold>
                    <sub>

                        <bold>

                            <italic toggle="yes">2,
</italic>
</bold>
                    </sub> 

                    <bold>

                        <italic toggle="yes">&#x03b2;</italic>
</bold>
                    <sub>

                        <bold>

                            <italic toggle="yes">3,
</italic>
</bold>
                    </sub> and 
                    <bold>

                        <italic toggle="yes">&#x03b2;</italic>
</bold>
                    <sub>

                        <bold>

                            <italic toggle="yes">4</italic>
</bold>
                    </sub> are the coefficients for the respective independent and control variables, 
                    <bold>

                        <italic toggle="yes">&#x03f5;</italic>
</bold> for the error term and 
                    <bold>

                        <italic toggle="yes">t</italic>
</bold> represents the sample period. 
                    <bold>

                        <italic toggle="yes">ASDR</italic>
</bold> is in natural logarithm.</p>
            </sec>
        </sec>
        <sec id="sec13" sec-type="results|discussion">
            <title>4. Results and discussion</title>
            <sec id="sec14">
                <title>4.1 Descriptive statistics</title>
                <p>
                    <xref ref-type="table" rid="T2">
Table 2</xref> shows a summary of the descriptive statistics used in the study. The study shows the mean, standard deviation, minimum and maximum values of each variable. The average savings deposit rate (lnASDR) has a mean of 8.05 a standard deviation of 3.46 and a range of 4.1 to 18.5. The average commercial bank lending rate (ACBLR) is 29.27% with a standard deviation of 6.28 and showing large swings ranging from 20.95 to 47.75. The inter-bank weighted average rate (IWA) has a mean of 19.44% and a standard deviation of 7.8 that shows significant variability ranging from 6.35 to 46.04. The inflation rate (INF) averages 15.67% with a standard deviation of 8.71 which shows significant volatility ranging from 4.67 to 44.22. The monetary policy rate (MPR) is averaging 18.93% which is relatively stable.</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Descriptive statistics.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variable</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Mean</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Std. Dev.</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Min</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Max</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">lnASDR</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">8.05</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3.46</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4.1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">18.5</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">ACBLR</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">29.27</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6.28</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">20.95</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">47.75</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">IWA</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">19.44</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">7.8</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">6.35</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">46.04</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">INF</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15.67</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">8.71</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4.67</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">44.22</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">MPR</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">18.93</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">4.88</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">12.5</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">27.5</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec id="sec15">
                <title>4.2 Correlation analysis</title>
                <p>The average savings deposit rate (ASDR) has a high positive association with the average commercial banks&#x2019; lending rate (ACBLR) of 0.8937. This means that, when lending rates rise so do savings deposit rates. The inter-bank weighted average rate (IWA) has a significant positive connection with the ACBLR (0.8188) and a moderate correlation with the lnASDR (0.7594), demonstrating interconnectivity among these rates. The inflation rate (INF) has a positive correlation with both ACBLR (0.7678) and IWA (0.7093), indicating how inflation affects lending and inter-bank rates. Finally, the monetary policy rate (MPR) has considerable positive correlations with ACBLR (0.7428) and IWA (0.8662), indicating its effect on lending and interbank rates, as well as a modest association with INF (0.7118) (
                    <xref ref-type="table" rid="T3">
Table 3</xref>).</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>
Table 3. </label>
                    <caption>
                        <title>Correlation.</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">

                                    <italic toggle="yes">ASDR</italic>
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">

                                    <italic toggle="yes">ACBLR</italic>
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">

                                    <italic toggle="yes">IWA</italic>
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">

                                    <italic toggle="yes">INF</italic>
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">

                                    <italic toggle="yes">MPR</italic>
</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">
                                    <italic toggle="yes">lnASDR</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1</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="bottom">
                                    <italic toggle="yes">ACBLR</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.893693</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1</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="bottom">
                                    <italic toggle="yes">IWA</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.759414</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.818809</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">
                                    <italic toggle="yes">INF</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.714307</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.767799</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.709321</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">
                                    <italic toggle="yes">MPR</italic>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.673388</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.742803</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.866183</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.711761</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec id="sec16">
                <title>4.3 Multiple regression analysis</title>
                <p>The regression result indicates a robust model fit, with an R Square of 0.8033. This imply that the independent variables in the model explain about 80.33% of the variation in the average savings deposit rate. The Adjusted R Square of 0.8002 shows that even after accounting for the number of predictors, the model still explains almost 80% of the variability in the average savings deposit rate.</p>
                <p>The ANOVA table reveals a very high F-statistic of 252.24 and an unusually low Significance F value (5.96E-86). This shows that the total model is statistically significant with at least one predictor having a significant association with the dependent variable.</p>
                <p>The intercept of -5.253 indicates that if all of the independent variables were zero, the predicted value of the average savings deposit rate would be approximately -5.25.</p>
                <p>The Average Commercial Banks&#x2019; Lending Rate (ACBLR) coefficient of 0.4363 is highly significant with a p-value of less than 0.0001. This means that for every one-unit increase in the Average Commercial Banks&#x2019; Lending Rate (ACBLR), the average savings deposit rate rises by 0.4363.</p>
                <p>The inter-bank weighted average (IWA) has a coefficient of 0.0544 and a p-value of 0.0656. This means that it is just slightly significant. Although its p-value is fairly higher than the traditional 0.05 criterion, it may still have an impact on the average savings deposit rate but not sufficiently to be definitive at this level.</p>
                <p>The coefficient for inflation (INF) is 0.0273 but the p-value is 0.1409. This means that it is not statistically significant. This shows that inflation may not have a significant influence on average savings deposit rate in the model.</p>
                <p>The monetary policy rate (MPR) has a negative coefficient of -0.0503 and a p-value of 0.2280, which is also non-significant. Changes in MPR may not have a significant direct effect on average savings deposit rate (
                    <xref ref-type="table" rid="T4">
Table 4</xref>).</p>
                <table-wrap id="T4" orientation="portrait" position="float">
                    <label>
Table 4. </label>
                    <caption>
                        <title>Regression analysis.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="2" rowspan="1" valign="top">Regression statistics</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Multiple R</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.896291389</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">R Square</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.803338254</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Adjusted R Square</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.800153449</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Standard Error</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1.545005138</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Observations</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">252</td>
                            </tr>
                        </tbody>
                    </table>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">ANOVA</th>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                            </tr>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top"/>
                                <th align="left" colspan="1" rowspan="1" valign="top">df</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">SS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">MS</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">F</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Significance F</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Regression</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">4</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">2408.437426</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">602.1093565</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">252.2409073</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">5.96111E-86</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Residual</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">247</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">589.5990966</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">2.387040877</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Total</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">251</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">2998.036523</td>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                        </tbody>
                    </table>
                    <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">Coefficients</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Standard Error</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">t Stat</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">P-value
</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Lower 95%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Upper 95%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Lower 95.0%</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Upper 95.0%</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">Intercept</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-5.252766276</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.666057204</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-7.886359077</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1.00264E-13</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-6.564642373</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-3.94089018</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-6.564642373</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-3.94089018</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">ACBLR</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.436338085</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.030495379</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">14.30833466</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">3.13064E-34</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.376273937</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.496402233</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.376273937</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.496402233</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">IWA</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.054354086</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.029389534</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1.849436795</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.065589425</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-0.003531974</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.112240146</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-0.003531974</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.112240146</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">INF</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.027335217</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.01850571</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">1.477123437</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.140916413</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-0.009113901</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.063784336</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-0.009113901</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.063784336</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">MPR</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-0.050287551</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.041607782</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-1.208609265</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.22796875</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-0.132238852</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.031663751</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">-0.132238852</td>
                                <td align="left" colspan="1" rowspan="1" valign="bottom">0.031663751</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec id="sec17">
                <title>4.4 Time series analysis (ARIMA)</title>
                <p>

