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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJEMS</journal-id>
<journal-title-group>
<journal-title>South African Journal of Economic and Management Sciences</journal-title>
</journal-title-group>
<issn pub-type="ppub">1015-8812</issn>
<issn pub-type="epub">2222-3436</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJEMS-28-6235</article-id>
<article-id pub-id-type="doi">10.4102/sajems.v28i1.6235</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Keeping the momentum in South Africa&#x2019;s intensive export growth margin</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0006-5132-3338</contrib-id>
<name>
<surname>van der Merwe</surname>
<given-names>Nicola</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3741-3178</contrib-id>
<name>
<surname>Bezuidenhout</surname>
<given-names>Carli</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5358-831X</contrib-id>
<name>
<surname>Steenkamp</surname>
<given-names>Ermie A.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>School of Economic Sciences, Faculty of Business Management and Economic Sciences, North-West University, Potchefstroom, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Nicola van der Merwe, <email xlink:href="nicolavandermerwe363@gmail.com">nicolavandermerwe363@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>31</day><month>10</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>28</volume>
<issue>1</issue>
<elocation-id>6235</elocation-id>
<history>
<date date-type="received"><day>11</day><month>04</month><year>2025</year></date>
<date date-type="accepted"><day>12</day><month>09</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 4.0 International (CC BY 4.0) license.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>In the context of South Africa&#x2019;s commitment to export-led growth, attention has traditionally centred on expanding the export base through new products and markets. However, a substantial share of the country&#x2019;s trade performance is driven by intensifying exports of existing products to established partners, an area known as the intensive margin.</p>
</sec>
<sec id="st2">
<title>Setting</title>
<p>South Africa</p>
</sec>
<sec id="st3">
<title>Aim</title>
<p>Recognising the importance of the intensive margin, this study investigates which of South Africa&#x2019;s current product&#x2013;country combinations remain underexploited and warrant strategic focus.</p>
</sec>
<sec id="st4">
<title>Method</title>
<p>Employing a structured three-phase analytical framework, the research begins by identifying global product&#x2013;country opportunities based on import demand dynamics and market competitiveness. These are then cross-referenced with South Africa&#x2019;s existing export relationships to isolate underutilised channels within the intensive margin. Finally, a composite Market Attractiveness Index (MAI) is developed to prioritise these opportunities across dimensions such as demand scale, growth trends, accessibility and export competitiveness.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>The dominance of Western Europe and Asian markets &#x2013; especially Germany, China, the Republic of Korea and India &#x2013; reinforces the importance of deepening existing trade relationships where South Africa already holds competitive advantages. Moreover, the emergence of high-potential combinations across a diverse range of sectors signals that targeted export promotion strategies should not be limited to primary commodities but should also include value-added and niche industrial products.</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>The study uncovers actionable insights into where South Africa can enhance its export impact.</p>
</sec>
<sec id="st7">
<title>Contribution</title>
<p>Supporting more efficient, data-driven trade promotion policies within its current global footprint.</p>
</sec>
</abstract>
<kwd-group>
<kwd>exports</kwd>
<kwd>export-led growth</kwd>
<kwd>intensive margin</kwd>
<kwd>underutilised</kwd>
<kwd>decision support model</kwd>
<kwd>Market Attractiveness Index</kwd>
<kwd>opportunities</kwd>
<kwd>South Africa</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>The export-led growth model gained traction in the late 1970s, replacing the import-substitution model that had dominated development policy 30 years after World War II (Palley <xref ref-type="bibr" rid="CIT0050">2012</xref>). Over the past few decades, export-led growth has emerged as a key development strategy, particularly for developing countries seeking to enhance productivity, access new technologies and foster economic resilience (G&#x00F6;rg &#x0026; Greenaway 2024:174). Exports motivate productivity, generate innovative opportunities, mitigate uncertainty, reduce vulnerability to commodity shocks and price variations, create positive spillovers from trade in high-technology and high-skill goods, and, consequently, support economic development (Naud&#x00E9;, Bosker &#x0026; Matthee <xref ref-type="bibr" rid="CIT0046">2010</xref>; Reis &#x0026; Farole <xref ref-type="bibr" rid="CIT0054">2012</xref>).</p>
<p>South Africa has embraced an export-led growth approach in its trade policy, recognising the pivotal role exports play in driving economic growth, diversification and industrialisation. The South African National Development Committee&#x2019;s goal of achieving 6&#x0025; annual export growth by 2030 requires a more focused approach to export promotion (South African government - Department of Trade and Industry <xref ref-type="bibr" rid="CIT0056">2013</xref>). According to Jordaan (<xref ref-type="bibr" rid="CIT0039">2015</xref>), both the extensive and intensive margins are critical components of export-led growth. <xref ref-type="table" rid="T0001">Table 1</xref> provides a summary of the export growth margins.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Differentiation between the intensive and extensive export growth margins.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Level</th>
<th valign="top" align="left">Intensive growth margin</th>
<th valign="top" align="left">Extensive growth margin</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Product</td>
<td align="left">Increase in value of existing products exported</td>
<td align="left">Broader range of products exported</td>
</tr>
<tr>
<td align="left">Country</td>
<td align="left">Long-standing bilateral trading partnership</td>
<td align="left">New bilateral trading relationship</td>
</tr>
<tr>
<td align="left">Product&#x2013;country</td>
<td align="left">Increase in existing export volumes to current trade partners</td>
<td align="left">Exporting a new product to existing trading partners or exporting new and existing products to new trading partners</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source</italic>: Author&#x2019;s own compilation based on Amiti and Freund (<xref ref-type="bibr" rid="CIT0002">2010</xref>), Evenett and Venables (<xref ref-type="bibr" rid="CIT0025">2002</xref>), Helpman, Melitz and Rubinstein (<xref ref-type="bibr" rid="CIT0032">2008</xref>), Hummels and Klenow (<xref ref-type="bibr" rid="CIT0035">2005</xref>), Matthee, Idsardi and Krugell (<xref ref-type="bibr" rid="CIT0045">2016</xref>), Reis and Farole (<xref ref-type="bibr" rid="CIT0054">2012</xref>), and Steenkamp (<xref ref-type="bibr" rid="CIT0058">2019</xref>).</p></fn>
<fn><p>Note: Please see the full reference list of the article, Van der Merwe, N., Bezuidenhout, C. &#x0026; Steenkamp, E.A., 2025, &#x2018;Keeping the momentum in South Africa&#x2019;s intensive export growth margin&#x2019;, <italic>South African Journal of Economic and Management Sciences</italic> 28(1), a6235. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajems.v28i1.6235">https://doi.org/10.4102/sajems.v28i1.6235</ext-link>, for more information.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Historically, South Africa&#x2019;s export growth has predominantly occurred within the intensive margin &#x2013; expanding the volume of existing products to existing markets. While government strategies have largely focused on export diversification through the extensive margin, previous studies revealed that up to 77&#x0025; of South Africa&#x2019;s export growth between 2002 and 2012 stemmed from the intensive margin (Matthee et al. <xref ref-type="bibr" rid="CIT0044">2015</xref>). Despite its significance, this metric has not been updated over the last decade, leaving a critical gap in understanding the current dynamics of South Africa&#x2019;s export performance.</p>
