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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJESBM</journal-id>
<journal-title-group>
<journal-title>The Southern African Journal of Entrepreneurship and Small Business Management</journal-title>
</journal-title-group>
<issn pub-type="ppub">2522-7343</issn>
<issn pub-type="epub">2071-3185</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJESBM-17-1036</article-id>
<article-id pub-id-type="doi">10.4102/sajesbm.v17i1.1036</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Factors affecting the size of SMMEs: Evidence from Gauteng province, South Africa</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0009-0975-3221</contrib-id>
<name>
<surname>Makanda</surname>
<given-names>Nonzuzo</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7040-5594</contrib-id>
<name>
<surname>Ngalawa</surname>
<given-names>Harold</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>School of Accounting, Economics and Finance, College of Law and Management Studies, University of KwaZulu-Natal, Durban, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Harold Ngalawa, <email xlink:href="ngalawa@ukzn.ac.za">ngalawa@ukzn.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>08</day><month>09</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>17</volume>
<issue>1</issue>
<elocation-id>1036</elocation-id>
<history>
<date date-type="received"><day>11</day><month>12</month><year>2024</year></date>
<date date-type="accepted"><day>14</day><month>05</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025. The Authors</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>It is estimated that small, medium and micro-enterprises (SMMEs) employ nearly half of South Africa&#x2019;s labour force and account for approximately a third of the country&#x2019;s Gross Domestic Product (GDP). The literature reveals that larger SMMEs tend to make a significantly larger contribution to employment creation and output growth than smaller SMMEs. It is, therefore, imperative to understand factors that affect SMME size. This calls for a study of the determinants of SMME size.</p>
</sec>
<sec id="st2">
<title>Aim</title>
<p>This study investigates the factors that explain different matrices of the size of SMMEs in South Africa.</p>
</sec>
<sec id="st3">
<title>Setting</title>
<p>The study uses data from a sample of 100 SMMEs in the Gauteng province, South Africa, that applied for funding or were funded by Development Finance Institutions.</p>
</sec>
<sec id="st4">
<title>Methods</title>
<p>The study employs an ordered logit model for analysis. Turnover, number of employees and loan size are used as proxies for SMME size.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>The study finds that equity capital positively predicts turnover, but it has the opposite effect on the workforce base; operational experience enhances SMME size in terms of both workforce base and turnover; and equity capital, effective use of funds and the accessibility of funding institutions positively predict loan size as a proxy for SMME size.</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>We also conclude that operational experience is necessary to accelerate SMME growth in terms of turnover and employment capacity.</p>
</sec>
<sec id="st7">
<title>Contribution</title>
<p>We argue that SMMEs&#x2019; access to credit is contingent on their savings, competence or experience in using borrowed funds and access to a variety of funding institutions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Development Finance Institutions</kwd>
<kwd>loan size</kwd>
<kwd>number of employees</kwd>
<kwd>SMME size</kwd>
<kwd>South Africa</kwd>
<kwd>turnover</kwd>
</kwd-group>
<funding-group>
<funding-statement><bold>Funding information</bold> This research received no specific grant from any funding agency in the public, commercial or not-for-profit sectors.</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Small, medium and micro-enterprises (SMMEs) are recognised as enablers of inclusive growth in South Africa and around the world (Botha et al. <xref ref-type="bibr" rid="CIT0009">2021</xref>; Mutezo <xref ref-type="bibr" rid="CIT0053">2024</xref>). Besides contributing directly towards economic growth, they also create employment opportunities for the unskilled and semi-skilled labour force that would otherwise remain unemployed (Ngo Ndjama &#x0026; Van Der Westhuizen <xref ref-type="bibr" rid="CIT0057">2024</xref>; Ngundu &#x0026; Ngalawa <xref ref-type="bibr" rid="CIT0059">2023</xref>). In South Africa, statistics show that there were 5.78 million SMMEs in 2018 employing approximately 50&#x0025; of the working population and contributing an estimated 34&#x0025; of the country&#x2019;s Gross Domestic Product (GDP) (Sibiya, Van Der Westhuizen &#x0026; Sibiya <xref ref-type="bibr" rid="CIT0073">2023</xref>)</p>
<p>The literature reveals that firm size matters (Dang, Li &#x0026; Yang <xref ref-type="bibr" rid="CIT0017">2018</xref>; Pervan &#x0026; Vi&#x0161;i&#x0107; <xref ref-type="bibr" rid="CIT0068">2012</xref>). Larger enterprises typically make a relatively larger contribution to employment creation and economic growth than smaller enterprises (Bhorat et al. <xref ref-type="bibr" rid="CIT0008">2018</xref>; Eresia-Eke &#x0026; Raath <xref ref-type="bibr" rid="CIT0021">2013</xref>; Urban &#x0026; Naidoo <xref ref-type="bibr" rid="CIT0077">2012</xref>). It is, therefore, imperative to understand the factors that explain the size of SMMEs in order to formulate meaningful policies aimed at enhancing the role of SMMEs as drivers of growth and employment in the economy. This study, therefore, contributes to the literature of SMMEs in South Africa by investigating factors that explain the size of SMMEs in Gauteng province. The investigation is conducted using data from a survey conducted by the National Financial Literacy Association (NFLA) in 2019 on SMMEs that were funded by or had applied for funding from Development Finance Institutions (DFIs) in Gauteng province, South Africa. Consistent with recent studies (see e.g., Botha et al. <xref ref-type="bibr" rid="CIT0009">2021</xref>), the study employs turnover, size of loans and number of employees as proxies of SMME size and uses an ordered logit model and a linear regression model for analysis.</p>
<p>Clearly, SMME size and numerosity are essential in determining the impact of SMMEs on employment creation, innovation, tax revenue expansion, poverty reduction and economic growth (Ramsuraj <xref ref-type="bibr" rid="CIT0069">2023</xref>). Matekenya and Moyo (<xref ref-type="bibr" rid="CIT0048">2022</xref>) noted that SMMEs are a basis for the provision of solutions to the South African economy, which is presently characterised by stagnant economic growth and low levels of employment. It is expected that the expansion of SMMEs should lead to the creation of jobs, consequently contributing meaningfully to the economic growth. Small, medium and micro-enterprise growth is imperative in contributing towards the economy&#x2019;s GDP (Nyika et al. <xref ref-type="bibr" rid="CIT0061">2024</xref>). Furthermore, Ramsuraj (<xref ref-type="bibr" rid="CIT0069">2023</xref>) argued that the growth of SMMEs is important in addressing the country&#x2019;s socio-economic challenges through employment creation. The National Development Plan (NDP) predicted that by 2030, SMMEs will create 90&#x0025; of the 11 million jobs that the government seeks to achieve (National Planning Commission <xref ref-type="bibr" rid="CIT0055">2012</xref>). In response to this target, the South African government employed a nine-point strategy to curb high levels of unemployment by the year 2030. Point seven of the plan outlines measures to develop SMMEs, including those operating in townships and rural areas (Government Communications and Information Systems <xref ref-type="bibr" rid="CIT0030">2015</xref>).</p>
<p>In response to the need to support SMMEs, the South African government has been on a national and provincial mission to create programmes and initiatives aimed at fostering the growth of SMMEs. The initiatives are promoted by some government departments, national and provincial DFIs and other key stakeholders in both the public and private sectors (Small Enterprise Development Agency [SEDA] <xref ref-type="bibr" rid="CIT0072">2021</xref>). These institutions include the Banking Association of South Africa (BASA), Department of Trade and Industry (DTI) and Department of Small Business Development (DSBD) and its agencies, which include the SEDA and Small Enterprise Finance Agency (SEFA) (van Scheers <xref ref-type="bibr" rid="CIT0078">2016</xref>). There are also other DFIs and government agencies like the Gauteng Enterprise Propeller (GEP), Industrial Development Corporation (IDC), National Empowerment Fund (NEF), National Youth Development Agency (NYDA) and International Trade Administration Commission (ITAC) of South Africa. These initiatives highlight the significance of SMMEs in the South African economy and therefore the need for a dedicated and organised approach to ensuring their growth and sustainability (Moagi, Thomas &#x0026; Mara <xref ref-type="bibr" rid="CIT0050">2025</xref>). Accordingly, this study contributes to an improved comprehension of the determinants of SMMEs&#x2019; growth, which is necessary for the development of policies to support SMMEs. Furthermore, the study adds to the scarce empirical studies on the subject, especially in South Africa.</p>
<p>This study is organised into five sections. Following this introduction is a discussion of the definition of SMMEs and measures of SMME size. This is followed by a section that reviews the literature on various determinants of SMME size. The subsequent section outlines the methodology, followed by a section on the empirical findings of the study. The last section is the conclusion.</p>
<sec id="s20002">
<title>Definition of SMMEs and measures of SMME size</title>
<p>In South Africa, the <italic>National Small Business Act, 102 of 1996</italic>, as amended in 2019, defines an SMME as a distinct entity classified as a micro, small or medium enterprise that can operate in any sector or sub-sector of the economy. The Act establishes two proxies for measuring the size of SMMEs: number of employees and annual turnover. Before the 2019 <italic>Act</italic> amendment, these proxies were three, including gross asset value, which was removed because of its complexity. Across all sectors, the number of full-time employees of micro, small and medium enterprises is 0&#x2013;10, 11&#x2013;50 and 51&#x2013;250, respectively, while the size of SMMEs measured in terms of annual turnover varies by sector. According to the amended <italic>National Small Business Act</italic>, for a company to be considered an SMME in South Africa, its total employee count should be no more than 250, with an annual turnover of at most R220 million.</p>
<p>As previously stated, the main objective of this study is to establish the factors that explain the size of SMMEs funded by DFIs in Gauteng province, South Africa. The size of an SMME is imperative; it carries certain benefits like the capability to acclimatise easily to adversative market conditions (Wagner <xref ref-type="bibr" rid="CIT0079">2021</xref>). In addition, the size of an SMME has the potential to demonstrate many elements of a business, such as its operating capacity and revenue, amongst others (SEDA <xref ref-type="bibr" rid="CIT0072">2021</xref>). The study uses three different measures of SMMEs, namely turnover, loan size and number of employees. The European Commission SMME Definition Guide (2016) classified the size of firms according to turnover, number of employees and capital employed (loan size). Small Enterprise Development Agency (2021) also used the same parameters (turnover and number of employees) to define the size of SMMEs in South Africa.</p>
</sec>
<sec id="s20003">
<title>Turnover</title>
<p>Several studies showed that turnover is a preferred measure of firm size, mainly because it effectively affects the firm&#x2019;s growth (see Hasangapon et al., <xref ref-type="bibr" rid="CIT0032">2021</xref>; Opeyemi <xref ref-type="bibr" rid="CIT0066">2019</xref>). However, according to Niresh and Thirunavukkarasu (<xref ref-type="bibr" rid="CIT0060">2014</xref>), turnover as a measure of firm size showed no profound impact on profitability as other factors tend to have a larger impact on a firm&#x2019;s profitability than turnover. Similarly, De Meulenaere et al. (<xref ref-type="bibr" rid="CIT0018">2021</xref>) stated that the approximation of firm size by turnover is influenced by other factors such as human capital, financial resources, social capital and organisational culture. Furthermore, Gaur and Kesavan (<xref ref-type="bibr" rid="CIT0025">2008</xref>) argued that inventory turnover, as a measure of size, increases with the sales growth rate, but its rate of increase is contingent on firm size. As a result of these issues, this study employed number of employees and loan size as alternative measures of firm size, in addition to turnover.</p>
</sec>
<sec id="s20004">
<title>Number of employees</title>
<p>Staff headcount is also used as a measure of the size of a business (see e.g. Pan et al., <xref ref-type="bibr" rid="CIT0067">2023</xref>; SEDA 2018; Wagner <xref ref-type="bibr" rid="CIT0080">2015</xref>). It can also be used to measure the value added by each employee in an organisation (Hashmi et al. <xref ref-type="bibr" rid="CIT0033">2020</xref>). Oi and Idson (<xref ref-type="bibr" rid="CIT0065">1999</xref>) asserted that large firms demand a higher quality of skilled labour and they have a higher proportion of full-time workers. The larger the firm, the more employees it requires. Alvarez et al. (<xref ref-type="bibr" rid="CIT0003">2011</xref>) confirmed that there is a positive relationship between employment and the size of a firm. As the firm grows in operations, it also increases its staff headcount.</p>
</sec>
<sec id="s20005">
<title>Loan size</title>
<p>There is near consensus in the literature that access to credit or the size of funding that firms receive is related to their size. Ngonisa et al. (<xref ref-type="bibr" rid="CIT0058">2023</xref>), McPherson and Rous (<xref ref-type="bibr" rid="CIT0049">2010</xref>) and John and Adebayo (<xref ref-type="bibr" rid="CIT0039">2013</xref>) found that the larger the firm, the more opportunities it has to access finance. Large firms seem to have stronger balance sheets and their financial reporting processes make it easier for funders to approve their loans compared to smaller firms that have challenges such as poor record-keeping and irregular income, which are not appetising to financiers (Chimucheka &#x0026; Rungani <xref ref-type="bibr" rid="CIT0012">2011</xref>; Chowdhury &#x0026; Alam <xref ref-type="bibr" rid="CIT0013">2017</xref>). According to Dietrich (<xref ref-type="bibr" rid="CIT0019">2012</xref>), small firms experienced lower levels of information efficiency which affects their ability to access financial resources. Jackson et al. (<xref ref-type="bibr" rid="CIT0038">2018</xref>) maintained that small loans are usually less profitable, which makes them less attractive compared to large loans. The study further indicated that there is an imbalance in access to credit, which is also influenced by other aspects such as demographics and the size of the business applying for credit (Jackson et al. <xref ref-type="bibr" rid="CIT0038">2018</xref>).</p>