                    <bold>

                        <italic toggle="yes">Average Savings Deposit Rate</italic>
</bold>
                </p>
                <p>At level, 
                    <xref ref-type="fig" rid="f1">Figure 1</xref> suggests non-stationarity. An augmented Dickey-Fuller (ADF) test was performed to confirm the non-stationarity.</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>ASDR at Level.</title>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/177051/13d41418-9610-45b7-956e-4c046bb2f5d3_figure1.gif"/>
                </fig>
                <disp-quote>
                    <p>

                        <bold>Augmented Dickey-Fuller Test</bold>
                    </p>
                    <p>

                        <bold>data: data$ASDR</bold>
                    </p>
                    <p>

                        <bold>Dickey-Fuller = -2.9338, Lag order = 6, p-value = 0.1826</bold>
                    </p>
                    <p>

                        <bold>alternative hypothesis: stationary</bold>
                    </p>
                </disp-quote>
                <p>With a p-value of 0.1826(&gt; 0.05), the study failed to reject the null hypothesis of non-stationarity. To achieve stationarity, first-order differencing was performed as indicated by 
                    <xref ref-type="fig" rid="f2">Figure 2</xref> and the ADF test.</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>ASDR at First Difference.</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/177051/13d41418-9610-45b7-956e-4c046bb2f5d3_figure2.gif"/>
                </fig>
                <disp-quote>
                    <p>

                        <bold>Augmented Dickey-Fuller Test</bold>
                    </p>
                    <p>

                        <bold>data: asdr_diff</bold>
                    </p>
                    <p>

                        <bold>Dickey-Fuller = -5.7519, Lag order = 6, p-value = 0.01</bold>
                    </p>
                    <p>

                        <bold>alternative hypothesis: stationary</bold>
                    </p>
                </disp-quote>
                <p>The p-value of 0.01 (&lt; 0.05) indicates that the differenced series is stationary. Therefore the study rejects the null hypothesis and concludes that the first difference of average savings deposit rate is stationary.</p>
                <p>The study used &#x201c;auto.arima ()&#x201d; function to automatically select the best ARIMA model based on the AIC criterion. The selected model is ARIMA(1,1,1)(2,0,0)[12] with Non-seasonal components as AR(1), I(1), MA(1) and Seasonal components as SAR(2) with period 12.</p>
                <p>The model summary is as follows:</p>
                <disp-quote>
                    <p>

                        <bold>Series: asdr_ts</bold>
                    </p>
                    <p>

                        <bold>ARIMA(1,1,1)(2,0,0)[12]</bold>
                    </p>
                    <p>

                        <bold>Coefficients:</bold>
                    </p>
                    <p>

                        <bold>ar1 ma1 sar1 sar2</bold>
                    </p>
                    <p>

                        <bold>0.8284-0.7965 0.0110-0.0694</bold>
                    </p>
                    <p>

                        <bold>s.e. 0.1717 0.1818 0.0702 0.0715</bold>
                    </p>
                    <p>

                        <bold>sigma^2 = 0.3629: log likelihood = -226.97</bold>
                    </p>
                    <p>