<p>Between 2002 and 2022, the country exported over 148 000 product&#x2013;country combinations (intensive margin), yet it remains unclear which of these hold more trade potential. Without clear prioritisation, policy efforts risk being spread too thin, missing out on &#x2018;low-hanging fruit&#x2019; that could significantly contribute to export growth.</p>
<p>This study therefore identifies and prioritises underutilised export opportunities within South Africa&#x2019;s intensive margin, where most of the export growth momentum remains. This is achieved by applying a structured three-phased methodology to evaluate potential export markets and construct a composite Market Attractiveness Index (MAI) based on key trade indicators such as demand size, growth, market accessibility and export competitiveness.</p>
<p>This research supports policymakers and trade promotion institutions in developing more targeted and effective export strategies &#x2013; maximising the growth potential inherent in South Africa&#x2019;s existing trade relationships.</p>
</sec>
<sec id="s0002">
<title>Literature review</title>
<sec id="s20003">
<title>Extensive and intensive export growth margins</title>
<p>The extensive margin of trade growth refers to the expansion of exports through either the introduction of new products (product extensive margin) or entering new export markets (geographical extensive margin) (Reis &#x0026; Farole <xref ref-type="bibr" rid="CIT0054">2012</xref>). This approach is widely supported in trade literature because of its potential to foster diversification, resilience and innovation in developing economies.</p>
<p>Hummels and Klenow (<xref ref-type="bibr" rid="CIT0035">2005</xref>) were among the first to quantify the role of the extensive margin in export growth. The authors found that 60&#x0025; of 126 countries&#x2019; large economies&#x2019; export expansion was attributable to new product or market entries between 1980 and 1997. This diversification reduces dependency on a limited range of exports and insulates economies from demand shocks or price volatility. More recently, Young (<xref ref-type="bibr" rid="CIT0065">2024</xref>) found that in Nigeria, between 1960 and 2021, the extensive margin delivered larger and more sustained growth benefits compared to the intensive margin.</p>
<p>Exporting new products encourages research, development and innovation, as highlighted by Bernard et al. (<xref ref-type="bibr" rid="CIT0005">2007</xref>). These dynamics are essential for improving competitiveness and adapting to international standards. According to Elumalai and Kumar (<xref ref-type="bibr" rid="CIT0024">2025</xref>), India&#x2019;s agricultural exports through the extensive margin helped stabilise trade profits, reduce the vulnerability to price shocks, and support sustainable agricultural development. Additionally, Bernard et al. (<xref ref-type="bibr" rid="CIT0005">2007</xref>) found that entry into new markets creates employment opportunities in production, logistics and sales and stated that firms must scale up to meet new demand. This, in turn, supports inclusive growth.</p>
<p>Despite its potential, literature highlights high barriers to entry, such as limited information on new markets, high marketing and regulatory compliance costs, and uncertainty regarding consumer preferences (Matthee et al. <xref ref-type="bibr" rid="CIT0044">2015</xref>). These constraints are particularly relevant in developing contexts, where countries may lack the capacity to absorb the risks associated with market expansion (Matthee et al. <xref ref-type="bibr" rid="CIT0044">2015</xref>). Although South African trade policy often prioritises the extensive margin, studies by Steenkamp (<xref ref-type="bibr" rid="CIT0058">2019</xref>), Matthee, Idsardi and Krugell (<xref ref-type="bibr" rid="CIT0045">2016</xref>) and Vogel (<xref ref-type="bibr" rid="CIT0062">2024</xref>) caution that successful diversification in South Africa requires significant investment in infrastructure, skills and market knowledge. Matthee et al. (<xref ref-type="bibr" rid="CIT0044">2015</xref>) also found that more than three-quarters of South Africa&#x2019;s export growth momentum was within the intensive margin between 2002 and 2012.</p>
<p>The intensive margin of trade growth involves increasing the volume of existing exports to already established trading partners. This margin is increasingly recognised for its low-risk, cost-efficient and high-impact characteristics.</p>
<p>Several empirical studies confirm the intensive margin as the dominant contributor to export growth in developing countries. Amiti and Freund (<xref ref-type="bibr" rid="CIT0002">2010</xref>) observed that the bulk of China&#x2019;s rapid export expansion (between 1992 and 2005) occurred along the intensive margin. Additionally, Fedyunina, Simachev and Drapkin (<xref ref-type="bibr" rid="CIT0027">2023</xref>) found that Russia&#x2019;s intensive margin was a significant contributor to economic growth under intensified sanctions between the years 2015 and 2021.</p>
<p>Benefits of intensive margin export growth include economies of scale and process efficiencies, improved trade relationships, better export survival and depth in trade, as well as gaining export experience to build export strength. Unlike the extensive margin, increasing volumes to known markets avoids high fixed costs related to new market entry (Hong &#x0026; Luparello <xref ref-type="bibr" rid="CIT0034">2024</xref>). Exporters can optimise production and distribution channels, benefiting from economies of scale and process efficiencies (Hong &#x0026; Luparello <xref ref-type="bibr" rid="CIT0034">2024</xref>). Strengthening existing trade relationships supports diplomatic and economic stability (Besede&#x0161;, Moreno-Cruz &#x0026; Nitsch <xref ref-type="bibr" rid="CIT0006">2024</xref>). Familiarity with customer preferences, legal environments and logistics reduces uncertainty and enhances trust (Albornoz et al. <xref ref-type="bibr" rid="CIT0001">2012</xref>; Besede&#x0161; et al. <xref ref-type="bibr" rid="CIT0006">2024</xref>).</p>
<p>Besede&#x0161; and Prusa (<xref ref-type="bibr" rid="CIT0007">2011</xref>) analysed disaggregated bilateral industrial exports from 46 countries (between 1975 and 2003) and found that trade survival &#x2013; the ability to maintain export relationships &#x2013; is essential for long-term export growth. They argued that weak export performance stems from the high failure rate of new trade relationships (70&#x0025; of new export relationships fail within 2 years). They identify &#x2018;depth&#x2019; in trade (increased volumes) as a stronger driver of export expansion than merely forming new trade ties. Carr&#x00E8;re and Strauss-Kahn (<xref ref-type="bibr" rid="CIT0010">2017</xref>) show that firms with prior export experience &#x2013; particularly in nearby or accessible markets &#x2013; are better able to sustain exports to developed economies.</p>
<p>Given the benefits of both export growth margins, a dual approach to export growth is advocated: building export strength through existing channels (intensive margin) while also venturing into new ones (extensive margin).</p>