<p>Access to finance for SMMEs in South Africa has been highlighted as a major obstacle, hindering their growth and sustainability because of underdeveloped credit assessment tools for small enterprises (FinMark Trust <xref ref-type="bibr" rid="CIT0024">2015</xref>). According to the OECD (<xref ref-type="bibr" rid="CIT0064">2020</xref>), stringent credit evaluations lead to information irregularities, which prohibit creditors from making sound credit decisions for SMMEs. Small Enterprise Development Agency (2018) asserted that ample access to finance assists owner-managers to grow their businesses, expanding in size and thereby increasing revenue and the number of jobs. This requires an inclusive banking system where community savings are effectively injected back into the economy to augment trade and industry.</p>
</sec>
<sec id="s20006">
<title>Determinants of small, medium and micro-enterprise size</title>
<p>The relationship between the size of a firm and the years in operation, financial literacy, financial instruments used to finance SMMEs, institutions where the SMMEs receive funding from and how the SMMEs use loans and grants has been investigated by several studies (see e.g. Cowling, Liu &#x0026; Zhang <xref ref-type="bibr" rid="CIT0016">2018</xref>; Wellalage, Locke &#x0026; Samujh <xref ref-type="bibr" rid="CIT0082">2020</xref>; Ye &#x0026; Kulathunga <xref ref-type="bibr" rid="CIT0083">2019</xref>).</p>
</sec>
<sec id="s20007">
<title>Operation experience</title>
<p>It is apparent that SMMEs that have been in business for a long period are assumed to have gathered valuable experience which affects their growth and consequently size, and they tend to be investment-ready (Coad et al. <xref ref-type="bibr" rid="CIT0014">2018</xref>). The number of years in business matters when firms seek business support resources such as access to markets and finance, which propel their growth (Cowling et al. <xref ref-type="bibr" rid="CIT0016">2018</xref>). Small, medium and micro-enterprises with an insufficient operating history experience challenges when they seek to access finance. Without a solid operating history, their loans are likely to be rejected (Fatoki <xref ref-type="bibr" rid="CIT0023">2014</xref>). After all, financiers are not keen to finance a firm that has been in business for a long time, but has not achieved a significant level of success and credibility (Avevor <xref ref-type="bibr" rid="CIT0005">2016</xref>). Financiers believe that more years in business could indicate that the owner-manager has vast experience in how things work in the business (OECD <xref ref-type="bibr" rid="CIT0063">2017</xref>). However, Coad, Segarra and Teruel (<xref ref-type="bibr" rid="CIT0015">2016</xref>) asserted that there is an inverse relationship between the years in operation and a firm&#x2019;s growth rate. The newer the firm, the faster it grows. Younis and Sundarakani (<xref ref-type="bibr" rid="CIT0084">2019</xref>) further asserted that the age of the firm is not related to its operational ability and hence its performance.</p>
</sec>
<sec id="s20008">
<title>Financial literacy</title>
<p>Fatoki (<xref ref-type="bibr" rid="CIT0023">2014</xref>) argued that a lack of financial literacy in SMMEs negatively affects their growth potential and hence their size. These studies asserted that SMMEs are not getting adequate support, particularly with financial management skills and the expertise required to exercising money management skills in their business operations. This lack of financial and business literacy skills affects SMMEs&#x2019; ability to access financial resources, thereby adversely affecting their growth and size. It also contributed to the mismanagement of funds by owner-managers (Hussain, Millman &#x0026; Matlay <xref ref-type="bibr" rid="CIT0034">2006</xref>). Eresia-Eke and Raath (<xref ref-type="bibr" rid="CIT0021">2013</xref>) claimed that SMME owner-managers often lack the necessary skills required to efficiently look after the financial aspects of their businesses. Rogerson (<xref ref-type="bibr" rid="CIT0070">2008</xref>) further argued that a lack of financial knowledge because of a lack of financial literacy training could be a limitation for SMMEs to implement proper financial management in their operations and subsequently, business growth. Small, medium and micro-enterprises that are receiving ongoing structured development are likely to do well in their business and increase their turnover and hence size (Eresia-Eke &#x0026; Raath <xref ref-type="bibr" rid="CIT0021">2013</xref>).</p>
</sec>
<sec id="s20009">
<title>Funding Institutions</title>
<p>Agwa-Ejon and Mbohwa (<xref ref-type="bibr" rid="CIT0002">2015</xref>) and Chimucheka and Rungani (<xref ref-type="bibr" rid="CIT0012">2011</xref>) argued that the nature of support that financial institutions offer SMMEs is dependent on their size and development phase. The larger and more formalised the business, the more access it has to funding from various financial institutions (Mutezo <xref ref-type="bibr" rid="CIT0053">2024</xref>). The literature further states that financial institutions do not fund SMMEs like they fund large businesses. This is because of a banking system and credit scoring method that is not flexible to accommodate the needs of SMMEs, and when they lend, they charge higher costs as they classify SMMEs as a risky category to finance (Ibrahim &#x0026; Aliero <xref ref-type="bibr" rid="CIT0035">2012</xref>; Wellalage et al. <xref ref-type="bibr" rid="CIT0082">2020</xref>). The operating conditions of various financial institutions affect the availability of funding for SMMEs because of their size and risk profile (Berger &#x0026; Udell <xref ref-type="bibr" rid="CIT0007">2006</xref>). The BASA (<xref ref-type="bibr" rid="CIT0006">2018</xref>) asserted that there is an outstanding issue between financial institutions and SMMEs, especially with banks, which emanates from a strong risk aversion by commercial banks towards SMMEs, especially start-ups and smaller businesses. This leads to SMMEs seeking financial resources from different institutions using the same business plan to increase their chances of making it through the institutions&#x2019; credit scoring (Finmark Trust <xref ref-type="bibr" rid="CIT0024">2015</xref>). Small firms&#x2019; credit scoring is carried out by analysing the historical data of the SMME&#x2019;s owner-manager (OECD <xref ref-type="bibr" rid="CIT0062">2015</xref>). This approach is crucial in improving tools to measure the firm&#x2019;s creditworthiness to combat the challenge of information asymmetry between financial institutions and small businesses (OECD <xref ref-type="bibr" rid="CIT0062">2015</xref>). Financial institutions are also disinclined to offer their services to small firms because of higher monitoring costs (BASA <xref ref-type="bibr" rid="CIT0006">2018</xref>).</p>
</sec>
<sec id="s20010">
<title>Financial Instruments</title>
<p>According to Gbandi and Amissah (<xref ref-type="bibr" rid="CIT0028">2014</xref>), capital structure has been an unending theoretical debate in business finance. In the literature, there is little evidence on how firms choose between financial instruments such as debt and/or equity. Godke Veiga and McCahery (<xref ref-type="bibr" rid="CIT0029">2019</xref>) argued that SMMEs seem to be prone to liquidity constraints more than large firms because bigger firms have more access to a variety of financial instruments. In addition, some studies have observed that bigger firms have access to more exotic financial instruments compared to smaller firms (see e.g. Masiak et al. <xref ref-type="bibr" rid="CIT0047">2019</xref>). McPherson and Rous (<xref ref-type="bibr" rid="CIT0049">2010</xref>) and John and Adebayo (<xref ref-type="bibr" rid="CIT0039">2013</xref>) investigated the relationship between the firm size and access to credit. Their results showed that the larger the firm, the more opportunities it has to access finance. Large firms seem to have stronger balance sheets and their financial reporting processes make it easier for funders to approve their loans compared to smaller firms that have challenges such as poor record-keeping and irregular income, which are not appetising to financiers (Chimucheka &#x0026; Rungani <xref ref-type="bibr" rid="CIT0012">2011</xref>; Chowdhury &#x0026; Alam <xref ref-type="bibr" rid="CIT0013">2017</xref>). According to Dietrich (<xref ref-type="bibr" rid="CIT0019">2012</xref>), small firms experience lower levels of information efficiency which affects their ability to access financial resources. Jackson et al. (<xref ref-type="bibr" rid="CIT0038">2018</xref>) maintained that small loans are usually less profitable, which makes them less attractive compared to large loans. The study further indicated that there is an imbalance in access to credit, which is also influenced by other aspects such as demographics and the size of the business applying for credit (Jackson et al. <xref ref-type="bibr" rid="CIT0038">2018</xref>).</p>
</sec>
<sec id="s20011">
<title>Fund use</title>
<p>The character and skills of the owner-manager influence the performance and growth of the firm and hence its size (Leboea <xref ref-type="bibr" rid="CIT0044">2017</xref>; OECD, <xref ref-type="bibr" rid="CIT0063">2017</xref>; Ye &#x0026; Kulathunga <xref ref-type="bibr" rid="CIT0083">2019</xref>). Sikenyi (<xref ref-type="bibr" rid="CIT0074">2017</xref>) argued that SMME managers can mismanage the funds and use them for what they were not intended for, which affects the growth of their firms. The literature demonstrates the importance of understanding the financial appetite of SMMEs, the financial instruments they are likely to access and use, and their relationship with the firm size (Moritz, Block &#x0026; Heinz <xref ref-type="bibr" rid="CIT0051">2016</xref>). Leeuw (<xref ref-type="bibr" rid="CIT0045">2013</xref>) highlighted the importance of post-investment support in determining how owner-managers use funds disbursed to their SMMEs.</p>
</sec>
</sec>
<sec id="s0012">
<title>Research methods and design</title>
<sec id="s20013">
<title>Study area</title>
<p>The study used secondary data independently collected by the NFLA in 2019 from SMMEs in Gauteng, the smallest province in South Africa, covering 18 176 square kilometres (1.5&#x0025; of the country&#x2019;s land area). Although small in size, the province is the country&#x2019;s economic hub and the biggest contributor to the country&#x2019;s GDP (Gauteng Provincial Government <xref ref-type="bibr" rid="CIT0027">2018</xref>). In 2018, Gauteng contributed 34&#x0025; to South Africa&#x2019;s GDP (Statistics South Africa <xref ref-type="bibr" rid="CIT0076">2018</xref>). In addition, nearly 20&#x0025; of the country&#x2019;s population is located in Gauteng, and the province is viewed as an economic hub for entrepreneurs to engage in business activities (GEP <xref ref-type="bibr" rid="CIT0026">2019</xref>). More than 30&#x0025; of SMMEs, the largest concentration of SMMEs in South Africa, are located in Gauteng (SEDA 2019).</p>
<p>According to the Gauteng Provincial Government (<xref ref-type="bibr" rid="CIT0027">2018</xref>), the core sectors that drive the provincial economy are agriculture, mining, manufacturing, construction and services. The SMMEs emerging in Gauteng are mostly operating in these sectors (Gauteng Provincial Government <xref ref-type="bibr" rid="CIT0027">2018</xref>). The large population living in the province creates opportunities for SMMEs because of considerable demand, accompanied by an increasing relocation pattern to the province in search of employment opportunities (Statistics South Africa <xref ref-type="bibr" rid="CIT0076">2018</xref>).</p>
<p>According to SEDA (2019), there are about 2 550 540 SMMEs in South Africa operating in both the formal and informal sectors, 736 198 (28.86&#x0025;) of which are formally registered. The SMME sector has created 10 839 819 jobs in the country. In addition, Gauteng has a Total Early-stage Entrepreneurial Activity (TEA) rate of 13.3&#x0025;, compared to 11.5&#x0025; for the rest of South Africa (SEDA 2019). Indisputably, Gauteng has the highest SMME activity compared to the rest of the country. It is against the foregoing that this study focuses on the formal SMMEs operating in Gauteng province, South Africa.</p>
</sec>
<sec id="s20014">
<title>Population and sample</title>
<p>In Gauteng, there are about 736 198 formally registered SMMEs (SEDA 2019). Although this number is high, most SMMEs still struggle financially and only a few receive financial and non-financial support from private sector institutions and/or Development Finance Institutions (Agwa-Ejon &#x0026; Mbohwa <xref ref-type="bibr" rid="CIT0002">2015</xref>). According to Dikaiakos et al. (<xref ref-type="bibr" rid="CIT0020">2017</xref>), 28&#x0025; of SMMEs ceased operations between 2016 and 2017 because of poor access to finance, which is almost double the average for other African countries, estimated at 15.6&#x0025; over the same period. The Small Enterprise Finance Agency (2019) outlined that about 72 894 SMMEs and cooperatives were funded in the 2018&#x2013;2019 financial year. The GEP supported 374 SMMEs across the 11 priority sectors through the provision of Loans, Community Fund Grants and the Township Business Renewal Program (GEP <xref ref-type="bibr" rid="CIT0026">2019</xref>). The NEF (<xref ref-type="bibr" rid="CIT0054">2020</xref>) suggested that NEF has approved 927 cases for funding since its inception in 2004. The National Youth Development Agency (2019) indicated that the agency had disbursed grants to 1103 businesses in 2019. The loan and grant approvals of these institutions combined are still far less than the number of formal businesses available in Gauteng (SEDA 2019).</p>
<p>This study uses secondary data collected by the NFLA, independent of this study, in 2019. The data were collected from SMMEs that had applied for funding or were funded by any of the following four Development Finance Institutions: NYDA, NEF, SEFA and GEP. The NFLA sent out emails to its Gauteng database of 4200 SMMEs operating in all sectors, inviting those who have applied and/or have received funding from the four DFIs mentioned above to participate in the survey. In total, 136 SMMEs expressed their interest to participate in the study. National Financial Literacy Association then sent out questionnaires to these 136 SMMEs and 100 responses were received. The data were analysed from these questionnaires to address the research questions of the study.</p>
<p>Effectively, NFLA used convenience sampling because the participating SMMEs were in their database. Convenience sampling is a non-probability sampling method where the sample is drawn from a group of subjects because of their ease of accessibility and proximity to the researcher (Speak et al. <xref ref-type="bibr" rid="CIT0075">2018</xref>). Etikan, Musa and Alkassim (<xref ref-type="bibr" rid="CIT0022">2016</xref>) asserted that convenience sampling is a non-random sampling technique where the target population meets certain criteria, including easy accessibility, geographical proximity, availability and willingness to participate.</p>
</sec>
<sec id="s20015">
<title>Model specification</title>