                        <bold>AIC=463.95 AICc=464.19 BIC=481.58</bold>
                    </p>
                </disp-quote>
                <p>The model incorporates both non-seasonal (1,1,1) and seasonal (2,0,0) components. All coefficients (ar1, ma1, sar1, sar2) are statistically significant. The AIC value is 463.95 which indicates a good balance between model fit and complexity.</p>
                <p>Based on the fitted ARIMA model, the study generated a forecast for the next 12 periods as indicated in 
                    <xref ref-type="fig" rid="f3">Figure 3</xref>. The blue line represents the forecast with the shaded areas indicating 80% and 95% confidence intervals.</p>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>ASDR Forecast.</title>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/177051/13d41418-9610-45b7-956e-4c046bb2f5d3_figure3.gif"/>
                </fig>
            </sec>
        </sec>
        <sec id="sec18">
            <title>5. Conclusion and Recommendations</title>
            <p>This study examined the link between ASDR and ACBLR in Ghana and the impact of macroeconomic factors such inflation, monetary policy rates and interbank rates. The findings reveal a strong positive correlation between ASDR and ACBLR which shows that fluctuations in lending rates significantly influence deposit rates. This association indicates that while banks modify their lending rates, they also adjust their deposit rates which is critical for sustaining financial sector competitiveness.</p>
            <p>Furthermore, the research of macroeconomic determinants revealed that inflation and monetary policy rates had a significant impact on the dynamics of lending and deposit rates. High inflation rates reduce the actual value of savings, discouraging depositors, whereas monetary policy rates directly influence borrowing costs. The study&#x2019;s findings support prior studies on the inefficiencies in Ghana&#x2019;s banking industry (
                <xref ref-type="bibr" rid="ref35">Yakubu et al., 2022</xref>), which are characterised by large interest spreads and restricted loan availability thereby stifling economic progress.</p>
            <p>To improve financial intermediation in Ghana, authorities should prioritise developing a competitive environment for banks that fosters the lowering of interest rate spreads. This may be accomplished by enacting legislative changes that encourage openness and efficiency in the banking industry. Furthermore, it is critical to encourage the formation of alternative financial institutions such as credit unions and microfinance banks in order to diversify and boost competition.</p>
            <p>To improve their financial performance, banks in Ghana should focus on increasing their capital adequacy and risk management systems. Given that undercapitalised banks often charge higher loan rates, increasing capital buffers will enable banks to provide more competitive lending rates. Furthermore, investing in technology innovations may boost operational efficiency and save expenses thereby allowing banks to pass on savings to customers in the form of reduced interest rates. Training programs for bank employees in credit risk assessment can also assist to reduce non-performing loans and enhance overall profitability and stability in the banking system.</p>
            <p>To improve investor confidence, banks must establish trust through constant communication and transparency about their financial health and lending policies. Regulators should strengthen consumer protection measures to protect depositors&#x2019; interests which would assist to boost trust in the banking industry. Furthermore, creating and maintaining a stable macroeconomic environment characterised by low inflation and predictable monetary policies will reassure investors and stimulate both local and foreign investment.</p>
            <p>Further research in Ghana could explore the impact of digital banking and fintech innovations on financial intermediation and interest rate dynamics. This would help understand how these innovations affect the relationship between savings deposit rates and lending rates. The study could also investigate how digital platforms influence competition, improve access to banking services and potentially lead to more favourable interest rates for savers and borrowers.</p>
        </sec>
    </body>
    <back>
        <sec id="sec21" sec-type="data-availability">
            <title>Data availability statement</title>
            <p>Data for this study is available at 
                <ext-link ext-link-type="uri" xlink:href="https://app.datawarehousepro.com/go/bog/">https://app.datawarehousepro.com/go/bog/</ext-link>. The data is free, available to the public and no required application is needed. The data used in this study was retrieved from the Bank of Ghana website where it is publicly available. The author ensured strict adherence to research ethics in handling and utilising the data, following all relevant guidelines to maintain integrity and compliance throughout the research process. Readers and reviewers can directly access the data through the Bank of Ghana website for verification and further analysis.</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>Addae</surname>
                            <given-names>AA</given-names>
                        </name>

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

                        <name name-style="western">
                            <surname>Tetteh</surname>
                            <given-names>LM</given-names>
                        </name>
</person-group>:
                    <article-title>Effect of Exchange Rate Movements on Ghanaian Banks.</article-title>
                    <source>

                        <italic toggle="yes">J. Financ. Account.</italic>
</source>
                    <year>2014</year>;<volume>2</volume>(<issue>3</issue>):<fpage>62</fpage>.
                    <pub-id pub-id-type="doi">10.11648/j.jfa.20140203.15</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref2">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Akoto</surname>
                            <given-names>RK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nabieu</surname>
                            <given-names>GAA</given-names>
                        </name>
</person-group>:
                    <article-title>Analysis of Financial Intermediation and Profitability: &#x201c;A Case Study of the Ghanaian Banking Industry.&#x201d;.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Econ. Financ.</italic>
</source>
                    <year>2014</year>;<volume>6</volume>(<issue>5</issue>):<fpage>220</fpage>&#x2013;<lpage>232</lpage>.
                    <pub-id pub-id-type="doi">10.5539/ijef.v6n5p220</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref3">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Amediku</surname>
                            <given-names>SK</given-names>
                        </name>
</person-group>:
                    <article-title>Lending Rates and Access to Credit in Ghana.</article-title>
                    <source>

                        <italic toggle="yes">SSRN Electron. J.</italic>
</source>
                    <year>2013</year>.
                    <pub-id pub-id-type="doi">10.2139/ssrn.2234505</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref4">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Adu</surname>
                            <given-names>G</given-names>
                        </name>
</person-group>:
                    <article-title>An Empirical Analysis of the Determinants of Interest Rates in Ghana.</article-title>
                    <source>

                        <italic toggle="yes">J. Afr. Bus.</italic>
</source>
                    <year>2016</year>;<volume>17</volume>(<issue>3</issue>):<fpage>377</fpage>&#x2013;<lpage>396</lpage>.
                    <pub-id pub-id-type="doi">10.1080/15228916.2016.1207493</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref5">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Oppong</surname>
                            <given-names>CN</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Idun-Baidoo</surname>
                            <given-names>N</given-names>
                        </name>
</person-group>:
                    <article-title>The Role of Financial Intermediation in Alleviating Poverty in Ghana: The Case of GCB Bank Ltd.</article-title>
                    <source>

                        <italic toggle="yes">Eur. J. Bus. Manag.</italic>
</source>
                    <year>2015</year>;<volume>7</volume>:<fpage>104</fpage>&#x2013;<lpage>115</lpage>.</mixed-citation>
            </ref>
            <ref id="ref6">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Baidoo</surname>
                            <given-names>ST</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Akoto</surname>
                            <given-names>L</given-names>
                        </name>
</person-group>:
                    <article-title>Does trust in financial institutions drive formal saving? Empirical evidence from Ghana.</article-title>
                    <source>

                        <italic toggle="yes">Int. Soc. Sci. J.</italic>
</source>
                    <year>2019</year>;<volume>69</volume>(<issue>231</issue>):<fpage>63</fpage>&#x2013;<lpage>78</lpage>.
                    <pub-id pub-id-type="doi">10.1111/issj.12200</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref7">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Acheampong</surname>
                            <given-names>IA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ibrahim</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>Determinants of bank credit in Ghana: A bounds-testing cointegration approach.</article-title>
                    <source>

                        <italic toggle="yes">African Review of Economics and Finance.</italic>
</source>
                    <year>2017</year>;<volume>9</volume>(<issue>1</issue>):<fpage>33</fpage>&#x2013;<lpage>61</lpage>.</mixed-citation>
            </ref>
            <ref id="ref8">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Bhattarai</surname>
                            <given-names>YR</given-names>
                        </name>
</person-group>:
                    <article-title>Determinants of Lending Interest Rates of Nepalese Commercial Banks.</article-title>
                    <source>

                        <italic toggle="yes">Economic Journal of Development Issues.</italic>
</source>
                    <year>2017</year>;<fpage>39</fpage>&#x2013;<lpage>59</lpage>.
                    <pub-id pub-id-type="doi">10.3126/ejdi.v19i1-2.17701</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref9">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Biekpe</surname>
                            <given-names>N</given-names>
                        </name>
</person-group>:
                    <article-title>The Competitiveness of Commercial Banks in Ghana.</article-title>
                    <source>