<p>As a developing country, South Africa may find it more challenging to change structurally, diversify its exports, and find a successful, balanced export mix that requires large investment and infrastructure development (Matthee et al. <xref ref-type="bibr" rid="CIT0044">2015</xref>; Vogel <xref ref-type="bibr" rid="CIT0062">2024</xref>). The country may find it easier to focus on its strengths and, while pursuing export diversification, not forget about its intensive margin (Matthee et al. <xref ref-type="bibr" rid="CIT0045">2016</xref>). Vogel (<xref ref-type="bibr" rid="CIT0062">2024</xref>) supports this argument by indicating that developing countries are faced with obstacles such as limited resources, expertise and global connections that may hinder the development of new product&#x2013;country ties that will withstand market competition. Therefore, they concluded that a developing country&#x2019;s intensive margin exports should keep growing (Vogel <xref ref-type="bibr" rid="CIT0062">2024</xref>).</p>
<p>The literature does not present the extensive and intensive margins as mutually exclusive but rather as complementary strategies. The extensive margin is vital for long-term structural transformation, innovation and market diversification, while the intensive margin provides immediate gains, stability and resilience &#x2013; particularly critical for developing economies like South Africa.</p>
<p>Policymakers are thus encouraged to balance both strategies. While the extensive margin ensures future readiness (diversification) and competitiveness, the intensive margin represents momentum in the short to medium term for sustained export-led growth.</p>
<p>This study sets out to identify and prioritise underutilised export opportunities within South Africa&#x2019;s intensive margin. Having provided an overview of the literature on the export growth margins within the context of South Africa&#x2019;s specific challenges, an overview of international market selection literature follows.</p>
</sec>
<sec id="s20004">
<title>International market selection methods and market attractiveness criteria</title>
<p>International Market Selection (IMS) refers to the systematic process of identifying, evaluating and prioritising foreign markets that offer the best opportunities for a country or firm to export goods and services. Effective IMS is crucial for developing countries, where resources for export promotion are often limited and must be directed towards markets with the highest potential return (Papadopoulos &#x0026; Denis <xref ref-type="bibr" rid="CIT0052">1988</xref>).</p>
<p>Selecting the right markets not only improves export performance but also enhances economic growth, industrialisation and trade resilience by allocating efforts and investments towards strategically viable destinations.</p>
<p>Research underscores the consequences of inadequate or ad hoc market selection, such as wasted financial resources in pursuing unviable markets (Rahman <xref ref-type="bibr" rid="CIT0053">2003</xref>); entry into high-risk or saturated markets (Papadopoulos &#x0026; Denis <xref ref-type="bibr" rid="CIT0052">1988</xref>); failure to achieve sustainable trade relationships (Besede&#x0161; &#x0026; Prusa <xref ref-type="bibr" rid="CIT0007">2011</xref>).</p>
<p>Therefore, scholars and practitioners advocate for structured IMS frameworks that combine multiple dimensions of market potential with quantitative methods for evaluation and prioritisation (Cavusgil <xref ref-type="bibr" rid="CIT0011">1997</xref>; Kumar, Stam &#x0026; Joachimsthaler <xref ref-type="bibr" rid="CIT0042">1994</xref>). These frameworks typically assess markets based on several dimensions, which are widely supported in the literature. The most common and essential criteria include: (1) import market size; (2) import market growth; (3) market accessibility; and (4) export competitiveness.</p>
<p>Import market size represents current demand for a given product in the target country, with larger markets considered more attractive because of volume potential (Aucamp <xref ref-type="bibr" rid="CIT0003">2020</xref>; Cameron et al. <xref ref-type="bibr" rid="CIT0009">2021</xref>; Cuyvers et al. <xref ref-type="bibr" rid="CIT0018">1995</xref>; Kefi <xref ref-type="bibr" rid="CIT0040">2021</xref>; Kumar et al. <xref ref-type="bibr" rid="CIT0042">1994</xref>).</p>
<p>Import market growth tracks changes in import demand over time &#x2013; short-term and long-term &#x2013; and indicates whether a market is dynamic and expanding. A growing market may compensate for smaller current size, making it strategic for future entry (Aucamp <xref ref-type="bibr" rid="CIT0003">2020</xref>; Cameron et al. <xref ref-type="bibr" rid="CIT0009">2021</xref>; Cavusgil <xref ref-type="bibr" rid="CIT0011">1997</xref>; Papadopoulos, Chen &#x0026; Thomans <xref ref-type="bibr" rid="CIT0051">2002</xref>).</p>
<p>Market accessibility evaluates ease of entry, considering factors like tariff and non-tariff barriers (NTMs), logistics and trade infrastructure and the competitive landscape in the target market. Accessibility is essential for estimating costs, risks and time to entry (Kefi <xref ref-type="bibr" rid="CIT0040">2021</xref>; Rahman <xref ref-type="bibr" rid="CIT0053">2003</xref>).</p>
<p>Finally, export competitiveness indicates whether the exporting country has a competitive edge in producing and supplying a specific product (Cameron et al. <xref ref-type="bibr" rid="CIT0009">2021</xref>; Kefi <xref ref-type="bibr" rid="CIT0040">2021</xref>).</p>
<p>From the empirical literature, recent reports identified export opportunities in different sectors for various regions. In sub-Saharan Africa, there is a rise in consumer goods and agrifood (specifically packaged food, poultry, dairy and personal care products) (DHL <xref ref-type="bibr" rid="CIT0023">2025</xref>). Processed food, transport products and plastic products have export potential in South and East Africa (TIPS Industry Study <xref ref-type="bibr" rid="CIT0060">2024</xref>). In the Caribbean and Latin American regions, nearshoring opportunities in transport products, textiles, pharmaceuticals and renewable energy are expanding rapidly (IDB Report <xref ref-type="bibr" rid="CIT0036">2022</xref>; S&#x0026;P Global <xref ref-type="bibr" rid="CIT0055">2025</xref>).</p>
<p>Lazaros and Dadakas (<xref ref-type="bibr" rid="CIT0043">2024</xref>) found potential for the European Union to expand machinery and transportation exports to countries within the Intergovernmental Authority on Development (IGAD) region of Africa, as well as to countries with whom they have existing trade agreements in the American continent. Moreover, their results revealed trade potential for transportation products in the Middle East (Lazaros &#x0026; Dadakas <xref ref-type="bibr" rid="CIT0043">2024</xref>). Konstantakopoulou and Tsionas (<xref ref-type="bibr" rid="CIT0041">2024</xref>) implemented the Decision Support Model (DSM) to identify realistic export opportunities for the Southern Euro Area countries. Their results showed export opportunities for manufactured goods in all Southern Euro Area countries, machinery and transport products in Italy, Spain and Portugal, and food and live animals in Greece. Cuyvers et al. (<xref ref-type="bibr" rid="CIT0021">2017</xref>) also identified realistic export opportunities for Thailand. Their results identified exporting sectors by using the DSM. The authors found that exports in food products, transport products, chemicals and plastics, electronics, rubber and rubber products, machinery, and textiles to Thailand&#x2019;s neighbouring Association of Southeast Asian Nations (ASEAN) + 3 countries are in growing demand (Cuyvers et al. <xref ref-type="bibr" rid="CIT0021">2017</xref>). Viviers et al. (<xref ref-type="bibr" rid="CIT0061">2014</xref>) used the DSM to identify new export opportunities for South Africa. The authors&#x2019; results showed that South African exports of minerals, agro-processing food products, machinery, electrical, chemicals and plastics, textiles, and transport products showed export potential (Viviers et al. <xref ref-type="bibr" rid="CIT0061">2014</xref>). More recently, Ferreira and Steenkamp (<xref ref-type="bibr" rid="CIT0030">2025</xref>) explored how sub-Saharan African (SSA) countries can improve intra-regional trade by identifying sector-based export opportunities, drawing lessons from Southeast Asia&#x2019;s integration experience. The authors used the DSM model and found that exports in agro-processing and food products, pharmaceuticals, textiles, chemicals and plastics, construction materials, and lights (consumer) manufacturing products are of high demand in SSA intra-African trade (Ferreira <xref ref-type="bibr" rid="CIT0029">2020</xref>; Ferreira &#x0026; Steenkamp <xref ref-type="bibr" rid="CIT0030">2025</xref>).</p>