<p>This study takes a quantitative approach. To measure SMME size, we use three different variables, namely turnover, loan size and number of employees. Turnover and loan size are ordinal variables, while the number of employees is a discrete variable. Accordingly, an ordered logit model is used to estimate the &#x2018;turnover&#x2019; and &#x2018;loan size&#x2019; models, while an ordinary least squares model is used in the &#x2018;number of employees&#x2019; regression. The regressions were conducted in STATA.</p>
<p>Two standard techniques are often used in the literature when analysing categorical variables. These are the logit and probit models. These models are used to estimate the functional relationship between the dependent (categorical) and independent variables, which may be a combination of categorical and discrete variables (Chen &#x0026; Tsurumi <xref ref-type="bibr" rid="CIT0011">2010</xref>). The literature reveals that the logit and probit models have minor technical differences when one of them is used and that, on the whole, they yield similar results (Hahn &#x0026; Soyer <xref ref-type="bibr" rid="CIT0031">2005</xref>; Ngalawa <xref ref-type="bibr" rid="CIT0056">2012</xref>). This study uses the logit model to regress ordered categorical variables (turnover and loan size, as measures of firm size) on a set of explanatory variables.</p>
<p>A categorical variable is a number whose values can be put into a countable set of distinct groups based on their respective characteristics (Kaur <xref ref-type="bibr" rid="CIT0041">2013</xref>). If there is clear ordering of the categories, it is referred to as an ordinal variable. Following Gaur and Kesavan (<xref ref-type="bibr" rid="CIT0025">2008</xref>), Kumar and Kaur (<xref ref-type="bibr" rid="CIT0043">2016</xref>) and De Meulenaere et al. (<xref ref-type="bibr" rid="CIT0018">2021</xref>), we use turnover as the primary measure of firm size. For the robustness check, the study also regresses loan size and number of employees as an alternative measure of SMME size on the same set of explanatory variables.</p>
<p>To demonstrate the specification of the model, suppose <italic>Y<sub>i</sub></italic> denotes the measure of firm size as a dependent variable and <italic>Z<sub>i</sub></italic> is a vector of independent or explanatory variables. The relationship can be presented as:
<disp-formula id="FD1"><alternatives><mml:math display="block" id="M1"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi>f</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Z</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJESBM-17-1036-e001.tif"/></alternatives><label>[Eqn 1]</label></disp-formula>
where <italic>i</italic> is the number of SMMEs. We employ turnover, number of employees and loan size as measures of SMME size (<italic>Y<sub>i</sub></italic>).</p>
<p>An ordinal logit regression model models the relationship between an ordinal response variable and a set of predictors (Adeleke &#x0026; Adepoju <xref ref-type="bibr" rid="CIT0001">2010</xref>). Estimation using a logit regression starts with the transformation of the dependent variable, followed by the use of the maximum likelihood approach to estimate the parameters.</p>
<p>Suppose <italic>Y<sub>i</sub></italic> &#x2192; <italic>k</italic>, where the elements of <italic>k</italic> are represented by <italic>k</italic> &#x2208; (1, 2, 3, 4, 5), and the probability of each ordered category of <italic>k</italic> occurring is described by:
<disp-formula id="FD2"><alternatives><mml:math display="block" id="M2"><mml:mrow><mml:mi>P</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>k</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mi>k</mml:mi></mml:msup><mml:mtext>&#x2009;</mml:mtext><mml:mo>&#x2200;</mml:mo><mml:mtext>&#x2009;</mml:mtext><mml:mi>k</mml:mi><mml:mo>&#x2208;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mn>5</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJESBM-17-1036-e002.tif"/></alternatives><label>[Eqn 2]</label></disp-formula></p>
<p>The (5 &#x2013; 1) cumulative probabilities are given by:
<disp-formula id="FD3"><alternatives><mml:math display="block" id="M3"><mml:mrow><mml:msup><mml:mi>&#x03C6;</mml:mi><mml:mi>k</mml:mi></mml:msup><mml:mo>=</mml:mo><mml:mi>P</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>&#x2264;</mml:mo><mml:mi>k</mml:mi><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mn>1</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mo>&#x2026;</mml:mo><mml:mo>+</mml:mo><mml:msup><mml:mi>&#x03C1;</mml:mi><mml:mi>k</mml:mi></mml:msup><mml:mo>&#x2200;</mml:mo><mml:mi>k</mml:mi><mml:mtext>&#x2009;</mml:mtext><mml:mo>&#x2208;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJESBM-17-1036-e003.tif"/></alternatives><label>[Eqn 3]</label></disp-formula>
where <italic>&#x03C6;</italic><sup>5</sup> = <italic>P</italic>(<italic>Y<sub>i</sub></italic> &#x2264; 5) = 1. The ordinal logit model, therefore, is given by:
<disp-formula id="FD4"><alternatives><mml:math display="block" id="M4"><mml:mtable columnalign="left"><mml:mtr><mml:mtd><mml:msub><mml:mi>L</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi>l</mml:mi><mml:mi>o</mml:mi><mml:mi>g</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:msubsup><mml:mi>&#x03C1;</mml:mi><mml:mi>i</mml:mi><mml:mi>k</mml:mi></mml:msubsup></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msubsup><mml:mi>&#x03C1;</mml:mi><mml:mi>i</mml:mi><mml:mi>k</mml:mi></mml:msubsup></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>l</mml:mi><mml:mi>o</mml:mi><mml:mi>g</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mi>P</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>&#x2264;</mml:mo><mml:mi>k</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mi>P</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Y</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>&#x003E;</mml:mo><mml:mi>k</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mtext>&#x2003;&#x2003;</mml:mtext><mml:mo>=</mml:mo><mml:msup><mml:mi>&#x03B1;</mml:mi><mml:mi>k</mml:mi></mml:msup><mml:mo>&#x2212;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:msub><mml:mi>Z</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mo>&#x2026;</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B2;</mml:mi><mml:mi>k</mml:mi></mml:msub><mml:msub><mml:mi>Z</mml:mi><mml:mrow><mml:mi>k</mml:mi><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mtd></mml:mtr></mml:mtable></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJESBM-17-1036-e004.tif"/></alternatives><label>[Eqn 4]</label></disp-formula>
where <italic>L<sub>i</sub></italic> is the regressand or the ordinal logit. Our dependent variable <italic>Y<sub>i</sub></italic> is categorical. Therefore, the empirical regression equation is given by:
<disp-formula id="FD5"><alternatives><mml:math display="block" id="M5"><mml:mtable columnalign="left"><mml:mtr><mml:mtd><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:mi>z</mml:mi><mml:mi>e</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mi>Y</mml:mi><mml:mi>e</mml:mi><mml:mi>a</mml:mi><mml:mi>r</mml:mi><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mi>I</mml:mi><mml:mi>n</mml:mi><mml:mi>s</mml:mi><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mn>3</mml:mn></mml:msub><mml:mi>F</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi><mml:mi>l</mml:mi><mml:mi>i</mml:mi><mml:mi>t</mml:mi></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mtext>&#x0009;</mml:mtext><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mn>4</mml:mn></mml:msub><mml:mi>I</mml:mi><mml:mi>n</mml:mi><mml:mi>s</mml:mi><mml:mi>t</mml:mi><mml:mi>r</mml:mi><mml:mi>u</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mn>5</mml:mn></mml:msub><mml:mi>F</mml:mi><mml:mi>u</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi><mml:mi>s</mml:mi><mml:mi>u</mml:mi><mml:mi>s</mml:mi><mml:mi>e</mml:mi><mml:mo>+</mml:mo><mml:mi>&#x03C9;</mml:mi></mml:mtd></mml:mtr></mml:mtable></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJESBM-17-1036-e005.tif"/></alternatives><label>[Eqn 5]</label></disp-formula>
where <italic>Size</italic> depicts turnover, loan size and number of employees; <italic>&#x03B4;<sub>i</sub></italic> are parameter estimates of the explanatory variables; <italic>Years</italic> (years in operation), <italic>Inst</italic> (number of institutions that the funding was received from by an SMME), <italic>Finlit</italic> (financial literacy training provided before the funds were disbursed), <italic>Instru</italic> (financial instrument used to fund the SMME) and <italic>Fundsuse</italic> (use of funds) are explanatory variables and <italic>&#x03C9;</italic> is a disturbance term. This model was estimated using ordinary least squares (OLS).</p>
</sec>
<sec id="s20016">
<title>Description of the dependent variables</title>
<p>In South Africa, there are two measures gazetted in determining the size of an SMME, namely the number of employees and total annual turnover. Turnover as a measure of size is imperative as it is also used by the country&#x2019;s National Treasury in its turnover tax relief system which aims to support survivalist small businesses with their tax compliance to encourage their growth (Schutte et al. <xref ref-type="bibr" rid="CIT0071">2019</xref>). In this study, turnover as a measure of SMME size is an ordered categorical variable with five categories, namely: (1) R1.00 to R100 000.00; (2) R100 001.00 to R1 million; (3) R1 000 001.00 to R5 million; (4) R5 000 001.00 to R50 million; and (5) R50 000 001.00 and above. It is coded as 0,1,2,3 and 4, for the first, second, third, fourth and fifth categories as outlined above, in that order. The number of employees depicts the staff headcount in an organisation that is fulfilling operational and management roles. It has also been used to measure the value added by each employee in an organisation (Hashmi et al. <xref ref-type="bibr" rid="CIT0033">2020</xref>). This is a discrete variable that takes on finite non-negative numerical values. Furthermore, this employs the size of loans to proxy the size of an SMME because their annual growth rates are determined by the availability of funds and are positively related to firm size, such that larger firms display higher average growth (OECD <xref ref-type="bibr" rid="CIT0064">2020</xref>). Loan size is an ordered categorical variable and is measured in five categories, namely: (1) R1.00 to R10 000.00; (2) R10 001.00 to R100 000.00; (3) R100 001.00 to R1 million; (4) R1 000 001.00 to R5 million; and (5) R5 000 001.00 and above. It is coded as 0,1,2,3 and 4, for the first, second, third, fourth and fifth categories, respectively.</p>
</sec>
<sec id="s20017">
<title>Description of the explanatory variables</title>
<p>The number of institutions (<italic>Inst</italic>) measures the extent to which SMMEs access funding from more than one development finance institution using the same business plan. This variable is binary, taking on a value of zero (0) for SMMEs that received funds from one institution and one for those who received funds from two or more institutions. The number of years in operation (<italic>Years</italic>) is a discrete variable that captures the age or number of years a firm has been trading. It is also an indicator of the trading history of a company. Financial literacy (<italic>Finlit</italic>) measures whether financial literacy training was provided by the Development Finance Institutions to the owner-managers before the disbursement of funds, and the same is used as a proxy for financial knowledge. It is a binary variable taking a value of zero for &#x2018;No training provided&#x2019; and one for &#x2018;Yes, training provided&#x2019;. Financial instrument (<italic>Instru</italic>) is categorical where the reference group is &#x2018;mostly debt&#x2019; denoted by zero; &#x2018;mostly equity&#x2019; is coded as one; and equal portions of debt and equity are coded as two. The use of funds (<italic>Funduse</italic>) variable measures whether the borrowed funds were used according to the intended purpose, or not, by SMMEs. It is binary and taps into the character of the owner-manager. It takes the value &#x2018;one&#x2019; if monies received were utilised for what they were intended for and zero if otherwise.</p>
</sec>
<sec id="s20018">
<title>Ethical considerations</title>
<p>This study followed all ethical standards for research without direct contact with human or animal subjects.</p>
</sec>
</sec>
<sec id="s0019">
<title>Results</title>
<sec id="s20020">
<title>Descriptive statistics</title>
<p>The descriptive statistics are presented in <xref ref-type="table" rid="T0001">Table 1</xref>. The Table shows that the majority of the SMMEs sampled were small and micro-enterprises. Amongst these firms, 31&#x0025; had a turnover of less than or equal to R100 000.00; 71&#x0025; had a turnover of less than or equal to R1 million; 89&#x0025; had less than 10 employees; 28&#x0025; borrowed less than or equal to R10 000.00; and 72&#x0025; borrowed less than or equal to R100 000.00. Very few firms in the sample can be categorised as medium-sized. It is observed that only 8&#x0025; of the firms had a turnover between R5.1 million and R50 million; none of the firms had a turnover of more than R50 million; only 9&#x0025; of the firms borrowed more than R1 million; and none of the firms employs more than 50 people.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Descriptive statistics.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="center">Number of respondents</th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="3"><bold>Turnover</bold></td>
</tr>
<tr>
<td align="left">R1.00 &#x2013; R100 000.00</td>
<td align="center">31</td>
<td align="center">31</td>
</tr>
<tr>
<td align="left">R100 001.00 &#x2013; R1 000 000.00</td>
<td align="center">40</td>
<td align="center">40</td>
</tr>
<tr>
<td align="left">R1 000 001.00 &#x2013; R5 000 000.00</td>
<td align="center">21</td>
<td align="center">21</td>
</tr>
<tr>
<td align="left">R5 000 001.00 &#x2013; R50 000 000.00</td>
<td align="center">8</td>
<td align="center">8</td>
</tr>
<tr>
<td align="left">Over R50 Million</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Number of employees</bold></td>
</tr>
<tr>
<td align="left">1&#x2013;10</td>
<td align="center">89</td>
<td align="center">89</td>
</tr>
<tr>
<td align="left">11&#x2013;50</td>
<td align="center">11</td>
<td align="center">11</td>
</tr>
<tr>
<td align="left">51&#x2013;250</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Loan size</bold></td>
</tr>
<tr>
<td align="left">R1.00 &#x2013; R10 000.00</td>
<td align="center">28</td>
<td align="center">28</td>
</tr>
<tr>
<td align="left">R10 001.00 &#x2013; R100 000.00</td>
<td align="center">44</td>
<td align="center">44</td>
</tr>
<tr>
<td align="left">R100 001.00 &#x2013; R1 000 000.00</td>
<td align="center">19</td>
<td align="center">19</td>
</tr>
<tr>
<td align="left">R1 000 001.00 &#x2013; R5 000 000.00</td>
<td align="center">7</td>
<td align="center">7</td>
</tr>
<tr>
<td align="left">Over R5 million</td>
<td align="center">2</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Number of institutions</bold></td>
</tr>
<tr>
<td align="left">1</td>
<td align="center">84</td>
<td align="center">84</td>
</tr>
<tr>
<td align="left">2&#x2013;3</td>
<td align="center">16</td>
<td align="center">16</td>
</tr>
<tr>
<td align="left">Over 3</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Number of years in operation</bold></td>
</tr>
<tr>
<td align="left">&#x003C; 1</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">1&#x2013;3</td>
<td align="center">59</td>
<td align="center">59</td>
</tr>
<tr>
<td align="left">3&#x2013;5</td>
<td align="center">24</td>
<td align="center">24</td>
</tr>
<tr>