                        <italic toggle="yes">Afr. Dev. Rev.</italic>
</source>
                    <year>2011</year>;<volume>23</volume>(<issue>1</issue>):<fpage>75</fpage>&#x2013;<lpage>87</lpage>.
                    <pub-id pub-id-type="doi">10.1111/j.1467-8268.2010.00273.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref10">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Birhanu</surname>
                            <given-names>T</given-names>
                        </name>

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

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

                        <etal/>
</person-group>:
                    <article-title>Determinants of commercial bank loan and advance disbursement: the case of private Ethiopian commercial banks.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Bank Mark.</italic>
</source>
                    <year>2021</year>;<volume>39</volume>(<issue>7</issue>):<fpage>1227</fpage>&#x2013;<lpage>1247</lpage>.
                    <pub-id pub-id-type="doi">10.1108/IJBM-05-2021-0166</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref11">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Brewer</surname>
                            <given-names>E</given-names>
                        </name>
</person-group>:
                    <article-title>The impact of deregulation on the true cost of savings deposits: Evidence from Illinois and Wisconsin savings and loan associations.</article-title>
                    <source>

                        <italic toggle="yes">J. Econ. Bus.</italic>
</source>
                    <year>1988</year>;<volume>40</volume>(<issue>1</issue>):<fpage>79</fpage>&#x2013;<lpage>95</lpage>.
                    <pub-id pub-id-type="doi">10.1016/0148-6195(88)90008-2</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref12">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Buabeng</surname>
                            <given-names>E</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Adabor</surname>
                            <given-names>O</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nana-Amankwaah</surname>
                            <given-names>E</given-names>
                        </name>
</person-group>:
                    <article-title>Understanding the impact of Commercial Banks Lending Rate on Economic Growth: An Empirical Evidence from Ghana.</article-title>
                    <year>2021</year>.
                    <pub-id pub-id-type="doi">10.21203/rs.3.rs-696863/v1</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref13">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dondi</surname>
                            <given-names>DO</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mule</surname>
                            <given-names>RK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ombok</surname>
                            <given-names>BO</given-names>
                        </name>
</person-group>:
                    <article-title>The Effect of Lending Interest Rates on the Financial Performance of Commercial Banks in Kenya.</article-title>
                    <source>

                        <italic toggle="yes">The Int. J. Bus. Manag.</italic>
</source>
                    <year>2023</year>;<volume>11</volume>(<issue>7</issue>).
                    <pub-id pub-id-type="doi">10.24940/theijbm/2023/v11/i7/bm2307-001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref14">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

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

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

                        <italic toggle="yes">Financial Markets and Institutions.</italic>
</source>
                    <edition>8th ed.</edition>
                    <publisher-name>Pearson</publisher-name>;<year>2017</year>.</mixed-citation>
            </ref>
            <ref id="ref15">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Garr</surname>
                            <given-names>DK</given-names>
                        </name>
</person-group>:
                    <article-title>The Impact of Financial Intermediation on the Economy of Ghana.</article-title>
                    <source>

                        <italic toggle="yes">J. Econ. Financ. Manag. Stud.</italic>
</source>
                    <year>2021</year>;<volume>04</volume>(<issue>06</issue>):<fpage>844</fpage>&#x2013;<lpage>854</lpage>.
                    <pub-id pub-id-type="doi">10.47191/jefms/v4-i6-21</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref16">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gerritsen</surname>
                            <given-names>DF</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bikker</surname>
                            <given-names>JA</given-names>
                        </name>
</person-group>:
                    <article-title>Bank Switching and Interest Rates: Examining Annual Transfers Between Savings Accounts.</article-title>
                    <source>

                        <italic toggle="yes">J. Financ. Serv. Res.</italic>
</source>
                    <year>2020</year>;<volume>57</volume>(<issue>1</issue>):<fpage>29</fpage>&#x2013;<lpage>49</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s10693-018-0305-x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref17">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Goldfeld</surname>
                            <given-names>SM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Jaffee</surname>
                            <given-names>DM</given-names>
                        </name>
</person-group>:
                    <article-title>The Determinants of Deposit-Rate Setting By Savings and Loan Associations.</article-title>
                    <source>

                        <italic toggle="yes">J. Financ.</italic>
</source>
                    <year>1970</year>;<volume>25</volume>(<issue>3</issue>):<fpage>615</fpage>&#x2013;<lpage>632</lpage>.
                    <pub-id pub-id-type="doi">10.1111/j.1540-6261.1970.tb00526.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref18">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ilamoya</surname>
                            <given-names>SL</given-names>
                        </name>
</person-group>:
                    <article-title>Effects of Bank Deposit Costs on Financial Performance of Commercial Banks in Mombasa County.</article-title>
                    <source>

                        <italic toggle="yes">IJARKE Bus. Manag. J.</italic>
</source>
                    <year>2018</year>;<volume>1</volume>(<issue>1</issue>):<fpage>38</fpage>&#x2013;<lpage>43</lpage>.
                    <pub-id pub-id-type="doi">10.32898/ibmj.01/1.1article03</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref19">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Afful</surname>
                            <given-names>SL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bentum-Ennin</surname>
                            <given-names>I</given-names>
                        </name>
</person-group>:
                    <article-title>Impact of monetary policy rate on commercial banks&#x2019; lending rate: empirical evidence from Ghana.</article-title>
                    <source>

                        <italic toggle="yes">J. Econ. Adm. Sci.</italic>
</source>
                    <year>2024</year>.
                    <pub-id pub-id-type="doi">10.1108/JEAS-07-2021-0141</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref20">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kananu</surname>
                            <given-names>E</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ireri</surname>
                            <given-names>J</given-names>
                        </name>
</person-group>:
                    <article-title>Effects of Operational Costs on Lending Interest Rates of Commercial Banks in Kenya.</article-title>
                    <source>

                        <italic toggle="yes">J. Bus. Econ. Financ.</italic>
</source>
                    <year>2015</year>;<volume>4</volume>(<issue>3</issue>):<fpage>363</fpage>&#x2013;<lpage>363</lpage>.
                    <pub-id pub-id-type="doi">10.17261/pressacademia.2015313058</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref21">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Keynes</surname>
                            <given-names>JM</given-names>
                        </name>
</person-group>:
                    <article-title>The general theory of employment, interest, and money.</article-title>
                    <source>