<p>International market selection is a strategic imperative for enhancing export-led growth (Chi, Chang &#x0026; Chien <xref ref-type="bibr" rid="CIT0015">2025</xref>; &#x00C7;imen <xref ref-type="bibr" rid="CIT0016">2025</xref>; Cuyvers et al. <xref ref-type="bibr" rid="CIT0021">2017</xref>; Fan, Bei &#x0026; Hu <xref ref-type="bibr" rid="CIT0026">2024</xref>; Ferreira &#x0026; Steenkamp <xref ref-type="bibr" rid="CIT0030">2025</xref>; Konstantakopoulou &#x0026; Tsionas <xref ref-type="bibr" rid="CIT0041">2024</xref>; Naud&#x00E9; &#x0026; Cameron <xref ref-type="bibr" rid="CIT0047">2025</xref>; Viviers et al. <xref ref-type="bibr" rid="CIT0061">2014</xref>). The literature consistently supports the use of structured, multi-criteria models.</p>
</sec>
</sec>
<sec id="s0005">
<title>Research method</title>
<p>This study uses a three-phased approach to research the objectives by systematically narrowing the global export landscape by filtering and ranking underutilised, high-potential opportunities within South Africa&#x2019;s existing export relationships. By combining robust international market selection techniques with a multidimensional MAI, the approach ensures that recommendations are grounded in both trade performance data and strategic prioritisation criteria &#x2013; thereby enhancing the practical relevance and impact of the study. This three-phased approach is illustrated in <xref ref-type="fig" rid="F0001">Figure 1</xref>.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Phases 1&#x2013;3 of the study.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-28-6235-g001.tif"/>
</fig>
<p>Phase 1 identifies export opportunities for South Africa on a detailed product-and-destination country level. In Phase 2, the product&#x2013;country combinations within South Africa&#x2019;s intensive export margin (existing products to existing markets) are extracted from the export opportunities identified in Phase 1. Lastly, Phase 3 constructs a composite MAI for the underutilised export opportunities with growth potential in South Africa&#x2019;s intensive margin. A more detailed discussion of each phase follows.</p>
<sec id="s20006">
<title>Phase 1: Identification of product-country combinations with export potential</title>
<p>From the literature discussed in Section <italic>International market selection methods and market attractiveness criteria</italic>, it is clear that many approaches to international market selection exist. Criteria that are commonly used include the size of import demand, growth in import demand, market accessibility and the exporter&#x2019;s competitiveness. For the purposes of this study, selected criteria of a quantitative country-level international market selection model called the DSM were used. This method was originally designed by Cuyvers et al. (<xref ref-type="bibr" rid="CIT0018">1995</xref>) for Belgian export promotion purposes. The criteria used in the model have since been applied to other countries, including Thailand (Cuyvers et al. <xref ref-type="bibr" rid="CIT0021">2017</xref>); Namibia (Spies, Idsardi &#x0026; Steenkamp <xref ref-type="bibr" rid="CIT0057">2014</xref>; Teweldemedhin &#x0026; Chiripanhura <xref ref-type="bibr" rid="CIT0059">2015</xref>); Rwanda (Cameron &#x0026; Viviers <xref ref-type="bibr" rid="CIT0008">2017</xref>); Louisiana, USA (Oluwade <xref ref-type="bibr" rid="CIT0048">2018</xref>); South Africa (Viviers et al. <xref ref-type="bibr" rid="CIT0061">2014</xref>), China (Cameron et al. <xref ref-type="bibr" rid="CIT0009">2021</xref>); the South Euro Area (Konstantakopoulou &#x0026; Tsionas <xref ref-type="bibr" rid="CIT0041">2024</xref>); selected African countries (Ferreira <xref ref-type="bibr" rid="CIT0029">2020</xref>; Ferreira &#x0026; Steenkamp <xref ref-type="bibr" rid="CIT0028">2020</xref>, <xref ref-type="bibr" rid="CIT0030">2025</xref>); and the European Union (Naud&#x00E8; &#x0026; Cameron <xref ref-type="bibr" rid="CIT0047">2025</xref>). This model was selected because it starts with all possible product-and-destination country combinations worldwide and systematically filters through these (Aucamp <xref ref-type="bibr" rid="CIT0003">2020</xref>; Aucamp, Steenkamp &#x0026; Bezuidenhout <xref ref-type="bibr" rid="CIT0004">2025</xref>). The model picks winners (by means of an elimination process), which aligns with the purpose of Phase 1 (Ferreira <xref ref-type="bibr" rid="CIT0029">2020</xref>).</p>
<p>The original DSM was developed for government export promotion purposes and comprises four filters. To limit the amount of data to be analysed on a detailed product-level, entire countries were eliminated in Filter 1 based on political and/or commercial risk and macroeconomic indicators. Filter 2 considered the size, short-term and long-term growth in import demand on a product&#x2013;country level for the remaining destination markets (Cuyvers et al. <xref ref-type="bibr" rid="CIT0018">1995</xref>). In Filter 3, the degree of concentration (Filter 3.1) and trade restrictions or barriers (Filter 3.2) were considered to evaluate the market access conditions in each market (Cuyvers et al. <xref ref-type="bibr" rid="CIT0019">2012</xref>). Filters 2 and 3.1 were also applied in the studies of Ferreira and Steenkamp (<xref ref-type="bibr" rid="CIT0028">2020</xref>; <xref ref-type="bibr" rid="CIT0030">2025</xref>), Spies et al. (<xref ref-type="bibr" rid="CIT0057">2014</xref>), and Viviers et al. (<xref ref-type="bibr" rid="CIT0061">2014</xref>). To inform export promotion strategies, Filter 4 classifies the product-country combinations identified with potential in Filters 1 to 3 by mapping the size and growth of import demand against the exporting country&#x2019;s market share relative to the main competitors in the import market (Cuyvers et al. <xref ref-type="bibr" rid="CIT0019">2012</xref>).</p>
<p>For this study, Filters 2 and 3.1 of the DSM are applied. Because of the developments in information technology since the late 1990s, the early elimination of entire countries in Filter 1 is not necessary, and the analysis can start evaluating import demand on a detailed product-country level (more than 5199 product codes and 227 countries worldwide, totalling almost 1.2 million possibilities to start with). In the original model, Filter 3.2 deals with trade barriers. These are incorporated in Phase 3 of this study (see <italic>Phase 3: Prioritisation among the underutilised, intensive margin export opportunities</italic>). Rather than eliminating product-country combinations based on trade barriers, the approach in this study follows Ferreira and Steenkamp (<xref ref-type="bibr" rid="CIT0028">2020</xref>) to keep the opportunity but rank it lower if high trade barriers exist. Filter 4 involves a categorisation specifically for export promotion purposes and does not attempt a ranking of opportunities. This study, however, aims to prioritise export opportunities in Phase 3.</p>
<p>In Filter 2, short-term import growth, long-term import growth and import market size are reviewed (Cuyvers et al. <xref ref-type="bibr" rid="CIT0018">1995</xref>). Import growth is the rate at which a country&#x2019;s imports of a particular product group are increasing. The value of imports of a specific product group by a particular country is referred to as the import market size. The short-term import growth is considered the most recent year&#x2019;s growth rate in imports, whereas the long-term growth is calculated as the compound average annual percentage growth in imports over 5 years. The third variable, import market size, is calculated by the ratio of imports of country <italic>i</italic> for product group <italic>j</italic> and the total imports of all countries that entered this filter of product group <italic>j</italic> (Cuyvers et al. <xref ref-type="bibr" rid="CIT0018">1995</xref>, Cuyvers <xref ref-type="bibr" rid="CIT0017">2004</xref>). The selection criteria of this filter are based on global averages for import size and growth per product (Cuyvers et al. <xref ref-type="bibr" rid="CIT0019">2012</xref>).</p>