<td align="left">&#x003E; 5</td>
<td align="center">17</td>
<td align="center">17</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Instruments</bold></td>
</tr>
<tr>
<td align="left">Debt</td>
<td align="center">23</td>
<td align="center">23</td>
</tr>
<tr>
<td align="left">Equity</td>
<td align="center">70</td>
<td align="center">70</td>
</tr>
<tr>
<td align="left">Equal portions of debt and equity</td>
<td align="center">7</td>
<td align="center">7</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Effective fund use</bold></td>
</tr>
<tr>
<td align="left">Yes</td>
<td align="center">73</td>
<td align="center">73</td>
</tr>
<tr>
<td align="left">No</td>
<td align="center">27</td>
<td align="center">27</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Financial literacy</bold></td>
</tr>
<tr>
<td align="left">Yes</td>
<td align="center">70</td>
<td align="center">70</td>
</tr>
<tr>
<td align="left">No</td>
<td align="center">30</td>
<td align="center">30</td>
</tr>
</tbody>
</table>
</table-wrap>
<p><xref ref-type="table" rid="T0001">Table 1</xref> shows that over two-thirds of the sampled firms (72&#x0025;) borrowed less than or equal to R100 000.00, which shows that a majority of the sampled SMMEs have limited access to credit. This explains why one finds that a majority (70&#x0025;) of the sampled SMMEs were equity-financed, relative to 23&#x0025; that were debt-financed, and 7&#x0025; that had an equal mix of debt and equity financing. This also explains why a large proportion of the sampled SMMEs (73&#x0025;) supported effective fund use to maximise the return on their equity investments. The majority (59&#x0025;) of the sampled SMMEs had been in business for 1&#x2013;3 years, followed by 24&#x0025; that had been in business for 3&#x2013;5 years, while the remainder (only 17&#x0025;) had been in business for more than 5 years. Finally, <xref ref-type="table" rid="T0001">Table 1</xref> shows that a large proportion (70&#x0025;) of the sampled entrepreneurs were financially literate.</p>
</sec>
<sec id="s20021">
<title>Determinants of small, medium and micro-enterprise size using turnover as a proxy for small, medium and micro-enterprise size</title>
<p>To establish factors that explain SMME size, the study estimates the determinants of firm size using &#x2018;turnover&#x2019; as a measure of firm size in the primary regression and &#x2018;number of employees&#x2019; and &#x2018;loan size&#x2019; as alternative measures of firm size in robustness check estimations. Estimation results of the ordinal logistic regression model with turnover used as a proxy for SMME size (from <xref ref-type="disp-formula" rid="FD5">Eqn 5</xref>), are presented in <xref ref-type="table" rid="T0002">Table 2</xref>. Model-based standard errors are used in the first regression (reported as Regression 1) and robust standard errors are used in the second regression (reported as Regression 2). Robust standard errors, also referred to as Huber&#x2013;White standard errors, adjust the model-based standard errors using the empirical inconsistency of the model residuals, which are the differences between the experimental outcome and the outcome forecasted by the statistical model (Mansournia et al. <xref ref-type="bibr" rid="CIT0046">2021</xref>). In the analyses, we employ both robust standard errors to check that the study results remain relatively the same even with possibilities of heteroscedasticity across clusters of observations.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Estimation results of the ordinal logistic regression model with turnover as a proxy for small, medium and micro-enterprise size.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="center">Regression 1</th>
<th valign="top" align="center">Regression 2</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Years</td>
<td align="center">1.42<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref> (0.17)</td>
<td align="center">1.42<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref> (0.17)</td>
</tr>
<tr>
<td align="left">Institutions</td>
<td align="center">2.55 (1.62)</td>
<td align="center">2.55 (1.61)</td>
</tr>
<tr>
<td align="left">Financial literacy</td>
<td align="center">1.08 (1.17)</td>
<td align="center">1.08 (0.75)</td>
</tr>
<tr>
<td align="left">Funds use</td>
<td align="center">1.48 (1.63)</td>
<td align="center">1.48 (1.05)</td>
</tr>
<tr>
<td align="left">Mostly equity</td>
<td align="center">0.26<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref> (0.12)</td>
<td align="center">0.26<xref ref-type="table-fn" rid="TFN0001">&#x002A;&#x002A;&#x002A;</xref> (0.12)</td>
</tr>
<tr>
<td align="left">Debt and equity (equal proportions)</td>
<td align="center">2.15 (1.91)</td>
<td align="center">2.15 (1.62)</td>
</tr>
<tr>
<td align="left">Pseudo <italic>R</italic><sup>2</sup></td>
<td align="center">-</td>
<td align="center">0.16</td>
</tr>
<tr>
<td align="left">Probability &#x003E; Chi<sup>2</sup></td>
<td align="center">-</td>
<td align="center">0.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Note: Dependent variable = Turnover; Model standard errors and robust standard errors are in parentheses. Regression 1 reports standard errors, and Regression 2 reports robust standard errors.</p></fn>
<fn id="TFN0001"><label>&#x002A;&#x002A;&#x002A;</label><p>, denotes the odd ratio&#x2019;s statistical significance at 1&#x0025;.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The results reveal that if the size of SMMEs is measured using turnover, it is only the estimated coefficients of the &#x2018;number of years in operation&#x2019; and &#x2018;equity&#x2019; that are positive and statistically significant. The rest of the variables are statistically insignificant. This finding implies that the size of SMMEs (as measured by turnover) increases with the number of years in business and with equity as a source of financing (in comparison to debt). The number of years in business ideally translates to experience, and as stated by Kim (<xref ref-type="bibr" rid="CIT0042">2022</xref>) and Atzmon, Vanderstraeten and Albers (<xref ref-type="bibr" rid="CIT0004">2022</xref>), experience is an important factor for business growth, including SMMEs.</p>
<p>In the case of SMMEs, equity represents hard-earned money saved over a long period to start an entrepreneurial business, as opposed to debt which can be conveniently obtained from financial institutions. As equity, in the perspective of SMMEs, is personal savings from hard-earned cash, entrepreneurs tend to exercise discipline to maximise the return on their investment. This is reflected in the descriptive statistics, which show that 73&#x0025; of the respondents reported that they make good use of their business funds. Entrepreneurs, alternatively, have a proclivity for misusing debt, possibly because of the ease with which they can obtain it.</p>
<p>Furthermore, <xref ref-type="table" rid="T0002">Table 2</xref> shows that the &#x2018;number of institutions from which the funding was received&#x2019;, &#x2018;financial literacy&#x2019;, &#x2018;debt instrument&#x2019; and &#x2018;fund use&#x2019; have no significant impact on SMME turnover. It is possible that these variables primarily apply to SMMEs that are debt-financed or have a significant proportion of debt in their capital structure, in which case their size is determined by the number of financial institutions willing to extend debt, financial literacy and the proper use of funds as reflected in their financial statements. If this is correct, then this finding indicates that the sample of this study constituted mostly SMMEs which were equity rather than debt-financed. This is consistent with the descriptive statistics in <xref ref-type="table" rid="T0001">Table 1</xref>, which show that 70&#x0025; of the SMMEs sampled in this study were financed with equity, while debt and a mix of debt and equity are recorded as the source of financing in 23&#x0025; and 7&#x0025; of the SMMEs, respectively. Furthermore, <xref ref-type="table" rid="T0001">Table 1</xref> shows that 92&#x0025; of the sampled SMMEs were micro-enterprises, which are defined in the literature as having limited access to loans and poor fund management because of financial illiteracy and a lack of track records (Bvuma &#x0026; Marnewick <xref ref-type="bibr" rid="CIT0010">2020</xref>).</p>
</sec>
<sec id="s20022">
<title>Determinants of small, medium and micro-enterprise size using number of employees and loan size as proxies for small, medium and micro-enterprise size</title>
<p>The findings in <xref ref-type="table" rid="T0002">Table 2</xref> were tested for robustness using &#x2018;number of employees&#x2019; and &#x2018;loan size&#x2019; as proxies for the size of SMMEs. While some variables are consistent with the estimates in <xref ref-type="table" rid="T0002">Table 2</xref>, others are not. The estimation results for the robustness check are shown in <xref ref-type="table" rid="T0003">Table 3</xref>.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Estimation results of determinants of small, medium and micro-enterprise size using &#x2018;number of employees&#x2019; and &#x2018;loan size&#x2019; as proxies for small, medium and micro-enterprises size.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" colspan="2">Dependent variable: Number of employees<hr/></th>
<th valign="top" align="center" colspan="2">Dependent variable: Loan size<hr/></th>
</tr>
<tr>
<th valign="top" align="center">Regression 1</th>
<th valign="top" align="center">Regression 2</th>
<th valign="top" align="center">Regression 1</th>
<th valign="top" align="center">Regression 2</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Years</td>
<td align="center">0.83<xref ref-type="table-fn" rid="TFN0002">&#x002A;&#x002A;</xref> (0.22)</td>
<td align="center">0.83<xref ref-type="table-fn" rid="TFN0002">&#x002A;&#x002A;</xref> (0.33)</td>
<td align="center">0.97 (0.12)</td>
<td align="center">0.97 (0.12)</td>
</tr>
<tr>
<td align="left">Institutions</td>
<td align="center">1.41 (1.31)</td>
<td align="center">1.41 (1.54)</td>
<td align="center">2.58<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref> (2.66)</td>
<td align="center">2.58<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref> (0.00)</td>
</tr>
<tr>
<td align="left">Financial literacy</td>
<td align="center">&#x2212;1.81 (2.46)</td>
<td align="center">&#x2212;1.81 (1.59)</td>
<td align="center">0.57 (0.69)</td>
<td align="center">0.57 (0.38)</td>
</tr>
<tr>
<td align="left">Funds use</td>
<td align="center">1.09 (2.49)</td>
<td align="center">1.09 (1.81)</td>
<td align="center">2.46<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref> (5.68)</td>
<td align="center">2.46<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref> (2.67)</td>
</tr>
<tr>
<td align="left">Mostly equity</td>
<td align="center">&#x2212;2.75<xref ref-type="table-fn" rid="TFN0002">&#x002A;&#x002A;</xref> (0.97)</td>
<td align="center">&#x2212;2.75<xref ref-type="table-fn" rid="TFN0002">&#x002A;&#x002A;</xref> (1.20)</td>
<td align="center">0.53<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref> (0.03)</td>
<td align="center">0.53<xref ref-type="table-fn" rid="TFN0003">&#x002A;&#x002A;&#x002A;</xref> (0.03)</td>
</tr>
<tr>
<td align="left">Debt and equity (equal proportions)</td>
<td align="center">0.99 (1.90)</td>
<td align="center">0.99 (2.39)</td>
<td align="center">2.40 (2.29)</td>
<td align="center">2.40 (1.86)</td>
</tr>
<tr>
<td align="left">Pseudo <italic>R</italic><sup>2</sup></td>
<td align="center">-</td>
<td align="center">3.88</td>
<td align="center">-</td>
<td align="center">0.34</td>
</tr>
<tr>
<td align="left">Probability &#x003E; Chi<sup>2</sup></td>
<td align="center">-</td>
<td align="center">0.00</td>
<td align="center">-</td>
<td align="center">0.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Note: Model standard errors and robust standard errors are in parentheses; Regression 1 reports standard errors; and Regression 2 reports robust standard errors.</p></fn>
<fn id="TFN0002"><label>&#x002A;&#x002A;</label><p>, denotes the odd ratio&#x2019;s statistical significance at 5&#x0025;;</p></fn>
<fn id="TFN0003"><label>&#x002A;&#x002A;&#x002A;</label><p>, denotes the odd ratio&#x2019;s statistical significance at 1&#x0025;.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The study findings indicate that financial literacy, as well as debt and equity proportions, do not determine the size of SMMEs, whether measured by turnover, loan size or number of employees. As reported in <xref ref-type="table" rid="T0001">Table 1</xref>, the largest proportion of the sampled SMMEs (92&#x0025;) were micro-enterprises (firms with a turnover of less than or equal to R5 million). In the literature, there is overwhelming evidence that micro-enterprises are characterised by financial illiteracy and limited access to credit (Bvuma &#x0026; Marnewick <xref ref-type="bibr" rid="CIT0010">2020</xref>; Ismail &#x0026; Naqshbandi <xref ref-type="bibr" rid="CIT0037">2022</xref>). K&#x00E4;rn&#x00E4; and Stephan (<xref ref-type="bibr" rid="CIT0040">2022</xref>) and Mugano (<xref ref-type="bibr" rid="CIT0052">2024</xref>) showed that access to loans, which ultimately influences debt and equity proportion, is among the factors that explain firm size.</p>
<p>The positive effect of the number of years in business on the size of SMMEs as measured by turnover is also observed and hence corroborated in the regression that uses the number of employees as a measure of firm size. These findings are consistent with Ismail, Donald and Ibrahim (<xref ref-type="bibr" rid="CIT0036">2023</xref>), who indicated that experience in business (the number of years the firm has been in business) enhances a firm&#x2019;s turnover. In essence, SMMEs are critical sources of job creation (Bvuma &#x0026; Marnewick <xref ref-type="bibr" rid="CIT0010">2020</xref>). <xref ref-type="table" rid="T0003">Table 3</xref> shows that the number of years in business is statistically insignificant in explaining firm size as measured by loan size, which is not in line with the &#x2018;turnover&#x2019; and &#x2018;number of employees&#x2019; regressions. This is likely because most of the sampled SMMEs were micro-enterprises that are mostly equity-financed.</p>
<p>The study also established that equity as a basis of financing (in comparison to debt) has a positive impact on turnover and loan size as measures of SMME size, but a negative impact on the number of employees as a measure of SMME size. The negative relationship between equity as a source of financing (in comparison to debt) and the number of employees as a measure of loan size is an indication that micro and small enterprises can easily substitute labour for capital when necessary. As stated in the main findings, equity is a significant determinant of turnover because micro and small entrepreneurs finance their businesses with their hard-earned savings, so they tend to exercise discipline to maximise the return on their investments. It is worth noting that equity is also a positive predictor of loan size, implying that equity boosts creditors&#x2019; confidence.</p>