                        <italic toggle="yes">The General Theory of Employment, Interest, and Money.</italic>
</source>
                    <year>1936</year>; pp.<fpage>1</fpage>&#x2013;<lpage>404</lpage>.
                    <pub-id pub-id-type="doi">10.1007/978-3-319-70344-2</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref22">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kwan</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>Long Road to Normal for Bank Business Lending.</article-title>
                    <source>

                        <italic toggle="yes">FRBSF Econ. Lett.</italic>
</source>
                    <year>2014</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://www.frbsf.org/wp-content/uploads/el2014-23.pdf">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref23">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Peristiani</surname>
                            <given-names>S</given-names>
                        </name>
</person-group>:
                    <article-title>The behavior of consumer loan rates during the 1990 credit slowdown.</article-title>
                    <source>

                        <italic toggle="yes">J. Bank. Financ.</italic>
</source>
                    <year>1996</year>;<volume>20</volume>(<issue>10</issue>):<fpage>1673</fpage>&#x2013;<lpage>1694</lpage>.
                    <pub-id pub-id-type="doi">10.1016/S0378-4266(96)00017-9</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref24">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

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

                        <name name-style="western">
                            <surname>Ampah</surname>
                            <given-names>D</given-names>
                        </name>
</person-group>:
                    <article-title>The Nexus Among Non-performing Loans, Lending Rates and Financial Performance of Banks in Ghana.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Financ. Bank. Res.</italic>
</source>
                    <year>2021</year>;<volume>7</volume>(<issue>5</issue>):<fpage>123</fpage>.
                    <pub-id pub-id-type="doi">10.11648/j.ijfbr.20210705.13</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref25">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Obeng</surname>
                            <given-names>SK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sakyi</surname>
                            <given-names>D</given-names>
                        </name>
</person-group>:
                    <article-title>Macroeconomic determinants of interest rate spreads in Ghana.</article-title>
                    <source>

                        <italic toggle="yes">Afr. J. Econ. Manag. Stud.</italic>
</source>
                    <year>2017</year>;<volume>8</volume>(<issue>1</issue>):<fpage>76</fpage>&#x2013;<lpage>88</lpage>.
                    <pub-id pub-id-type="doi">10.1108/AJEMS-12-2015-0143</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref26">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Olaoye</surname>
                            <given-names>CO</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Adedeji</surname>
                            <given-names>AQ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Agbaje</surname>
                            <given-names>RAA</given-names>
                        </name>
</person-group>:
                    <article-title>Commercial Bank Lending to Small and Medium Scale Enterprises and Nigeria Economy.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Acc. Fin. Res.</italic>
</source>
                    <year>2018</year>;<volume>4</volume>(<issue>2</issue>):<fpage>49</fpage>&#x2013;<lpage>55</lpage>.
                    <pub-id pub-id-type="doi">10.20448/2002.42.49.55</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref27">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Owusu</surname>
                            <given-names>KC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Arhenful</surname>
                            <given-names>P</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>The Relationship between Bank Deposits and Macroeconomic Variables in Ghana: A Co-Integration Approach.</article-title>
                    <source>

                        <italic toggle="yes">J. Econ. Behav. Stud.</italic>
</source>
                    <year>2023</year>;<volume>15</volume>(<issue>1</issue>):<fpage>35</fpage>&#x2013;<lpage>44</lpage>.
                    <pub-id pub-id-type="doi">10.22610/jebs.v15i1(J).3376</pub-id>
                    <ext-link ext-link-type="uri" xlink:href="https://ojs.amhinternational.com/index.php/jebs/article/view/3376/2134">Reference Source</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref28">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

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

                        <name name-style="western">
                            <surname>Antwi</surname>
                            <given-names>J</given-names>
                        </name>
</person-group>:
                    <article-title>Interest Rate Spread on Bank Profitability: The Case of Ghanaian Banks.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Acc. Fin. Res.</italic>
</source>
                    <year>2017</year>;<volume>1</volume>(<issue>1</issue>):<fpage>34</fpage>&#x2013;<lpage>45</lpage>.
                    <pub-id pub-id-type="doi">10.20448/2002.11.34.45</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref29">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Sanders</surname>
                            <given-names>TB</given-names>
                        </name>
</person-group>:
                    <article-title>The Internationd Commercid Luain Rate.</article-title>
                    <source>

                        <italic toggle="yes">J. Econ. Dev.</italic>
</source>
                    <year>1992</year>;<volume>17</volume>(<issue>2</issue>).</mixed-citation>
            </ref>
            <ref id="ref30">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Spellman</surname>
                            <given-names>LJ</given-names>
                        </name>
</person-group>:
                    <article-title>Competition for Savings Deposits in the U.S.: 1936-1966.</article-title>
                    <source>

                        <italic toggle="yes">J. Financ. Quant. Anal.</italic>
</source>
                    <year>1975</year>;<volume>10</volume>(<issue>4</issue>):<fpage>567</fpage>.
                    <pub-id pub-id-type="doi">10.2307/2330603</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref31">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Ajibade Ayodeji</surname>
                            <given-names>T</given-names>
                        </name>
</person-group>:
                    <article-title>The Financial Reforms (Interest Rate) And Financial Performance in Nigeria and Ghana.</article-title>
                    <source>

                        <italic toggle="yes">International Journal of Scientific and Research Publications (IJSRP).</italic>
</source>
                    <year>2020</year>;<volume>10</volume>(<issue>05</issue>):<fpage>792</fpage>&#x2013;<lpage>802</lpage>.
                    <pub-id pub-id-type="doi">10.29322/ijsrp.10.05.2020.p10192</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref32">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Tagoe</surname>
                            <given-names>NA</given-names>
                        </name>
</person-group>:
                    <article-title>The Emerging Role of Financial Intermediaries in the Financial Market of Ghana.</article-title>
                    <source>

                        <italic toggle="yes">Bus. Econ. J.</italic>
</source>
                    <year>2016</year>;<volume>07</volume>(<issue>04</issue>):<fpage>7</fpage>&#x2013;<lpage>8</lpage>.
                    <pub-id pub-id-type="doi">10.4172/2151-6219.1000253</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref33">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Oluwatoyin Dorcas</surname>
                            <given-names>T</given-names>
                        </name>
</person-group>:
                    <article-title>Saving in Presence of Volatilities in Interest Rate and Exchange Rate Devaluation.</article-title>
                    <source>