<p>When defining the cut-off values for short- and long-term growth in import demand, a scaling factor (<italic>s</italic><sub><italic>j</italic></sub>) was calculated to take into consideration South Africa&#x2019;s level of specialisation in exporting product <italic>j</italic> (Cuyvers <xref ref-type="bibr" rid="CIT0017">2004</xref>:260), as follows (see <xref ref-type="disp-formula" rid="FD1">Equation 1</xref>):</p>
<disp-formula id="FD1"><alternatives><mml:math display="block" id="M1"><mml:mrow><mml:msub><mml:mi>s</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn>0.8</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>R</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mi>A</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mn>0.85</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mi>e</mml:mi><mml:mi>x</mml:mi><mml:msup><mml:mi>p</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>R</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mi>A</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mn>0.01</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-28-6235-e001.tif"/></alternatives><label>[Eqn 1]</label></disp-formula>
<p>where Revealed Comparative Advantage (<italic>RCA</italic><sub><italic>Saj</italic></sub>) is the revealed comparative advantage of South Africa in exporting product <italic>j</italic> (Reis &#x0026; Farole <xref ref-type="bibr" rid="CIT0054">2012</xref>), in <xref ref-type="disp-formula" rid="FD2">Equation 2</xref>:</p>
<disp-formula id="FD2"><alternatives><mml:math display="block" id="M2"><mml:mrow><mml:mi>R</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mi>A</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mi>A</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>X</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mi>A</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>X</mml:mi><mml:mrow><mml:mi>w</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>X</mml:mi><mml:mrow><mml:mi>S</mml:mi><mml:mi>A</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mi>o</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>X</mml:mi><mml:mrow><mml:mi>w</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mi>o</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-28-6235-e002.tif"/></alternatives><label>[Eqn 2]</label></disp-formula>
<p>with <italic>X</italic><sub><italic>SAj</italic></sub> and <italic>X</italic><sub><italic>wj</italic></sub> being South Africa&#x2019;s and the world&#x2019;s total exports of product <italic>j</italic>; and <italic>X</italic><sub><italic>SA,tot</italic></sub> and <italic>X</italic><sub><italic>w,tot</italic></sub> being total exports of South Africa and the world.</p>
<p>The cut-off values for the growth variables were then expressed as: <italic>g<sub>ij</sub> &#x2265; G<sub>j</sub></italic></p>
<p>with <italic>g</italic><sub><italic>i,j</italic></sub>, the importing country <italic>i</italic>&#x2019;s short- or long-term import growth rate of product <italic>j</italic>; and:</p>
<list list-type="bullet">
<list-item><p><italic>G<sub>j</sub></italic> = <italic>g<sub>w,j</sub>s<sub>j</sub>, if g<sub>w,j</sub></italic> &#x2265; <italic>0; or</italic></p></list-item>
<list-item><p><italic>G<sub>j</sub></italic> = <italic>g<sub>w,j</sub> / s<sub>j</sub>, if g<sub>w,j</sub></italic> &#x003C; <italic>0;</italic></p></list-item>
</list>
<p>and <italic>g</italic><sub><italic>w,j</italic></sub>, the growth rate of aggregate world imports of product <italic>j</italic>.</p>
<p>In terms of import size, the cut-off values are defined as <italic>S</italic><sub><italic>j</italic></sub> (Cuyvers <xref ref-type="bibr" rid="CIT0017">2004</xref>:260): <italic>M<sub>ij</sub> &#x2265; S<sub>j</sub></italic></p>
<p>where <italic>M</italic><sub><italic>ij</italic></sub> is the country <italic>i</italic>&#x2019;s total import of product <italic>j</italic>; and:</p>
<list list-type="bullet">
<list-item><p><italic>S<sub>j</sub></italic> = 0.02 <italic>M<sub>w,j</sub>if RCA<sub>SAj</sub></italic> &#x2265; <italic>1; or</italic></p></list-item>
<list-item><p><italic>S<sub>j</sub></italic> = [(<italic>3 &#x2013; RCA<sub>SAj</sub></italic>) / <italic>100</italic>] <italic>M<sub>w,j</sub></italic> if <italic>RCA<sub>SAj</sub> &#x003C; 1</italic></p></list-item>
</list>
<p>with <italic>M</italic><sub><italic>w,j</italic></sub> denoting aggregate world imports of product <italic>j</italic>.</p>
<p>South Africa&#x2019;s competitive advantage in exporting the product is therefore taken into consideration when defining the cut-off values for the growth and size of import demand. This implies that, if South Africa was not yet specialised in exporting the product (0 &#x2264; <italic>RCA</italic><sub><italic>SAj</italic></sub> &#x003C; 1), the destination country&#x2019;s import growth rate (<italic>g</italic><sub><italic>i,j</italic></sub>) should be higher than the global average for that product. The growth rate in import demand is allowed to be marginally lower than the world average growth rate, where South Africa had a comparative advantage (<italic>RCA</italic><sub><italic>SAj</italic></sub> &#x2265; 1) in exporting the product (Cuyvers et al. <xref ref-type="bibr" rid="CIT0019">2012</xref>:62&#x2013;63). Similarly, for the size of import demand, the cut-off value is 2&#x0025; of total world imports of the product if South Africa is specialised in exporting the product, and a bit stricter, at larger than 2&#x0025; and up to 3&#x0025; of world imports, if South Africa does not have a comparative advantage in exporting the product (Cuyvers et al. <xref ref-type="bibr" rid="CIT0019">2012</xref>).</p>
<p>For final selection in Filter 2, import growth and size are combined. All markets that qualify in terms of size are selected. Those with short- and long-term growth above the cut-off values are also selected. Then, any market displaying a combination of adequate size and growth (short- and/or long-term) also selects into Filter 3.</p>
<p>Cuyvers et al. (<xref ref-type="bibr" rid="CIT0018">1995</xref>:180) stated that choosing a market based on sizable and/or growing import demand (Filter 2) does not ensure that the market will be accessible. Therefore, analysing the level of competition in each import market is also crucial (Filter 3.1). In addition, recent studies like Fan et al. (<xref ref-type="bibr" rid="CIT0026">2024</xref>) and &#x00C7;imen (<xref ref-type="bibr" rid="CIT0016">2025</xref>), also used market concentration and competitiveness metrics to identify export opportunities.</p>
<p>Concentrated markets are characterised by a small number of exporting countries (competitors) with significant market shares and expertise in the industry (Vollrath <xref ref-type="bibr" rid="CIT0063">1991</xref>). A market with a high level of concentration is difficult to penetrate. Cuyvers et al. (<xref ref-type="bibr" rid="CIT0018">1995</xref>:180) found a negative association between market concentration and exports. As a result, channelling resources into highly concentrated markets may be wasteful, and export survival chances are low. Therefore, Filter 3.1 assesses the accessibility of potential markets by measuring the concentration of competitors using the Herfindahl-Hirschman index (HHI) of Hirschman (<xref ref-type="bibr" rid="CIT0033">1964</xref>). The HHI for market concentration of Filter 3.1 was calculated as follows (see <xref ref-type="disp-formula" rid="FD3">Equation 3</xref>):</p>