<p>Furthermore, the study finds that fund use and the number of institutions from which funding was received are both positive and significant in explaining SMME size measured by loan size. As most micro and small businesses are equity-financed, they are not restricted in how they can use their funds, unlike debt-financed businesses. The effective use of funds, on the contrary, increases creditors&#x2019; confidence in SMMEs. In terms of the number of institutions (from which an SMME obtained loans), the findings suggest that having access to a diverse pool of creditors increases the likelihood of obtaining a large loan, either through competition or collective financing. Access to various creditors, according to Weilbach and Visser (<xref ref-type="bibr" rid="CIT0081">2024</xref>), is dependent on the size of the business, with larger SMMEs having better opportunities for collective financing. Overall, the study&#x2019;s findings are robust to the sampled SMMEs.</p>
</sec>
<sec id="s20023">
<title>Areas for future research</title>
<p>There are several areas that future research can dwell on. There is a need, for instance, to conduct a detailed investigation of the relationship between financial literacy and SMME growth. This would have to include an examination of specific financial skills and knowledge required to grow an SMME. There is also a need to conduct an in-depth study of the impact of debt-financing on SMME growth. This study establishes that most SMMEs are equity-financed, which brings into question the challenges of accessing debt-financing and how SMME growth is affected by debt-financing. Further research can also examine the role of institutional support such as mentorship schemes, training initiatives and other specialised government programmes, among others, in promoting SMME growth. Other studies can also explore the role of technology adoption on SMME growth, including the benefits and challenges of technology adoption in explaining SMME growth.</p>
</sec>
<sec id="s20024">
<title>Managerial implications</title>
<p>The study findings have significant implications for SMME owner-managers. To achieve growth, it is recommended that SMMEs prioritise effective financial management, including saving and investment in their businesses. This may involve robust financial planning and budgeting, cashflow monitoring and informed decision-making about resource allocation. Entrepreneurs should also exercise financial discipline, especially in the usage of loans and grants. This primarily includes using borrowed funds for their intended purposes. It may also include avoiding unnecessary debt and ensuring timely repayment of loans. It is also recommended that SMME owner-managers should establish strong relationships with creditors and investors, given the finding that the source of funding plays an important role in SMME growth.</p>
</sec>
</sec>
<sec id="s0025">
<title>Conclusions and areas for future research</title>
<p>The primary goal of this research was to investigate factors that influence the size of SMMEs in South Africa. The sample is confined to SMMEs in Gauteng province that receive funding from development finance institutions and were listed in the NFLA database in 2019. According to the <italic>National Small Business Act, 102 of 1996</italic>, as amended in 2019, SMME size in South Africa can be measured in two ways: annual turnover and number of employees. The number of full-time employees of micro, small and medium enterprises must be 0&#x2013;10, 11&#x2013;50 and 51&#x2013;250, respectively, across all the sectors. The annual turnover varies by sector but should not exceed R220 million. Before the 2019 amendment, there were three proxies, including gross asset value, which was eliminated because of its complexity. This study proposes loan size, contending that SMME size can be inferred from access to credit. Loan size is a variable of principal interest, as access to credit is a major challenge for South African SMMEs. Several studies argue that the factors that explain SMME size are inconsistent across these proxies, and we contribute to this debate. The factors considered include the number of years in operation, capital structure, financial literacy, access to funding institutions and the ability to use borrowed funds. All estimations were carried out using an ordered logit model. The findings indicate that equity capital is a positive predictor of turnover. However, it has the opposite impact on the workforce base. These findings imply that as equity capital increases, SMMEs tend to substitute labour with machinery to boost productivity and, consequently, revenue. In line with the literature, we found that operational experience positively predicts both turnover and the workforce base, implying that operational experience is necessary to accelerate SMME growth in terms of turnover and employment capacity. The findings also revealed that only effective use of borrowed funds, access to a diverse range of funding institutions, and equity capital positively predict loan size. These findings indicate that SMMEs&#x2019; access to credit hinges on their savings, competence or experience with borrowed funds, and access to a variety of funding institutions. We thus urge the provision of SMMEs with freely available and generally accessible information about how and where to access funding institutions.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>We are grateful to the National Financial Literacy Association (NFLA) in South Africa for the data. This article is partially based on the author, N.M.&#x2019;s Master&#x2019;s dissertation entitled, &#x2018;Factors that explain the size of SMMEs funded by development finance institutions in Gauteng province, South Africa&#x2019;, towards the degree of Master of Commerce (Economics) in the School of Accounting, Economics and Finance, University of KwaZulu-Natal, South Africa, with supervisor, H.N, received March 2023.</p>
<sec id="s20026" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20027">
<title>Authors&#x2019; contributions</title>
<p>N.M. undertook the study under the supervision of H.N. H.N. wrote the first draft of the manuscript. N.M. corrected and edited the manuscript.</p>
</sec>
<sec id="s20028" sec-type="data-availability">
<title>Data availability</title>
<p>The data that support the findings of this study are available from the corresponding author, H.N., upon reasonable request. The data are not publicly available and availability thereof is subject to approval from the NFLA.</p>
</sec>
<sec id="s20029">
<title>Disclaimer</title>
<p>The views and opinions expressed in this study are those of the authors and are the product of professional research. It does not necessarily reflect the official policy or position of any affiliated institution, funder, agency or that of the publisher. The authors are responsible for this study&#x2019;s results, findings and content.</p>
</sec>
</ack>
<ref-list id="references">
<title>References</title>
<ref id="CIT0001"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Adeleke</surname>, <given-names>K.A</given-names></string-name>. &#x0026; <string-name><surname>Adepoju</surname>, <given-names>A.A</given-names></string-name></person-group>., <year>2010</year>, &#x2018;<article-title>Ordinal logistic regression model: An application to pregnancy outcomes</article-title>&#x2019;, <source><italic>Journal of Mathematics and Statistics</italic></source> <volume>6</volume>(<issue>3</issue>), <fpage>279</fpage>&#x2013;<lpage>285</lpage>, <comment>viewed 09 May 2025, from <ext-link ext-link-type="uri" xlink:href="https://repository.ui.edu.ng/items/bada6bde-66d1-47ad-a045-8123b0c0bd5f">https://repository.ui.edu.ng/items/bada6bde-66d1-47ad-a045-8123b0c0bd5f</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0002"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Agwa-Ejon</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Mbohwa</surname>, <given-names>C</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<chapter-title>Financial challenges faced by SMMEs in Gauteng South Africa</chapter-title>&#x2019;, in <source><italic>24th International Association for Management of Technology Conference: Technology, innovation and management for sustainable growth, IAMOT 2015</italic></source>, pp. <fpage>520</fpage>&#x2013;<lpage>532</lpage>, <publisher-name>Graduate School of Technology Management, University of Pretoria</publisher-name>, <comment>viewed 25 January 2024, from <ext-link ext-link-type="uri" xlink:href="https://ujcontent.uj.ac.za/esploro/outputs/9910225407691">https://ujcontent.uj.ac.za/esploro/outputs/9910225407691</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0003"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Alvarez</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Benavente</surname>, <given-names>J.M</given-names></string-name>., <string-name><surname>Campusano</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Cuevas</surname>, <given-names>C</given-names></string-name></person-group>., <year>2011</year>, <source><italic>Employment generation, firm size, and innovation in Chile</italic></source>, <comment>Technical Notes No. IDB-TN-319. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.18235/0008964">https://doi.org/10.18235/0008964</ext-link></comment></mixed-citation></ref>
<ref id="CIT0004"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Atzmon</surname>, <given-names>M.B</given-names></string-name>., <string-name><surname>Vanderstraeten</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Albers</surname>, <given-names>S</given-names></string-name></person-group>., <year>2022</year>, &#x2018;<article-title>Small-firm growth-enabling capabilities: A framework for young technology-based firms</article-title>&#x2019;, <source><italic>Technovation</italic></source> <volume>117</volume>, <fpage>102542</fpage>.</mixed-citation></ref>
<ref id="CIT0005"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Avevor</surname>, <given-names>E.E</given-names></string-name></person-group>., <year>2016</year>, <source><italic>Challenges faced by SMEs when accessing fund from financial institutions in Ghana</italic></source>, <publisher-name>Vaasan Ammattikorkeakoulu University of Applied Sciences</publisher-name>, <comment>viewed 22 November 2023, from <ext-link ext-link-type="uri" xlink:href="https://www.theseus.fi/handle/10024/108217">https://www.theseus.fi/handle/10024/108217</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0006"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>Banking Association of South Africa (BASA)</collab></person-group>, <year>2018</year>, <source><italic>Hurdles in SMME financing report</italic></source>, <comment>viewed 10 February 2021, from <ext-link ext-link-type="uri" xlink:href="https://www.banking.org.za/reports/hurdles-in-sme-financing-final-report/">https://www.banking.org.za/reports/hurdles-in-sme-financing-final-report/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0007"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Berger</surname>, <given-names>A.N</given-names></string-name>. &#x0026; <string-name><surname>Udell</surname>, <given-names>G.F</given-names></string-name></person-group>., <year>2006</year>, &#x2018;<article-title>A more complete conceptual framework for SME finance</article-title>&#x2019;, <source><italic>Journal of Banking &#x0026; Finance</italic></source> <volume>30</volume>(<issue>11</issue>), <fpage>2945</fpage>&#x2013;<lpage>2966</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jbankfin.2006.05.008">https://doi.org/10.1016/j.jbankfin.2006.05.008</ext-link></comment></mixed-citation></ref>
<ref id="CIT0008"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Bhorat</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Asmal</surname>, <given-names>Z</given-names></string-name>., <string-name><surname>Lilenstein</surname>, <given-names>K</given-names></string-name>. &#x0026; <string-name><surname>Van der Zee</surname>, <given-names>K</given-names></string-name></person-group>., <year>2018</year>, <source><italic>SMMEs in South Africa: Understanding the constraints on growth and performance</italic></source>, pp. <fpage>1</fpage>&#x2013;<lpage>66</lpage>, <publisher-name>DPRU, University of Cape Town</publisher-name>, <publisher-loc>Cape Town</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0009"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Botha</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Smulders</surname>, <given-names>S.A</given-names></string-name>., <string-name><surname>Combrink</surname>, <given-names>H.A</given-names></string-name>. &#x0026; <string-name><surname>Meiring</surname>, <given-names>J</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Challenges, barriers and policy development for South African SMMEs&#x2013;does size matter?</article-title>&#x2019;, <source><italic>Development Southern Africa</italic></source> <volume>38</volume>(<issue>2</issue>), <fpage>153</fpage>&#x2013;<lpage>174</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/0376835X.2020.1732872">https://doi.org/10.1080/0376835X.2020.1732872</ext-link></comment></mixed-citation></ref>
<ref id="CIT0010"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bvuma</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Marnewick</surname>, <given-names>C</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Sustainable livelihoods of township small, medium and micro enterprises towards growth and development</article-title>&#x2019;, <source><italic>Sustainability</italic></source> <volume>12</volume>(<issue>8</issue>), <fpage>3149</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/su12083149">https://doi.org/10.3390/su12083149</ext-link></comment></mixed-citation></ref>
<ref id="CIT0011"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Chen</surname>, <given-names>G</given-names></string-name>., &#x0026; <string-name><surname>Tsurumi</surname>, <given-names>H</given-names></string-name></person-group>., <year>2010</year>, &#x2018;<article-title>Probit and logit model selection</article-title>&#x2019;, <source><italic>Communications in Statistics &#x2013; Theory and Methods</italic></source> <volume>40</volume>(<issue>1</issue>), <fpage>159</fpage>&#x2013;<lpage>175</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/03610920903377799">https://doi.org/10.1080/03610920903377799</ext-link></comment></mixed-citation></ref>
<ref id="CIT0012"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Chimucheka</surname>, <given-names>T</given-names></string-name>. &#x0026; <string-name><surname>Rungani</surname>, <given-names>E.C</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>The impact of inaccessibility to bank finance and lack of financial management knowledge to small, medium and micro enterprises in Buffalo City Municipality, South Africa</article-title>&#x2019;, <source><italic>African Journal of Business Management</italic></source> <volume>5</volume>(<issue>14</issue>), <fpage>5509</fpage>&#x2013;<lpage>5517</lpage>.</mixed-citation></ref>
<ref id="CIT0013"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Chowdhury</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Alam</surname>, <given-names>Z</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Factors affecting access to finance of Small and Medium Enterprises (SMEs) of Bangladesh</article-title>&#x2019;, <source><italic>USV Annals of Economics and Public Administration</italic></source> <volume>2</volume>(<issue>26</issue>), <fpage>55</fpage>&#x2013;<lpage>68</lpage>, <comment>viewed 18 October 2022, from <ext-link ext-link-type="uri" xlink:href="https://touroscholar.touro.edu/gsb_pubs/12">https://touroscholar.touro.edu/gsb_pubs/12</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0014"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Coad</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Holm</surname>, <given-names>J.R</given-names></string-name>., <string-name><surname>Krafft</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Quatraro</surname>, <given-names>F</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Firm age and performance</article-title>&#x2019;, <source><italic>Journal of Evolutionary Economics</italic></source> <volume>28</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>11</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00191-017-0532-6">https://doi.org/10.1007/s00191-017-0532-6</ext-link></comment></mixed-citation></ref>