                        <italic toggle="yes">Asian J. Econ. Bus. Account.</italic>
</source>
                    <year>2023</year>;<volume>23</volume>(<issue>21</issue>):<fpage>111</fpage>&#x2013;<lpage>128</lpage>.
                    <pub-id pub-id-type="doi">10.9734/ajeba/2023/v23i211121</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref34">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>&#x00dc;nvan</surname>
                            <given-names>YA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Yakubu</surname>
                            <given-names>IN</given-names>
                        </name>
</person-group>:
                    <article-title>Do bank-specific factors drive bank deposits in Ghana?</article-title>
                    <source>

                        <italic toggle="yes">J. Comput. Appl. Math.</italic>
</source>
                    <year>2020</year>;<volume>376</volume>:<fpage>112827</fpage>.
                    <pub-id pub-id-type="doi">10.1016/j.cam.2020.112827</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref35">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Yakubu</surname>
                            <given-names>IN</given-names>
                        </name>

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

                        <name name-style="western">
                            <surname>Abdallah</surname>
                            <given-names>I</given-names>
                        </name>
</person-group>:
                    <article-title>Financial Sector Stability and Gross Domestic Savings in Ghana.</article-title>
                    <source>

                        <italic toggle="yes">Int. J. Ind. Manag.</italic>
</source>
                    <year>2022</year>;<volume>13</volume>(<issue>1</issue>):<fpage>458</fpage>&#x2013;<lpage>463</lpage>.
                    <pub-id pub-id-type="doi">10.15282/ijim.13.1.2022.7265</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref36">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

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

                        <name name-style="western">
                            <surname>Adekunle</surname>
                            <given-names>I</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Williams</surname>
                            <given-names>T</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Dilemma Between Deposit And Lending Rate: Savings-Investment Perspective.</article-title>
                    <source>