<disp-formula id="FD3"><alternatives><mml:math display="block" id="M3"><mml:mrow><mml:mi>H</mml:mi><mml:mi>H</mml:mi><mml:msub><mml:mi>I</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mo>&#x2211;</mml:mo><mml:mrow><mml:msup><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:msub><mml:mi>X</mml:mi><mml:mrow><mml:mi>k</mml:mi><mml:mo>,</mml:mo><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mi>o</mml:mi><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mstyle></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-28-6235-e003.tif"/></alternatives><label>[Eqn 3]</label></disp-formula>
<p>where <italic>X</italic><sub><italic>k,ij</italic></sub> represents the exports of product <italic>j</italic> to country <italic>i</italic> by country competitors <italic>k;</italic> and <italic>M</italic><sub><italic>tot,ij</italic></sub> is the total imports of product <italic>j</italic> in country <italic>i</italic>.</p>
<p>An HHI value closer to 1 means that a country sources a particular product from a limited number of suppliers with dominant market shares, indicating a highly concentrated market. On the other hand, HHI values closer to 0 indicate markets characterised by a diverse set of suppliers with relatively small individual shares. As noted by Cuyvers et al. (<xref ref-type="bibr" rid="CIT0018">1995</xref>), markets controlled by one or two suppliers are generally more difficult to access compared to those with a broader base of competitors. Cut-off values are defined accordingly.</p>
<p>The data of this phase were obtained from the CEPII BACI database (CEPII <xref ref-type="bibr" rid="CIT0012">2024a</xref>).</p>
</sec>
<sec id="s20007">
<title>Phase 2: Identification of underutilised, intensive margin export opportunities</title>
<p>Phase 2 matches export opportunities for South Africa identified in Phase 1 to the intensive margin product&#x2013;country combinations based on the CEPII BACI database (<xref ref-type="bibr" rid="CIT0012">2024a</xref>). If South Africa exported the product to the destination country in 2012, that combination was regarded as part of South Africa&#x2019;s intensive margin (existing product-country relationship).</p>
<p>Furthermore, a potential export value was calculated for each of the matched markets (based on calculations of Cuyvers et al. [<xref ref-type="bibr" rid="CIT0021">2017</xref>] and Ferreira and Steenkamp [<xref ref-type="bibr" rid="CIT0028">2020</xref>]). This potential export value was calculated as the average market value of all the competitors (for the product) in the import market. South Africa&#x2019;s existing (or actual) exports were then evaluated against these potential values to identify underutilisation within the intensive export growth margin for South Africa.</p>
<p>Therefore, export opportunities within the intensive margin that were underutilised were obtained at the end of Phase 2.</p>
</sec>
<sec id="s20008">
<title>Phase 3: Prioritisation among the underutilised, intensive margin export opportunities</title>
<p>The purpose of the DSM is to provide a list of interesting markets for further investigation (Cuyvers <xref ref-type="bibr" rid="CIT0017">2004</xref>). Previous attempts to prioritise among the export opportunities identified in the model involved rankings based on the export potential values explained in Phase 2. However, these values only take into account the size of the import demand and the number of competitors. Market attractiveness is, however, a multidimensional concept that also includes other key determinants such as import growth, market accessibility and export competitiveness. This is supported by the international market selection literature covered in Section <italic>Literature review</italic>.</p>
<p>Composite indexing is often used to measure multidimensional concepts (OECD <xref ref-type="bibr" rid="CIT0049">2019</xref>). Therefore, Phase 3 of this study uses this method to construct an MAI to prioritise among the underutilised export opportunities with growth potential in South Africa&#x2019;s intensive margin.</p>
<p><xref ref-type="fig" rid="F0002">Figure 2</xref> illustrates the dimensions and variables included in compiling the MAI.</p>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>The market attractiveness index.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-28-6235-g002.tif"/>
</fig>
<p>The first dimension, size of import demand, includes the total import value per product&#x2013;country combination in US$1000. A weighted 5-year average of these values was used with more recent years weighing more.</p>
<p>The second dimension, growth in import demand, includes the short- and long-term growth in import demand. The short-term growth in import demand is the simple 1-year growth in import value, while the long-term growth is the compounded growth rate over 5 years. Both growth figures were calculated using data from the CEPII BACI database.</p>
<p>The third dimension, market access, includes the ad valorem equivalent tariff applied to South Africa, the World Bank Logistics Performance Index (LPI), market concentration, and distance. The ad valorem equivalent tariff applied to South Africa is the latest available tariff that South Africa faces when exporting a particular product to a specific destination country (ITC <xref ref-type="bibr" rid="CIT0037">2024</xref>). The World Bank LPI measures the on-the-ground efficiency of trade supply chains, as well as the reliability and predictability of the logistic service delivery of a country (World Bank <xref ref-type="bibr" rid="CIT0064">2023</xref>). The World Bank constructed the LPI based on a global survey of logistics professionals, evaluating countries across six key dimensions: (1) the efficiency of customs and border clearance procedures; (2) the quality of trade and transport infrastructure; (3) the ease of arranging competitively priced international shipments; (4) the competence and quality of logistics services; (5) the ability to track and trace consignments; and (6) the timeliness of shipments reaching their destinations. The performance of each country is determined with the use of a five-point scale, rated from very low (1) to very high (5) in relation to generally accepted industry standards or practices (World Bank <xref ref-type="bibr" rid="CIT0064">2023</xref>). Market concentration is also part of this dimension. It is measured by means of the HHI (see Section <italic>Phase 1: Identification of product-country combinations with export potential</italic>), using data from the CEPII BACI database. Higher HHI values indicate more concentration, which is regarded as lower market access and/or attractiveness. Distance is often used in gravity analysis as a measure of market access (De Benedictis &#x0026; Taglioni <xref ref-type="bibr" rid="CIT0022">2011</xref>:75). It is measured in kilometres and is calculated by the weighted distance from South Africa to the major city of the importing country, considering the share of each city in the importing country&#x2019;s total population. The data were obtained from the CEPII GeoDist database (CEPII <xref ref-type="bibr" rid="CIT0013">2024b</xref>).</p>
<p>The last dimension, export competitiveness, includes the RCA and Revealed Trade Advantage (RTA) variables for South Africa. The RCA is a metric that indicates whether a country has an advantage in production and export capacity for a particular product (see Section <italic>Phase 1: Identification of product-country combinations with export potential</italic>). Therefore, when RCA is larger than 1, the country is assumed to be a competitive producer and exporter of that product, as opposed to a country producing and exporting that product at or below the global average. The RTA variable includes both exports and imports and is used to determine whether South Africa is a net exporter (and not a re-exporter) of a particular product (Jessen &#x0026; Vignoles <xref ref-type="bibr" rid="CIT0038">2004</xref>). The RTA is determined by subtracting a country&#x2019;s RMA (calculated the same as the RCA, only using import data) or a certain product from its RCA (Vollrath <xref ref-type="bibr" rid="CIT0063">1991</xref>). This variable therefore indicated the items that South Africa regularly exports competitively by using the data from the CEPII BACI database. As the international trade environment changes frequently, the most recent 5 years for which data are available at the time of analysis were used in this study (2017&#x2013;2021). Where applicable, more weight was given to more recent values. The weights assigned were 30&#x0025; for year 5 (most recent); 25&#x0025; for year 4; 20&#x0025; for year 3; 15&#x0025; for year 2; and 10&#x0025; for year 1. This weighted average method was used for the size and growth of import demand, market concentration (HHI), RCA and RTA variables.</p>