<ref id="CIT0015"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Coad</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Segarra</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Teruel</surname>, <given-names>M</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Innovation and firm growth: Does firm age play a role?</article-title>&#x2019;, <source><italic>Research Policy</italic></source> <volume>45</volume>(<issue>2</issue>), <fpage>387</fpage>&#x2013;<lpage>400</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.respol.2015.10.015">https://doi.org/10.1016/j.respol.2015.10.015</ext-link></comment></mixed-citation></ref>
<ref id="CIT0016"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Cowling</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Liu</surname>, <given-names>W</given-names></string-name>. &#x0026; <string-name><surname>Zhang</surname>, <given-names>N</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Did firm age, experience, and access to finance count? SME performance after the global financial crisis</article-title>&#x2019;, <source><italic>Journal of Evolutionary Economics</italic></source> <volume>28</volume>(<issue>1</issue>), <fpage>77</fpage>&#x2013;<lpage>100</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00191-017-0502-z">https://doi.org/10.1007/s00191-017-0502-z</ext-link></comment></mixed-citation></ref>
<ref id="CIT0017"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Dang</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Li</surname>, <given-names>Z.F</given-names></string-name>. &#x0026; <string-name><surname>Yang</surname>, <given-names>C</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Measuring firm size in empirical corporate finance</article-title>&#x2019;, <source><italic>Journal of Banking and Finance</italic></source> <volume>86</volume>, <fpage>159</fpage>&#x2013;<lpage>176</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jbankfin.2017.09.006">https://doi.org/10.1016/j.jbankfin.2017.09.006</ext-link></comment></mixed-citation></ref>
<ref id="CIT0018"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>De Meulenaere</surname>, <given-names>K</given-names></string-name>., <string-name><surname>De Winne</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Marescaux</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Vanormelingen</surname>, <given-names>S</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>The role of firm size and knowledge intensity in the performance effects of collective turnover</article-title>&#x2019;, <source><italic>Journal of Management</italic></source> <volume>47</volume>(<issue>4</issue>), <fpage>993</fpage>&#x2013;<lpage>1023</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/0149206319880957">https://doi.org/10.1177/0149206319880957</ext-link></comment></mixed-citation></ref>
<ref id="CIT0019"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Dietrich</surname>, <given-names>A</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>Explaining loan rate differentials between small and large companies: Evidence from Switzerland</article-title>&#x2019;, <source><italic>Small Business Economics</italic></source> <volume>38</volume>(<issue>4</issue>), <fpage>481</fpage>&#x2013;<lpage>494</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11187-010-9273-8">https://doi.org/10.1007/s11187-010-9273-8</ext-link></comment></mixed-citation></ref>
<ref id="CIT0020"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Dikaiakos</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Eteokleous</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Polyviou</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Kassinis</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Menelaou</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Nicolaou</surname>, <given-names>N</given-names></string-name>. <etal>et al</etal></person-group>., <year>2017</year>, <source><italic>Global entrepreneurship monitor</italic></source>, <comment>viewed 30 July 2022, from <ext-link ext-link-type="uri" xlink:href="https://gnosis.library.ucy.ac.cy/handle/7/42386">https://gnosis.library.ucy.ac.cy/handle/7/42386</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0021"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Eresia-Eke</surname>, <given-names>C.E</given-names></string-name>. &#x0026; <string-name><surname>Raath</surname>, <given-names>C</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>SMME owners&#x2019; financial literacy and business growth</article-title>&#x2019;, <source><italic>Mediterranean Journal of Social Sciences</italic></source> <volume>4</volume>(<issue>13</issue>), <fpage>397</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5901/mjss.2013.v4n13p397">https://doi.org/10.5901/mjss.2013.v4n13p397</ext-link></comment></mixed-citation></ref>
<ref id="CIT0022"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Etikan</surname>, <given-names>I</given-names></string-name>., <string-name><surname>Musa</surname>, <given-names>S.A</given-names></string-name>. &#x0026; <string-name><surname>Alkassim</surname>, <given-names>R.S</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Comparison of convenience sampling and purposive sampling</article-title>&#x2019;, <source><italic>American Journal of Theoretical and Applied Statistics</italic></source> <volume>5</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>4</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.11648/j.ajtas.20160501.11">https://doi.org/10.11648/j.ajtas.20160501.11</ext-link></comment></mixed-citation></ref>
<ref id="CIT0023"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Fatoki</surname>, <given-names>O</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>The causes of the failure of new small and medium enterprises in South Africa</article-title>&#x2019;, <source><italic>Mediterranean Journal of Social Sciences</italic></source> <volume>5</volume>(<issue>20</issue>), <fpage>922</fpage>&#x2013;<lpage>927</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5901/mjss.2014.v5n20p922">https://doi.org/10.5901/mjss.2014.v5n20p922</ext-link></comment></mixed-citation></ref>
<ref id="CIT0024"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>FinMark Trust</collab></person-group>, <year>2015</year>, <source><italic>FinScope small business survey report</italic></source>, <comment>viewed 17 January 2016, from <ext-link ext-link-type="uri" xlink:href="http://www.finmarktrust.org.za">http://www.finmarktrust.org.za</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0025"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Gaur</surname>, <given-names>V</given-names></string-name>. &#x0026; <string-name><surname>Kesavan</surname>, <given-names>S</given-names></string-name></person-group>., <year>2008</year>, &#x2018;<chapter-title>The effects of firm size and sales growth rate on inventory turnover performance in the U.Sretail sector</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>A</given-names>. <surname>Agrawal</surname></string-name> &#x0026; <string-name><given-names>S</given-names>. <surname>Smith</surname></string-name> (eds.)</person-group>, <source><italic>Retail supply chain management</italic></source>, pp. <fpage>25</fpage>&#x2013;<lpage>52</lpage>, vol. <volume>122</volume>, <publisher-name>International Series in Operations Research &#x0026; Management Science, Springer</publisher-name>, <publisher-loc>Boston, MA</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0026"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>Gauteng Enterprise Propeller (GEP)</collab></person-group>, <year>2019</year>, <source><italic>Annual report</italic></source>, <comment>viewed 09 February 2021, from <ext-link ext-link-type="uri" xlink:href="http://www.gep.co.za">www.gep.co.za</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0027"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>Gauteng Provincial Government</collab></person-group>, <year>2018</year>, <source><italic>Gauteng socio-economic review</italic></source>, <comment>viewed 10 February 2021, from <ext-link ext-link-type="uri" xlink:href="http://www.gpg.gov.za">www.gpg.gov.za</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0028"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Gbandi</surname>, <given-names>E.C</given-names></string-name>. &#x0026; <string-name><surname>Amissah</surname>, <given-names>G</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Financing options for small and medium enterprises (SMEs) in Nigeria</article-title>&#x2019;, <source><italic>European Scientific Journal January</italic></source> <volume>10</volume>(<issue>1</issue>), <fpage>327</fpage>&#x2013;<lpage>340</lpage>.</mixed-citation></ref>
<ref id="CIT0029"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Godke Veiga</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>McCahery</surname>, <given-names>J.A</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The financing of small and medium-sized enterprises: An analysis of the financing gap in Brazil</article-title>&#x2019;, <source><italic>European Business Organization Law Review</italic></source> <volume>20</volume>(<issue>4</issue>), <fpage>633</fpage>&#x2013;<lpage>664</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s40804-019-00167-7">https://doi.org/10.1007/s40804-019-00167-7</ext-link></comment></mixed-citation></ref>
<ref id="CIT0030"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Government Communications and Information Systems</collab></person-group>, <year>2015</year>, <source><italic>A newsletter for government and public sector communicators</italic></source>, <publisher-name>GovComms</publisher-name>, <comment>viewed 10 March 2021, from <ext-link ext-link-type="uri" xlink:href="http://www.gcis.gov.za">www.gcis.gov.za</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0031"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hahn</surname>, <given-names>E.D</given-names></string-name>. &#x0026; <string-name><surname>Soyer</surname>, <given-names>R</given-names></string-name></person-group>., <year>2005</year>, &#x2018;<article-title>Probit and logit models: Differences in the multivariate realm</article-title>&#x2019;, <source><italic>Journal of the Royal Statistical Society, Series B</italic></source> <volume>67</volume>, <fpage>1</fpage>&#x2013;<lpage>12</lpage>.</mixed-citation></ref>
<ref id="CIT0032"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hasangapon</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Iskandar</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Purnama</surname>, <given-names>E.D</given-names></string-name>. &#x0026; <string-name><surname>Tampubolon</surname>, <given-names>L.D</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>The effect of firm size and Total Assets Turnover (Tato) on firm value mediated by profitability in wholesale and retail sector companies</article-title>&#x2019;, <source><italic>Primanomics: Jurnal Ekonomi &#x0026; Bisnis</italic></source> <volume>19</volume>(<issue>3</issue>), <fpage>49</fpage>&#x2013;<lpage>63</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.31253/pe.v19i3.635">https://doi.org/10.31253/pe.v19i3.635</ext-link></comment></mixed-citation></ref>
<ref id="CIT0033"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hashmi</surname>, <given-names>S.D</given-names></string-name>., <string-name><surname>Gulzar</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Ghafoor</surname>, <given-names>Z</given-names></string-name>. &#x0026; <string-name><surname>Naz</surname>, <given-names>I</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Sensitivity of firm size measures to practices of corporate finance: Evidence from BRICS</article-title>&#x2019;, <source><italic>Future Business Journal</italic></source> <volume>6</volume>, <fpage>1</fpage>&#x2013;<lpage>19</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s43093-020-00015-y">https://doi.org/10.1186/s43093-020-00015-y</ext-link></comment></mixed-citation></ref>
<ref id="CIT0034"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hussain</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Millman</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>Matlay</surname>, <given-names>H</given-names></string-name></person-group>., <year>2006</year>, &#x2018;<article-title>SME financing in the UK and in China: A comparative perspective</article-title>&#x2019;, <source><italic>Journal of Small Business and Enterprise Development</italic></source> <volume>13</volume>(<issue>4</issue>), <fpage>584</fpage>&#x2013;<lpage>599</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/14626000610705769">https://doi.org/10.1108/14626000610705769</ext-link></comment></mixed-citation></ref>
<ref id="CIT0035"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ibrahim</surname>, <given-names>S.S</given-names></string-name>. &#x0026; <string-name><surname>Aliero</surname>, <given-names>H.M</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>An analysis of farmers access to formal credit in the rural areas of Nigeria</article-title>&#x2019;, <source><italic>African Journal of Agricultural Research</italic></source> <volume>7</volume>(<issue>47</issue>), <fpage>6249</fpage>&#x2013;<lpage>6253</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5897/AJAR11.788">https://doi.org/10.5897/AJAR11.788</ext-link></comment></mixed-citation></ref>
<ref id="CIT0036"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ismail</surname>, <given-names>A.K.M</given-names></string-name>., <string-name><surname>Donald</surname>, <given-names>A.N</given-names></string-name>. &#x0026; <string-name><surname>Ibrahim</surname>, <given-names>K</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<article-title>Effect of firm size and firm age on profitability: A study of listed industrial goods firms in Nigeria (2013&#x2013;2022)</article-title>&#x2019;, <source><italic>Journal of Public administration (IJOPAD)</italic></source> <volume>2</volume>(<issue>2</issue>), <fpage>30</fpage>&#x2013;<lpage>44</lpage>.</mixed-citation></ref>
<ref id="CIT0037"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ismail</surname>, <given-names>A.K.M</given-names></string-name>. &#x0026; <string-name><surname>Naqshbandi</surname>, <given-names>M.M</given-names></string-name></person-group>., <year>2022</year>, &#x2018;<article-title>Factors affecting success and survival of small and medium enterprises in the Middle East</article-title>&#x2019;, <source><italic>Knowledge</italic></source> <volume>2</volume>(<issue>3</issue>), <fpage>525</fpage>&#x2013;<lpage>538</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/knowledge2030031">https://doi.org/10.3390/knowledge2030031</ext-link></comment></mixed-citation></ref>