                        <italic toggle="yes">Izvestiya Journal of the University of Economics - Varna.</italic>
</source>
                    <year>2021</year>;<volume>65</volume>(<issue>1</issue>):<fpage>65</fpage>&#x2013;<lpage>85</lpage>.
                    <pub-id pub-id-type="doi">10.36997/ijuev2021.65.1.65</pub-id>
                </mixed-citation>
            </ref>
        </ref-list>
    </back>
    <sub-article article-type="reviewer-report" id="report398787">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.177051.r398787</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Gudda</surname>
                        <given-names>Patrick</given-names>
                    </name>
                    <xref ref-type="aff" rid="r398787a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r398787a1">
                    <label>1</label>Maasai Mara University, Narok, Narok County, Kenya</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>3</day>
                <month>12</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Gudda P</copyright-statement>
                <copyright-year>2025</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="relatedArticleReport398787" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.161068.1"/>
            <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>
                <bold>The Relationship between Average Savings Deposit Rates and Average Commercial Bank Lending Rates in Ghana</bold>
            </p>
            <p> </p>
            <p> 
                <bold>General Overview</bold>
            </p>
            <p> The study explores an important subject within financial economics, examining the relationship between deposit and lending rates using data from the Central Bank of Ghana spanning 2000 -2020. The use of ARIMA for forecasting and multiple regression for explanatory analysis is statistically sound and adds analytical depth. The topic is policy relevant, especially for developing economies like Ghana.</p>
            <p> However, for indexing several substantive and editorial revisions are needed.</p>
            <p> </p>
            <p> 
                <bold>1. Reframe Focus to Interest Rate Spread</bold>
            </p>
            <p> 
                <bold>Section: Abstract (Page 1)</bold>
            </p>
            <p> &#x201c;The findings reveal a significant positive correlation between average savings deposit rates and average lending rates&#x2026;&#x201d; - This statement emphasizes a known relationship rather than providing new insight.</p>
            <p> 
                <bold>Suggestion:</bold> Replace with an emphasis on interest rate spreads; the difference between the two rates and their implications on financial intermediation and credit accessibility in Ghana.</p>
            <p> 
                <bold>2. Explain the Negative Inflation-Lending Rate Relationship</bold>
            </p>
            <p> 
                <bold>Section:</bold> 
                <bold>Results and Discussion &#x2192; Regression Analysis (Page 7)</bold>
            </p>
            <p> &#x201c;The coefficient for inflation (INF) is 0.0273 but the p-value is 0.1409. This shows that inflation may not have a significant influence...&#x201d; 
                <list list-type="bullet">
                    <list-item>
                        <p>
                            <bold>Conclusion (Page 10):</bold>
                        </p>
                    </list-item>
                </list> &#x201c;...inflation and monetary policy rates had a significant impact on the dynamics of lending and deposit rates...&#x201d; - The discussion of inflation&#x2019;s role is inconsistent and lacks theoretical grounding. Inflation&#x2019;s impact appears both significant and insignificant.</p>
            <p> 
                <bold>Suggestion:</bold> Expand with theoretical perspectives: monetarist vs. Keynesian, Ghana's inflationary history, and central bank policy context.</p>
            <p> 
                <bold>3. Improve Language and Academic Style</bold>
            </p>
            <p> 
                <bold>Section(s) Throughout Document:</bold> 
                <list list-type="bullet">
                    <list-item>
                        <p>
                            <bold>Abstract (Page 1):</bold> &#x201c;Appreciating the connection is essential&#x2026;&#x201d;</p>
                    </list-item>
                    <list-item>
                        <p>
                            <bold>Introduction (Page 2):</bold> &#x201c;This disparity points to the need for careful examination&#x2026;&#x201d;</p>
                        <p> &#x201c;This study therefore, investigated&#x2026;&#x201d;</p>
                    </list-item>
                </list> 
                <bold>Suggestion: </bold>Avoid informal or colloquial phrases that lower academic tone. Replace with formal academic expressions such as &#x201c;Understanding this relationship is vital for formulating monetary policy&#x2026;&#x201d; or &#x201c;Accordingly, the study investigates&#x2026;&#x201d;</p>
            <p> 
                <bold>4. Clarify Methodology and Causality</bold>
            </p>
            <p> 
                <bold>Section:</bold> 
                <bold>Methods &#x2013; Model Specification (Page 5):</bold>
            </p>
            <p> &#x201c;lnASDR = f (ACBLR, IWA, INF, MPR)&#x201d;</p>
            <p> The dependent variable is savings deposit rate, yet the main interest is in lending rates. This raises concerns about 
                <bold>causality direction</bold>.</p>
            <p> 
                <bold>Suggestion: </bold>Justify choice of dependent variable, discuss potential endogeneity, and consider Granger causality testing or Vector Autoregression (VAR) approach.</p>
            <p> 
                <bold>5. Reduce Redundancy and Repetition</bold>
            </p>
            <p> 
                <bold>Section:</bold> 
                <bold>Introduction &amp; Literature Review (Pages 2&#x2013;4):</bold>
            </p>
            <p> Many studies referenced in both sections, Addae et al. (2014), Yakubu et al. (2022), Owusu-Antwi et al. (2017).</p>
            <p> 
                <bold>Suggestion:</bold> Merge repetitive discussions and focus literature review on synthesizing themes rather than listing studies.</p>
            <p> 
                <bold>6. Update and Narrow Literature Review</bold>
            </p>
            <p> 
                <bold>Section:</bold> 
                <bold>Literature &amp; Empirical Review (Pages 4&#x2013;5):</bold>
            </p>
            <p> Spellman (1975), Goldfeld &amp; Jaffee (1970), Brewer (1988)</p>
            <p> 
                <bold>Suggestion:</bold> Remove or minimize older references and replace with studies post-2010 focusing on Africa, West Africa, or developing economies with similar financial structures.</p>
            <p> 
                <bold>7. Strengthen Policy Recommendations</bold>
            </p>
            <p> 
                <bold>Section:</bold> 
                <bold>Conclusion and Recommendations (Page 10):</bold>
            </p>
            <p> &#x201c;To improve financial intermediation in Ghana, authorities should prioritize developing a competitive environment&#x2026;&#x201d; - Policy proposals are generic and lack concrete links to empirical findings.</p>
            <p> 
                <bold>Suggestion:</bold> Suggest precise interventions: interest rate cap reforms, promotion of fintech lending platforms, capital adequacy monitoring, inflation targeting regimes.</p>
            <p> </p>
            <p> 
                <bold>8. Clarify Role of ARIMA Forecast</bold>
            </p>
            <p> 
                <bold>Section:</bold> 
                <bold>Time Series Analysis &#x2013; ARIMA (Pages 8&#x2013;9)</bold>
            </p>
            <p> ARIMA forecasting is included but its relevance to policy or the regression model is unclear.</p>
            <p> 
                <bold>Suggestion:</bold> Clearly state whether the forecasted ASDR informs strategic planning or future deposit behavior under different lending regimes.</p>
            <p> </p>
            <p> 
                <bold>Reviewer&#x2019;s Remarks</bold>
            </p>
            <p> While this study presents a relevant and empirically grounded exploration of the relationship between average savings deposit rates and lending rates in Ghana, it currently falls short of the analytical depth and academic rigor expected for publication in a high-quality research outlet. The author is commended for the effort in compiling longitudinal data and applying robust statistical tools such as regression and ARIMA models. However, substantial revisions are required to improve conceptual framing, clarify causal direction, strengthen theoretical alignment, refine language, and expand policy implications.</p>
            <p> By addressing the identified issues, especially the need to focus on interest rate spreads, reconcile inflation dynamics, and adopt a more scholarly tone, the manuscript will be significantly enhanced in both quality and impact. The topic remains of high relevance to scholars, policymakers, and practitioners in finance and development economics.</p>
            <p> </p>
            <p> 
                <bold>Recommendation:</bold> Major revisions required</p>
            <p> </p>
            <p> </p>
            <p> &#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;</p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </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>Partly</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>Micro finance, innovation, entrepreneurship</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>
    <sub-article article-type="reviewer-report" id="report398791">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.177051.r398791</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Farhod</surname>
                        <given-names>Sabeha Barzan</given-names>
                    </name>
                    <xref ref-type="aff" rid="r398791a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r398791a1">
                    <label>1</label>University of Baghdad, Baghdad, Baghdad Governorate, Iraq</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>31</day>
                <month>7</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Farhod SB</copyright-statement>
                <copyright-year>2025</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="relatedArticleReport398791" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.161068.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The article discusses an important financial topic: examining the relationship between interest rates on savings accounts and interest rates on borrowing at the Central Bank of Ghana. The researcher used statistical equations such as multiple correlation, Multiple regression analysis, &#x00a0;&#x00a0;standard deviation and arrived at reliable results that can be used in making economic decisions. The following observations represent the reasons for answering the questions: 
                <list list-type="order">
                    <list-item>
                        <p>Some of the references are outdated, dating back to 1970, 1975, 1988, 1992, 1996, 2013, 2014, 2016, and 2017. The researcher should rely on more recent references that address the topic.</p>
                    </list-item>
                    <list-item>
                        <p>The theoretical explanation and the review of the verses did not fully and comprehensively explain the title's terms. The researcher should explain the research terms broadly and comprehensively so that it can be used by researchers and academics.</p>
                    </list-item>
                    <list-item>