<p>As the variables included are measured in different units, they must be standardised before they can be included in a composite index (OECD <xref ref-type="bibr" rid="CIT0049">2019</xref>). The standardisation method used in this study was to calculate the distance from the best (100) and worst (0) performers.</p>
<p>The different variables in each dimension were then standardised using the following formula, as seen in <xref ref-type="disp-formula" rid="FD4">Equation 4</xref> (OECD <xref ref-type="bibr" rid="CIT0049">2019</xref>):</p>
<disp-formula id="FD4"><alternatives><mml:math display="block" id="M4"><mml:mrow><mml:mfrac><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>u</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>y</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac><mml:mo>&#x00D7;</mml:mo><mml:mn>100</mml:mn></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJEMS-28-6235-e004.tif"/></alternatives><label>[Eqn 4]</label></disp-formula>
<p>where <italic>y</italic><sub><italic>ij</italic></sub> is the value of the variable for product <italic>j</italic> in destination country <italic>i; y</italic><sub><italic>l</italic></sub> is the lower threshold; and <italic>y</italic><sub><italic>u</italic></sub> is the upper threshold as defined below.</p>
<p>The upper threshold is the top 1&#x0025; of product-country combinations in the applicable variable, and the lower threshold is the bottom 1&#x0025;. The only exception for these calculations is the tariffs variable. When calculating the index of this variable, the upper threshold was 0&#x0025; (no tariff applied) and the lower threshold was 30&#x0025; (considered a high tariff, ITC [<xref ref-type="bibr" rid="CIT0037">2024</xref>]).</p>
<p>Finally, equal weights were used within each dimension and among the four dimensions (25&#x0025; each) to arrive at the MAI. This MAI was then used to prioritise the underutilised export opportunities in South Africa&#x2019;s intensive margin identified in Phases 1 and 2.</p>
</sec>
<sec id="s20009">
<title>Ethical considerations</title>
<p>Ethical clearance to conduct this study was obtained from the North-West University, Economic and Management Sciences Research Ethics Committee (NWU-00675-24-A4).</p>
</sec>
</sec>
<sec id="s0010">
<title>Results</title>
<p>The analysis starts with 1 180 173 worldwide possible product-country combinations (5199 products to 227 countries). When Phase 1 is applied, 123 431 product-country combinations remain based on the size and growth of total import demand and concentration of competitors in the import market. Independent of this, South Africa already exports to 148 345 product-country combinations in total (intensive margin).</p>
<p>Phase 2 evaluates South Africa&#x2019;s utilisation of the product-country combinations in the intercept between the 123 431 export opportunities identified in Phase 1 and the 148 345 product-country combinations in South Africa&#x2019;s intensive margin. At the end of Phase 2, a total of 9490 product-country combinations remain as export opportunities that form part of South Africa&#x2019;s intensive margin and are also underutilised.</p>
<p>In Phase 3, these opportunities were prioritised using the MAI, which incorporated four key dimensions from the international market selection literature &#x2013; import market size, import market growth, market accessibility and export competitiveness (Cameron et al. <xref ref-type="bibr" rid="CIT0009">2021</xref>; Cuyvers et al. <xref ref-type="bibr" rid="CIT0018">1995</xref>; Kumar et al. <xref ref-type="bibr" rid="CIT0042">1994</xref>; Papadopoulos &#x0026; Denis <xref ref-type="bibr" rid="CIT0052">1988</xref>). The use of multiple weighted criteria aligns with recommendations for structured IMS frameworks in resource-constrained export promotion contexts (Cavusgil <xref ref-type="bibr" rid="CIT0011">1997</xref>; Rahman <xref ref-type="bibr" rid="CIT0053">2003</xref>).</p>
<p><xref ref-type="table" rid="T0002">Table 2</xref> lists the top 30 underutilised product-country combinations within South Africa&#x2019;s intensive margin, based on the overall MAI.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Top 30 product-country combinations with the highest market attractiveness index.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Top 30</th>
<th valign="top" align="center">Product code</th>
<th valign="top" align="left">Product description</th>
<th valign="top" align="left">Country</th>
<th valign="top" align="left">Region</th>
<th valign="top" align="left">Sector group</th>
<th valign="top" align="center">Size rank</th>
<th valign="top" align="center">Growth rank</th>
<th valign="top" align="center">Market access rank</th>
<th valign="top" align="center">Export compete-tiveness rank</th>
<th valign="top" align="center">Overall index (0&#x2013;100)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1</td>
<td align="center">260200</td>
<td align="left">Manganese ores and concentrates, including ferruginous manganese ores and concentrates</td>
<td align="left">Germany</td>
<td align="left">Western Europe</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">9005</td>
<td align="center">30</td>
<td align="center">2018</td>
<td align="center">14</td>
<td align="center">69.92</td>
</tr>
<tr>
<td align="left">2</td>
<td align="center">261800</td>
<td align="left">Slag, granulated (slag sand): from the manufacture of iron or steel</td>
<td align="left">Germany</td>
<td align="left">Western Europe</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">9297</td>
<td align="center">37</td>
<td align="center">6080</td>
<td align="center">55</td>
<td align="center">65.66</td>
</tr>
<tr>
<td align="left">3</td>
<td align="center">261800</td>
<td align="left">Slag, granulated (slag sand): from the manufacture of iron or steel</td>
<td align="left">Germany</td>
<td align="left">Western Europe</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">9298</td>
<td align="center">38</td>
<td align="center">6081</td>
<td align="center">56</td>
<td align="center">65.66</td>
</tr>
<tr>
<td align="left">4</td>
<td align="center">260200</td>
<td align="left">Manganese ores and concentrates, including ferruginous manganese ores and concentrates</td>
<td align="left">Oman</td>
<td align="left">Middle East</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">7849</td>
<td align="center">24</td>
<td align="center">6945</td>
<td align="center">60</td>
<td align="center">64.68</td>
</tr>
<tr>
<td align="left">5</td>
<td align="center">711021</td>
<td align="left">Metals: palladium, unwrought or in powder form</td>
<td align="left">Switzerland</td>
<td align="left">Western Europe</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">128</td>
<td align="center">1721</td>
<td align="center">2091</td>
<td align="center">150</td>
<td align="center">63.61</td>
</tr>
<tr>
<td align="left">6</td>
<td align="center">260120</td>
<td align="left">Iron pyrites: roasted</td>
<td align="left">India</td>
<td align="left">South-Central Asia</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">7152</td>
<td align="center">19</td>
<td align="center">7834</td>
<td align="center">64</td>
<td align="center">63.23</td>
</tr>
<tr>
<td align="left">7</td>
<td align="center">291413</td>
<td align="left">Ketones: acyclic, without other oxygen function, 4-methylpentan-2-one (methyl isobutyl)</td>
<td align="left">Iran</td>
<td align="left">South-Central Asia</td>