<ref id="CIT0038"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Jackson</surname>, <given-names>W.E</given-names></string-name>., <string-name><surname>Marino</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Naidoo</surname>, <given-names>J.S</given-names></string-name>. &#x0026; <string-name><surname>Tucker</surname>, <given-names>R</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Size matters: The impact of loan size on measures of disparate treatment toward minority entrepreneurs in the small firm credit market</article-title>&#x2019;, <source><italic>Entrepreneurship Research Journal</italic></source> <volume>8</volume>(<issue>4</issue>), <fpage>20180129</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1515/erj-2018-0129">https://doi.org/10.1515/erj-2018-0129</ext-link></comment></mixed-citation></ref>
<ref id="CIT0039"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>John</surname>, <given-names>A.O</given-names></string-name>. &#x0026; <string-name><surname>Adebayo</surname>, <given-names>O</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Effect of firm size on profitability: Evidence from Nigerian manufacturing sector</article-title>&#x2019;, <source><italic>Prime Journal of Business Administration and Management</italic></source> (BAM) <volume>3</volume>(<issue>9</issue>), <fpage>1171</fpage>&#x2013;<lpage>1175</lpage>.</mixed-citation></ref>
<ref id="CIT0040"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>K&#x00E4;rn&#x00E4;</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Stephan</surname>, <given-names>A</given-names></string-name></person-group>., <year>2022</year>, &#x2018;<article-title>Do firms in rural regions lack access to credit? Local variation in small business loans and firm growth</article-title>&#x2019;, <source><italic>Regional Studies</italic></source> <volume>56</volume>(<issue>11</issue>), <fpage>1919</fpage>&#x2013;<lpage>1933</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/00343404.2021.2016681">https://doi.org/10.1080/00343404.2021.2016681</ext-link></comment></mixed-citation></ref>
<ref id="CIT0041"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kaur</surname>, <given-names>S.P</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Variables in research</article-title>&#x2019;, <source><italic>Indian Journal of Research and Reports in Medical Sciences</italic></source> <volume>3</volume>(<issue>4</issue>), <fpage>36</fpage>&#x2013;<lpage>38</lpage>, <comment>viewed 18 October 2022, from <ext-link ext-link-type="uri" xlink:href="https://isrc.mui.ac.ir/sites/isrc/files/ISRC/IRAP/references/Variables&#x0025;20in&#x0025;20Research.pdf">https://isrc.mui.ac.ir/sites/isrc/files/ISRC/IRAP/references/Variables&#x0025;20in&#x0025;20Research.pdf</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0042"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kim</surname>, <given-names>J</given-names></string-name></person-group>., <year>2022</year>, &#x2018;<article-title>Innovation failure and firm growth: Dependence on firm size and age</article-title>&#x2019;, <source><italic>Technology Analysis &#x0026; Strategic Management</italic></source> <volume>34</volume>(<issue>2</issue>), <fpage>166</fpage>&#x2013;<lpage>179</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/09537325.2021.1892622">https://doi.org/10.1080/09537325.2021.1892622</ext-link></comment></mixed-citation></ref>
<ref id="CIT0043"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kumar</surname>, <given-names>N</given-names></string-name>. &#x0026; <string-name><surname>Kaur</surname>, <given-names>K</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Firm size and profitability in Indian automobile industry: An analysis</article-title>&#x2019;, <source><italic>Pacific Business Review International</italic></source> <volume>8</volume>(<issue>7</issue>), <fpage>69</fpage>&#x2013;<lpage>78</lpage>, <comment>viewed 09 May 2025, from <ext-link ext-link-type="uri" xlink:href="https://www.researchgate.net/publication/318012329">https://www.researchgate.net/publication/318012329</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0044"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Leboea</surname>, <given-names>S.T</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>The factors influencing SME failure in South Africa</article-title>&#x2019;, <comment>Master&#x2019;s thesis</comment>, <publisher-name>University of Cape Town</publisher-name>, <comment>viewed 27 October 2022, from <ext-link ext-link-type="uri" xlink:href="https://open.uct.ac.za/server/api/core/bitstreams/dd0784ea-6967-45d3-9bc7-5f933e6fc4c0/content">https://open.uct.ac.za/server/api/core/bitstreams/dd0784ea-6967-45d3-9bc7-5f933e6fc4c0/content</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0045"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Leeuw</surname>, <given-names>G.M</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Microfinance as an aspect of corporate enterprise development and its impact on SMME growth and Local Economic Development in South Africa</article-title>&#x2019;, <comment>unpublished Doctoral dissertation</comment>, <publisher-name>University of the Witwatersrand</publisher-name>, <comment>viewed 18 October 2022, from <ext-link ext-link-type="uri" xlink:href="https://wiredspace.wits.ac.za/items/f405b92e-9214-4245-8391-476804d22ef9">https://wiredspace.wits.ac.za/items/f405b92e-9214-4245-8391-476804d22ef9</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0046"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mansournia</surname>, <given-names>M.A</given-names></string-name>., <string-name><surname>Nazemipour</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Naimi</surname>, <given-names>A.I</given-names></string-name>., <string-name><surname>Collins</surname>, <given-names>G.S</given-names></string-name>. &#x0026; <string-name><surname>Campbell</surname>, <given-names>M.J</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Reflection on modern methods: Demystifying robust standard errors for epidemiologists</article-title>&#x2019;, <source><italic>International Journal of Epidemiology</italic></source> <volume>50</volume>(<issue>1</issue>), <fpage>346</fpage>&#x2013;<lpage>351</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/ije/dyaa260">https://doi.org/10.1093/ije/dyaa260</ext-link></comment></mixed-citation></ref>
<ref id="CIT0047"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Masiak</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Block</surname>, <given-names>J.H</given-names></string-name>., <string-name><surname>Moritz</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Lang</surname>, <given-names>F</given-names></string-name>. &#x0026; <string-name><surname>Kraemer-Eis</surname>, <given-names>H</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>How do micro firms differ in their financing patterns from larger SMEs?</article-title>&#x2019;, <source><italic>Venture Capital</italic></source> <volume>21</volume>(<issue>4</issue>), <fpage>301</fpage>&#x2013;<lpage>325</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13691066.2019.1569333">https://doi.org/10.1080/13691066.2019.1569333</ext-link></comment></mixed-citation></ref>
<ref id="CIT0048"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Matekenya</surname>, <given-names>W</given-names></string-name>. &#x0026; <string-name><surname>Moyo</surname>, <given-names>C</given-names></string-name></person-group>., <year>2022</year>, &#x2018;<article-title>Innovation as a driver of SMME performance in South Africa: A quantile regression approach</article-title>&#x2019;, <source><italic>African Journal of Economic and Management Studies</italic></source> <volume>13</volume>(<issue>3</issue>), <fpage>452</fpage>&#x2013;<lpage>467</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/AJEMS-06-2021-0306">https://doi.org/10.1108/AJEMS-06-2021-0306</ext-link></comment></mixed-citation></ref>
<ref id="CIT0049"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>McPherson</surname>, <given-names>M.A</given-names></string-name>. &#x0026; <string-name><surname>Rous</surname>, <given-names>J.J</given-names></string-name></person-group>., <year>2010</year>, &#x2018;<article-title>Access to finance and small enterprise growth: Evidence from East Java</article-title>&#x2019;, <source><italic>Journal of Developing Areas</italic></source> <volume>43</volume>(<issue>2</issue>), <fpage>159</fpage>&#x2013;<lpage>172</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1353/jda.0.0066">https://doi.org/10.1353/jda.0.0066</ext-link></comment></mixed-citation></ref>
<ref id="CIT0050"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Moagi</surname>, <given-names>T.J</given-names></string-name>., <string-name><surname>Thomas</surname>, <given-names>P</given-names></string-name>. &#x0026; <string-name><surname>Mara</surname>, <given-names>C.C</given-names></string-name></person-group>., <year>2025</year>, &#x2018;<article-title>Assessing marketplaces&#x2019; role in economic sustainability of South African SMMEs</article-title>&#x2019;, <source><italic>Acta Commercii</italic></source> <volume>25</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>10</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/ac.v25i1.1243">https://doi.org/10.4102/ac.v25i1.1243</ext-link></comment></mixed-citation></ref>
<ref id="CIT0051"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Moritz</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Block</surname>, <given-names>J.H</given-names></string-name>. &#x0026; <string-name><surname>Heinz</surname>, <given-names>A</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Financing patterns of European SMEs&#x2013;an empirical taxonomy</article-title>&#x2019;, <source><italic>Venture Capital</italic></source> <volume>18</volume>(<issue>2</issue>), <fpage>115</fpage>&#x2013;<lpage>148</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13691066.2016.1145900">https://doi.org/10.1080/13691066.2016.1145900</ext-link></comment></mixed-citation></ref>
<ref id="CIT0052"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Mugano</surname>, <given-names>G</given-names></string-name></person-group>., <year>2024</year>, &#x2018;<chapter-title>SMEs&#x2019; access to finance, growth, and jobs</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>G</given-names>. <surname>Mugano</surname></string-name> &#x0026; <string-name><given-names>N</given-names>. <surname>Dorasamy</surname></string-name> (eds.)</person-group>, <source><italic>SMEs perspective in Africa: Creating sustainable and resilient economies</italic></source>, pp. <fpage>103</fpage>&#x2013;<lpage>119</lpage>, <publisher-name>Springer Nature</publisher-name>, <publisher-loc>Cham</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0053"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mutezo</surname>, <given-names>A.T</given-names></string-name></person-group>., <year>2024</year>, &#x2018;<article-title>The determinants of bank credit to SMEs in Gauteng, South Africa</article-title>&#x2019;, <source><italic>Journal of Contemporary Management</italic></source> <volume>21</volume>(<issue>1</issue>), <fpage>187</fpage>&#x2013;<lpage>206</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.35683/jcman1044.250">https://doi.org/10.35683/jcman1044.250</ext-link></comment></mixed-citation></ref>
<ref id="CIT0054"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>National Empowerment Fund (NEF)</collab></person-group>, <year>2020</year>, <source><italic>Integrated report</italic></source>, <comment>viewed 10 February 2021, from <ext-link ext-link-type="uri" xlink:href="https://www.nefcorp.co.za/annual-reports/intergrated-report-2020/">https://www.nefcorp.co.za/annual-reports/intergrated-report-2020/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0055"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>National Planning Commission</collab></person-group>, <year>2012</year>, <source><italic>National development plan executive summary</italic></source>, <comment>viewed 10 February 2021, from <ext-link ext-link-type="uri" xlink:href="http://www.nationalplanningcommission.org.za">www.nationalplanningcommission.org.za</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0056"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ngalawa</surname>, <given-names>H.P.E</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>Banking instability and deposit insurance in low income countries</article-title>&#x2019;, <source><italic>Studies in Economics and Econometrics</italic></source> <volume>36</volume>(<issue>3</issue>), <fpage>1</fpage>&#x2013;<lpage>24</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/10800379.2012.12097244">https://doi.org/10.1080/10800379.2012.12097244</ext-link></comment></mixed-citation></ref>
<ref id="CIT0057"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ngo Ndjama</surname>, <given-names>J.D</given-names></string-name>. &#x0026; <string-name><surname>Van Der Westhuizen</surname>, <given-names>J</given-names></string-name></person-group>., <year>2024</year>, &#x2018;<article-title>The role of small, medium, and micro enterprises in contributing to the socioeconomic development of South Africa</article-title>&#x2019;, <source><italic>International Journal of Research in Business &#x0026; Social Science</italic></source> <volume>13</volume>(<issue>7</issue>), <fpage>606</fpage>&#x2013;<lpage>619</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.20525/ijrbs.v13i7.3716">https://doi.org/10.20525/ijrbs.v13i7.3716</ext-link></comment></mixed-citation></ref>
<ref id="CIT0058"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ngonisa</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Mgxekwa</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Ndlovu</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Ngonyama</surname>, <given-names>N</given-names></string-name>. &#x0026; <string-name><surname>Mlambo</surname>, <given-names>C</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<article-title>Bank market structure and SMMEs&#x2019; access to finance: A South African perspective</article-title>&#x2019;, <source><italic>Economies</italic></source> <volume>11</volume>(<issue>1</issue>), <fpage>30</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/economies11010030">https://doi.org/10.3390/economies11010030</ext-link></comment></mixed-citation></ref>
<ref id="CIT0059"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ngundu</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Ngalawa</surname>, <given-names>H</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<article-title>A sectoral analysis of output elasticity of employment in South Africa</article-title>&#x2019;, <source><italic>South African Journal of Economic and Management Sciences</italic></source> <volume>26</volume>(<issue>1</issue>), <fpage>a4825</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajems.v26i1.4825">https://doi.org/10.4102/sajems.v26i1.4825</ext-link></comment></mixed-citation></ref>
<ref id="CIT0060"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Niresh</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Thirunavukkarasu</surname>, <given-names>V</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Firm size and profitability: A study of listed manufacturing firms in Sri Lanka</article-title>&#x2019;, <source><italic>International Journal of Business and Management</italic></source> <volume>9</volume>(<issue>4</issue>), <fpage>57</fpage>&#x2013;<lpage>64</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5539/ijbm.v9n4p57">https://doi.org/10.5539/ijbm.v9n4p57</ext-link></comment></mixed-citation></ref>