                        <p>The researcher did not include the data he depended on, to apply the statistical equations, and the link was not publicly available. The researcher must attach all financial data .</p>
                    </list-item>
                </list>
            </p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Partly</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Yes</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>No</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>Financial Accounting, Auditing , Financial Analysis, Managerial and Cost Accounting, IFRS , International&#x00a0; Auditing Standards, International Accounting Standards ,</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>
        <back>
            <ref-list>
                <title>References</title>
                <ref id="rep-ref-398791-1">
                    <label>1</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>Analysis of the Relationship between Credit Risk and Bank Performance of Some Commercial Banks in Ghana</article-title>.
                        <source>
                            <italic>International Journal of Business and Management Research</italic>
                        </source>.<year>2020</year>;<volume>8</volume>(<issue>2</issue>) :
                        <elocation-id>10.37391/IJBMR.080202</elocation-id>
                        <fpage>34</fpage>-<lpage>51</lpage>
                        <pub-id pub-id-type="doi">10.37391/IJBMR.080202</pub-id>
                    </mixed-citation>
                </ref>
                <ref id="rep-ref-398791-2">
                    <label>2</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>The Efficiency of Domestic Savings and Its Impact on The Average Per Capita GDP In Iraq For the Period (2003-2022)</article-title>.
                        <source>
                            <italic>Journal of Economics and Administrative Sciences</italic>
                        </source>.<year>2024</year>;<volume>30</volume>(<issue>141</issue>) :
                        <elocation-id>10.33095/eenvvg64</elocation-id>
                        <fpage>385</fpage>-<lpage>405</lpage>
                        <pub-id pub-id-type="doi">10.33095/eenvvg64</pub-id>
                    </mixed-citation>
                </ref>
                <ref id="rep-ref-398791-3">
                    <label>3</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>Determinants of bank lending rates: Empirical evidence from conventional retail banks in Bahrain</article-title>.
                        <source>
                            <italic>Banks and Bank Systems</italic>
                        </source>.<year>2022</year>;<volume>17</volume>(<issue>4</issue>) :
                        <elocation-id>10.21511/bbs.17(4).2022.12</elocation-id>
                        <fpage>140</fpage>-<lpage>153</lpage>
                        <pub-id pub-id-type="doi">10.21511/bbs.17(4).2022.12</pub-id>
                    </mixed-citation>
                </ref>
                <ref id="rep-ref-398791-4">
                    <label>4</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>SAVINGS AND INCOME RELATIONSHIPS AMONG HOUSEHOLDS: A REVIEW OF THE LITERATURE</article-title>.
                        <source>
                            <italic>Agricultural Social Economic Journal</italic>
                        </source>.<year>2018</year>;<volume>18</volume>(<issue>3</issue>) :
                        <elocation-id>10.21776/ub.agrise.2018.018.3.6</elocation-id>
                        <fpage>133</fpage>-<lpage>143</lpage>
                        <pub-id pub-id-type="doi">10.21776/ub.agrise.2018.018.3.6</pub-id>
                    </mixed-citation>
                </ref>
            </ref-list>
        </back>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report380633">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.177051.r380633</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Prokopowicz</surname>
                        <given-names>Dariusz</given-names>
                    </name>
                    <xref ref-type="aff" rid="r380633a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r380633a1">
                    <label>1</label>Cardinal Stefan Wyszy&#x0144;ski University in Warsaw, Warsaw, Poland</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>28</day>
                <month>7</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Prokopowicz D</copyright-statement>
                <copyright-year>2025</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="relatedArticleReport380633" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.161068.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The reviewed article titled 
                <italic>&#x201c;The Relationship between Average Savings Deposit Rates and Average Commercial Bank Lending Rates in Ghana&#x201d;</italic> deserves a positive assessment due to its comprehensive and thorough approach to examining the relationship between deposit and lending interest rates in the context of macroeconomic conditions. The authors effectively identify a strong positive correlation between ASDR and ACBLR, which provides valuable insights for banking and macroeconomic policy in Ghana. Particularly noteworthy is the analysis of the impact of inflation and monetary policy interest rates on the behavior of the banking sector. The article also stands out for its practical approach, offering concrete recommendations for improving the efficiency and competitiveness of banks, developing alternative financial institutions, and building trust in the financial sector. An additional strength of the publication is its indication of future research directions, including the impact of digital banking and fintech innovations on the financial system, making the article highly relevant and significant for the advancement of economic sciences and public policy.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Yes</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>Macroeconomics, economic policy, banking and finance, credit risk management. In banking: central banking, monetary policy, etc.</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.</p>
        </body>
        <back>
            <ref-list>
                <title>References</title>
                <ref id="rep-ref-380633-1">
                    <label>1</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>THE POSTCOVID RISE IN INFLATION: COINCIDENCE OR THE RESULT OF MISGUIDED, EXCESSIVELY INTERVENTIONIST AND MONETARIST ECONOMIC POLICIES</article-title>.
                        <source>
                            <italic>International Journal of New Economics and Social Sciences</italic>
                        </source>.<year>2022</year>;<volume>16</volume>(<issue>2</issue>) :
                        <elocation-id>10.5604/01.3001.0016.3409</elocation-id>
                        <fpage>105</fpage>-<lpage>148</lpage>
                        <pub-id pub-id-type="doi">10.5604/01.3001.0016.3409</pub-id>
                    </mixed-citation>
                </ref>
            </ref-list>
        </back>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report378173">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.177051.r378173</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Mehar</surname>
                        <given-names>Muhammad Ayub</given-names>
                    </name>
                    <xref ref-type="aff" rid="r378173a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r378173a1">
                    <label>1</label>Iqra University Karachi, Karachi, Pakistan</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>20</day>
                <month>6</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Mehar MA</copyright-statement>
                <copyright-year>2025</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="relatedArticleReport378173" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.161068.1"/>
            <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 study establishes a relationship between two interest rates: interest on banks&#x2019; deposits, and interest on lending from commercial banks. The estimations are based on the data from commercial banks in Ghana from 2000 to 2020. The ARIMA model was applied to forecast the interest rate trends, while some macroeconomic factors including inflation and inter-bank weighted average have been included as controlled variables. The significant positive correlation between interest on deposits and interest on lending was explored, while inflation affects the interest on lending negatively.</p>
            <p> </p>
            <p> The ANOVA table shows a high F-statistic of 252 and an inordinate low significance level of F value, which shows statistical significance of the model as whole with at least one predictor having a significant association with the dependent variable.</p>
            <p> </p>
            <p> Despite its appropriate statistical methodology, and an interesting area of research which may be helpful for policymakers and academicians, I found some shortcomings:</p>
            <p> &#x00a0; 
                <list list-type="order">
                    <list-item>
                        <p>First of all, it is a published paper, and available for reading, citation, and review. I suggest to consider also the suggestions and comments described by the readers.</p>
                    </list-item>
                    <list-item>
                        <p>The most important concern belongs to the testing of the correlation between the interest rate on deposits and interest rates on lending. These rates are calculated through weighted averages. Because these rates vary from bank to bank, or based on the types and purpose of lending and the risk associated with the lending etc. The important thing is that these two rates are always correlated. It is an obvious relation. A bank lends the money at a higher rate than the interest on deposits. The important is the "Interest rate spread", which is the difference between the two rates of interest. I strongly suggest that the authors must discuss the implications of interest rate spread, and mention if there are any regulatory or policy requirements to control the interest rate spread.</p>
                    </list-item>
                    <list-item>
                        <p>The negative relation between interest on lending and inflation is also questionable. The authors should explain the reasons. The monetarists' side explains the effectiveness of monetary policy in terms of its effects on growth. If the monetary policy is applied to reduce the rate of inflation, then the monetary authority (central bank) announces a higher policy rate. Sometimes this higher interest rate is determined based on expected inflation shortly. However, another view (usually from the lenders' side) is that the higher interest rate creates more inflation. I suggest that the author must discuss these theoretical implications, particularly in the context of Ghana.</p>
                    </list-item>
                    <list-item>
                        <p>The study is not good in academic writing, for instance, to say "Appreciating the connection is essential for developing successful policies that promote financial intermediation and economic growth" is not an academic way to present the context. The role of banks as an intermediary institution should be explained properly. There are several other mistakes in writing.</p>
                    </list-item>
                </list> </p>
            <p> Otherwise, it is a good study, which can be considered for indexing after addressing the above-mentioned issues.</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>Yes</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Corporate finance, Monetary economics.</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>