<ref id="CIT0061"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Nyika</surname>, <given-names>F</given-names></string-name>., <string-name><surname>Muzekenyi</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Akbar</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Moodley</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Nzimande</surname>, <given-names>S</given-names></string-name></person-group>., <year>2024</year>, &#x2018;<article-title>Economic inclusion of rural small businesses in policy formulation: Strategies for sustainable development in Africa</article-title>&#x2019;, <source><italic>International Journal of Development and Sustainability</italic></source> <volume>13</volume>(<issue>1</issue>), <fpage>51</fpage>&#x2013;<lpage>67</lpage>.</mixed-citation></ref>
<ref id="CIT0062"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>OECD</collab></person-group>, <year>2015</year>, <source><italic>OECD SME and Entrepreneurship outlook</italic></source>, <publisher-name>OECD Publishing</publisher-name>, <publisher-loc>Paris</publisher-loc>, <comment>viewed 09 March 2021, from <ext-link ext-link-type="uri" xlink:href="http://www.oecd.org&#x203A;cfe&#x203A;smes">www.oecd.org&#x203A;cfe&#x203A;smes</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0063"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>OECD</collab></person-group>, <year>2017</year>, <source><italic>OECD SME and Entrepreneurship outlook</italic></source>, <publisher-name>OECD Publishing</publisher-name>, <publisher-loc>Paris</publisher-loc>, <comment>viewed 09 March 2021, from <ext-link ext-link-type="uri" xlink:href="http://www.oecd.org&#x203A;cfe&#x203A;smes">www.oecd.org&#x203A;cfe&#x203A;smes</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0064"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>OECD</collab></person-group>, <year>2020</year>, <source><italic>Financing SMEs and Entrepreneurs 2020: An OECD scoreboard</italic></source>, <publisher-name>OECD Publishing</publisher-name>, <publisher-loc>Paris</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0065"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Oi</surname>, <given-names>W</given-names></string-name>. &#x0026; <string-name><surname>Idson</surname>, <given-names>T.L</given-names></string-name></person-group>., <year>1999</year>, &#x2018;<chapter-title>Firm size and wages</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>O</given-names>. <surname>Ashenfeher</surname></string-name> &#x0026; <string-name><given-names>D</given-names>. <surname>Card</surname></string-name> (eds.)</person-group>, <source><italic>Handbook of labor economics</italic></source>, vol. <volume>3</volume>(<issue>pt. B</issue>), pp. <fpage>2165</fpage>&#x2013;<lpage>2214</lpage>, <publisher-name>Elsevier Science B.V.</publisher-name>, <publisher-loc>Amsterdam</publisher-loc>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S1573-4463(99)30019-5">https://doi.org/10.1016/S1573-4463(99)30019-5</ext-link></comment></mixed-citation></ref>
<ref id="CIT0066"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Opeyemi</surname>, <given-names>A</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The impact of firm size on firms performance in Nigeria: A comparative study of selected firms in the Building Industry in Nigeria</article-title>&#x2019;, <source><italic>Asian Development Policy Review</italic></source> <volume>7</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>11</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.18488/journal.107.2019.71.1.11">https://doi.org/10.18488/journal.107.2019.71.1.11</ext-link></comment></mixed-citation></ref>
<ref id="CIT0067"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Pan</surname>, <given-names>Y</given-names></string-name>., <string-name><surname>Froese</surname>, <given-names>F</given-names></string-name>., <string-name><surname>Liu</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Hu</surname>, <given-names>Y</given-names></string-name>. &#x0026; <string-name><surname>Ye</surname>, <given-names>M</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<chapter-title>The adoption of artificial intelligence in employee recruitment: The influence of contextual factors</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>A</given-names>. <surname>Malik</surname></string-name> &#x0026; <string-name><given-names>P</given-names>. <surname>Budhwar</surname></string-name> (eds.)</person-group>, <source><italic>Artificial intelligence and international HRM</italic></source>, pp. <fpage>60</fpage>&#x2013;<lpage>82</lpage>, <publisher-name>Routledge</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0068"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Pervan</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Vi&#x0161;i&#x0107;</surname>, <given-names>J</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>Influence of firm size on its business success</article-title>&#x2019;, <source><italic>Croatian Operational Research Review</italic></source> <volume>3</volume>(<issue>1</issue>), <fpage>213</fpage>&#x2013;<lpage>223</lpage>.</mixed-citation></ref>
<ref id="CIT0069"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ramsuraj</surname>, <given-names>T</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<article-title>Assessing the role of entrepreneurship industry and SMEs to economic growth in South Africa</article-title>&#x2019;, <source><italic>International Journal of Research in Business &#x0026; Social Science</italic></source> <volume>12</volume>(<issue>7</issue>), <fpage>283</fpage>&#x2013;<lpage>291</lpage>.</mixed-citation></ref>
<ref id="CIT0070"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rogerson</surname>, <given-names>C.M</given-names></string-name></person-group>., <year>2008</year>, &#x2018;<article-title>Integrating SMMEs into value chains: The role of South Africa&#x2019;s tourism enterprise programme</article-title>&#x2019;, <source><italic>Africa Insight</italic></source> <volume>38</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>19</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4314/ai.v38i1.22529">https://doi.org/10.4314/ai.v38i1.22529</ext-link></comment></mixed-citation></ref>
<ref id="CIT0071"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Schutte</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Labuschagne</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Georgescu</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Pop</surname>, <given-names>C</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>An evaluation of the turnover tax system in South Africa</article-title>&#x2019;, <source><italic>Theoretical and Applied Economics</italic></source> <volume>XXVI</volume> (<issue>3(620)</issue>), <fpage>59</fpage>&#x2013;<lpage>70</lpage>.</mixed-citation></ref>
<ref id="CIT0072"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>SEDA</collab></person-group>, <year>2021</year>, <source><italic>SMME quarterly updates 3rd quarter</italic></source>, <comment>viewed 15 November 2021, from <ext-link ext-link-type="uri" xlink:href="http://www.seda.org.za">www.seda.org.za</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0073"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Sibiya</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Van Der Westhuizen</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Sibiya</surname>, <given-names>B</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<article-title>Challenges experienced by SMMEs and interventions by the South African National and Provincial Government: A literature review</article-title>&#x2019;, <source><italic>African Journal of Inter/Multidisciplinary Studies</italic></source> <volume>5</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>11</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.51415/ajims.v5i1.1224">https://doi.org/10.51415/ajims.v5i1.1224</ext-link></comment></mixed-citation></ref>
<ref id="CIT0074"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Sikenyi</surname>, <given-names>M</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Does Kenya&#x2019;s youth enterprise development fund serve young people</article-title>&#x2019;, <source><italic>IDS Bulletin</italic></source> <volume>48</volume>(<issue>3</issue>), <fpage>127</fpage>&#x2013;<lpage>140</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.19088/1968-2017.131">https://doi.org/10.19088/1968-2017.131</ext-link></comment></mixed-citation></ref>
<ref id="CIT0075"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Speak</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Escobedo</surname>, <given-names>F.J</given-names></string-name>., <string-name><surname>Russo</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Zerbe</surname>, <given-names>S</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Comparing convenience and probability sampling for urban ecology applications</article-title>&#x2019;, <source><italic>Journal of Applied Ecology</italic></source> <volume>55</volume>(<issue>5</issue>), <fpage>2332</fpage>&#x2013;<lpage>2342</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/1365-2664.13167">https://doi.org/10.1111/1365-2664.13167</ext-link></comment></mixed-citation></ref>
<ref id="CIT0076"><mixed-citation publication-type="journal"><person-group person-group-type="author"><collab>Statistics South Africa</collab></person-group>, <year>2018</year>, <source><italic>Statistics South Africa (website)</italic></source>, <comment>viewed 03 October 2018, from <ext-link ext-link-type="uri" xlink:href="https://www.statssa.gov.za/">https://www.statssa.gov.za/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0077"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Urban</surname>, <given-names>B</given-names></string-name>. &#x0026; <string-name><surname>Naidoo</surname>, <given-names>R</given-names></string-name></person-group>., <year>2012</year>, &#x2018;<article-title>Business sustainability: Empirical evidence on operational skills in SMEs in South Africa</article-title>&#x2019;, <source><italic>Journal of Small Business and Enterprise Development</italic></source> <volume>19</volume>(<issue>1</issue>), <fpage>146</fpage>&#x2013;<lpage>163</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/14626001211196451">https://doi.org/10.1108/14626001211196451</ext-link></comment></mixed-citation></ref>
<ref id="CIT0078"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Van Scheers</surname>, <given-names>L</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Is there a link between economic growth and SMEs success in South Africa</article-title>&#x2019;, <source><italic>Investment Management and Financial Innovations</italic></source> <volume>13</volume>(<issue>2</issue>), <fpage>349</fpage>&#x2013;<lpage>353</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.21511/imfi.13(2-2).2016.09">https://doi.org/10.21511/imfi.13(2-2).2016.09</ext-link></comment></mixed-citation></ref>
<ref id="CIT0079"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Wagner</surname>, <given-names>J</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<chapter-title>The causal effects of exports on firm size and labor productivity: First evidence from a matching approach</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>J</given-names>. <surname>Wagner</surname></string-name> (ed.)</person-group>, <source><italic>Microeconometric studies of firms&#x2019;imports and exports: Advanced Methods of analysis and evidence from German enterprises</italic></source>, pp. <fpage>47</fpage>&#x2013;<lpage>55</lpage>, <publisher-name>World Scientific Publishing Europe Ltd.</publisher-name>, <publisher-loc>London</publisher-loc>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1142/q0285">https://doi.org/10.1142/q0285</ext-link></comment></mixed-citation></ref>
<ref id="CIT0080"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Wagner</surname>, <given-names>M</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>The link of environmental and economic performance: Drivers and limitations of sustainability integration</article-title>&#x2019;, <source><italic>Journal of Business Research</italic></source> <volume>68</volume>(<issue>6</issue>), <fpage>1306</fpage>&#x2013;<lpage>1317</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jbusres.2014.11.051">https://doi.org/10.1016/j.jbusres.2014.11.051</ext-link></comment></mixed-citation></ref>
<ref id="CIT0081"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Weilbach</surname>, <given-names>N</given-names></string-name>. &#x0026; <string-name><surname>Visser</surname>, <given-names>T</given-names></string-name></person-group>., <year>2024</year>, &#x2018;<article-title>Access to finance and markets: Barriers and strategies to small, medium and micro enterprises in The Northern Cape, South Africa</article-title>&#x2019;, <source><italic>African Journal of Innovation and Entrepreneurship (AJIE)</italic></source> <volume>3</volume>(<issue>3</issue>), <fpage>489</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.31920/2753-314X/2024/v3n3a21">https://doi.org/10.31920/2753-314X/2024/v3n3a21</ext-link></comment></mixed-citation></ref>
<ref id="CIT0082"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Wellalage</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Locke</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Samujh</surname>, <given-names>H</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Firm bribery and credit access: Evidence from Indian SMEs</article-title>&#x2019;, <source><italic>Small Business Economics</italic></source> <volume>55</volume>(<issue>1</issue>), <fpage>283</fpage>&#x2013;<lpage>304</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11187-019-00161-w">https://doi.org/10.1007/s11187-019-00161-w</ext-link></comment></mixed-citation></ref>
<ref id="CIT0083"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ye</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Kulathunga</surname>, <given-names>K</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>How does financial literacy promote sustainability in SMEs? A developing country perspective</article-title>&#x2019;, <source><italic>Sustainability</italic></source> <volume>11</volume>(<issue>10</issue>), <fpage>2990</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/su11102990">https://doi.org/10.3390/su11102990</ext-link></comment></mixed-citation></ref>
<ref id="CIT0084"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Younis</surname>, <given-names>H</given-names></string-name>. &#x0026; <string-name><surname>Sundarakani</surname>, <given-names>B</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The impact of firm size, firm age and environmental management certification on the relationship between green supply chain practices and corporate performance</article-title>&#x2019;, <source><italic>Benchmarking: An International Journal</italic></source> <volume>27</volume>(<issue>1</issue>), <fpage>319</fpage>&#x2013;<lpage>346</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/BIJ-11-2018-0363">https://doi.org/10.1108/BIJ-11-2018-0363</ext-link></comment></mixed-citation></ref>
</ref-list>
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<fn><p><bold>How to cite this article:</bold> Makanda, N. &#x0026; Ngalawa, H., 2025, &#x2018;Factors affecting the size of SMMEs: Evidence from Gauteng province, South Africa&#x2019;, <italic>Southern African Journal of Entrepreneurship and Small Business Management</italic> 17(1), a1036. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajesbm.v17i1.1036">https://doi.org/10.4102/sajesbm.v17i1.1036</ext-link></p></fn>
</fn-group>
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