<td align="left">28&#x2013;38 Chemicals</td>
<td align="center">9154</td>
<td align="center">56</td>
<td align="center">5743</td>
<td align="center">51</td>
<td align="center">62.64</td>
</tr>
<tr>
<td align="left">8</td>
<td align="center">80261</td>
<td align="left">Nuts, edible: macadamia, fresh or dried, in shell</td>
<td align="left">Thailand</td>
<td align="left">South-Eastern Asia</td>
<td align="left">06&#x2013;15 Vegetable products</td>
<td align="center">6050</td>
<td align="center">42</td>
<td align="center">8217</td>
<td align="center">70</td>
<td align="center">61.95</td>
</tr>
<tr>
<td align="left">9</td>
<td align="center">80262</td>
<td align="left">Nuts, edible: macadamia, fresh or dried, shelled</td>
<td align="left">Belarus</td>
<td align="left">Eastern Europe</td>
<td align="left">06&#x2013;15 Vegetable products</td>
<td align="center">9126</td>
<td align="center">32</td>
<td align="center">8580</td>
<td align="center">74</td>
<td align="center">61.28</td>
</tr>
<tr>
<td align="left">10</td>
<td align="center">711031</td>
<td align="left">Metals: rhodium, unwrought or in powder form</td>
<td align="left">Austria</td>
<td align="left">Western Europe</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">4263</td>
<td align="center">165</td>
<td align="center">3604</td>
<td align="center">31</td>
<td align="center">58.98</td>
</tr>
<tr>
<td align="left">11</td>
<td align="center">290129</td>
<td align="left">Acyclic hydrocarbons: unsaturated, not elsewhere classified in heading no. 2901</td>
<td align="left">Philippines</td>
<td align="left">South-Eastern Asia</td>
<td align="left">28&#x2013;38 Chemicals</td>
<td align="center">5344</td>
<td align="center">51</td>
<td align="center">5367</td>
<td align="center">146</td>
<td align="center">58.61</td>
</tr>
<tr>
<td align="left">12</td>
<td align="center">710813</td>
<td align="left">Metals: gold, semi-manufactured</td>
<td align="left">USA</td>
<td align="left">Northern America</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">1</td>
<td align="center">3170</td>
<td align="center">128</td>
<td align="center">774</td>
<td align="center">58.38</td>
</tr>
<tr>
<td align="left">13</td>
<td align="center">760110</td>
<td align="left">Aluminium: unwrought (not alloyed)</td>
<td align="left">China</td>
<td align="left">Eastern Asia</td>
<td align="left">72&#x2013;83 Metals</td>
<td align="center">99</td>
<td align="center">293</td>
<td align="center">4575</td>
<td align="center">1417</td>
<td align="center">57.88</td>
</tr>
<tr>
<td align="left">14</td>
<td align="center">710813</td>
<td align="left">Metals: gold, semi-manufactured</td>
<td align="left">Azerbaijan</td>
<td align="left">Middle East</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">167</td>
<td align="center">1</td>
<td align="center">8379</td>
<td align="center">784</td>
<td align="center">57.86</td>
</tr>
<tr>
<td align="left">15</td>
<td align="center">261800</td>
<td align="left">Slag, granulated (slag sand): from the manufacture or iron or steel</td>
<td align="left">Ghana</td>
<td align="left">Western Africa</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">4995</td>
<td align="center">128</td>
<td align="center">5930</td>
<td align="center">53</td>
<td align="center">57.52</td>
</tr>
<tr>
<td align="left">16</td>
<td align="center">253010</td>
<td align="left">Vermiculite, perlite and chlorites: unexpanded</td>
<td align="left">Zimbabwe</td>
<td align="left">Eastern Africa</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">8702</td>
<td align="center">60</td>
<td align="center">7567</td>
<td align="center">118</td>
<td align="center">57.08</td>
</tr>
<tr>
<td align="left">17</td>
<td align="center">711021</td>
<td align="left">Metals: palladium, unwrought or in powder form</td>
<td align="left">Turks and Caicos Islands</td>
<td align="left">Central America and Caribbean</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">242</td>
<td align="center">738</td>
<td align="center">2870</td>
<td align="center">151</td>
<td align="center">56.98</td>
</tr>
<tr>
<td align="left">18</td>
<td align="center">270112</td>
<td align="left">Coal: bituminous, whether or not pulverised, but not agglomerated</td>
<td align="left">Republic of Korea</td>
<td align="left">Eastern Asia</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">2</td>
<td align="center">6553</td>
<td align="center">102</td>
<td align="center">988</td>
<td align="center">56.18</td>
</tr>
<tr>
<td align="left">19</td>
<td align="center">710813</td>
<td align="left">Metals: gold, semi-manufactured</td>
<td align="left">Switzerland</td>
<td align="left">Western Europe</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">3</td>
<td align="center">4082</td>
<td align="center">1434</td>
<td align="center">775</td>
<td align="center">56.02</td>
</tr>
<tr>
<td align="left">20</td>
<td align="center">261690</td>
<td align="left">Precious metal ores and concentrates: (excluding silver)</td>
<td align="left">China</td>
<td align="left">Eastern Asia</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">4</td>
<td align="center">3339</td>
<td align="center">3447</td>
<td align="center">570</td>
<td align="center">55.99</td>
</tr>
<tr>
<td align="left">21</td>
<td align="center">261800</td>
<td align="left">Slag, granulated (slag sand): from the manufacture or iron or steel</td>
<td align="left">Canada</td>
<td align="left">Northern America</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">4863</td>
<td align="center">754</td>
<td align="center">74</td>
<td align="center">1</td>
<td align="center">55.93</td>
</tr>
<tr>
<td align="left">22</td>
<td align="center">260111</td>
<td align="left">Iron ores and concentrates: non-agglomerated</td>
<td align="left">Vietnam</td>
<td align="left">South-Eastern Asia</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">107</td>
<td align="center">170</td>
<td align="center">6395</td>
<td align="center">1958</td>
<td align="center">55.60</td>
</tr>
<tr>
<td align="left">23</td>
<td align="center">711011</td>
<td align="left">Metals: platinum, unwrought or in powder form</td>
<td align="left">Turks and Caicos Islands</td>
<td align="left">Central America and Caribbean</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">288</td>
<td align="center">8762</td>
<td align="center">1958</td>
<td align="center">13</td>
<td align="center">55.28</td>
</tr>
<tr>
<td align="left">24</td>
<td align="center">760110</td>
<td align="left">Aluminium: unwrought (not alloyed)</td>
<td align="left">Republic of Korea</td>
<td align="left">Eastern Asia</td>
<td align="left">72&#x2013;83 Metals</td>
<td align="center">5</td>
<td align="center">6929</td>
<td align="center">98</td>
<td align="center">1408</td>
<td align="center">55.00</td>
</tr>
<tr>
<td align="left">25</td>
<td align="center">711292</td>
<td align="left">Waste and scrap of precious metals: of platinum, including metal clad with platinum</td>
<td align="left">USA</td>
<td align="left">Northern America</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">98</td>
<td align="center">2822</td>
<td align="center">66</td>
<td align="center">2340</td>
<td align="center">54.91</td>
</tr>
<tr>
<td align="left">26</td>
<td align="center">711292</td>
<td align="left">Waste and scrap of precious metals: of platinum, including metal clad with platinum</td>
<td align="left">Japan</td>
<td align="left">Eastern Asia</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">6</td>
<td align="center">663</td>
<td align="center">3333</td>
<td align="center">2342</td>
<td align="center">54.57</td>
</tr>
<tr>
<td align="left">27</td>
<td align="center">720110</td>
<td align="left">Iron: non-alloy pig iron containing by weight 0.5&#x0025; or less of phosphorus, in pigs, blocks or other primary forms</td>
<td align="left">USA</td>
<td align="left">Northern America</td>
<td align="left">72&#x2013;83 Metals</td>
<td align="center">7</td>
<td align="center">3078</td>
<td align="center">1659</td>
<td align="center">1395</td>
<td align="center">54.11</td>
</tr>
<tr>
<td align="left">28</td>
<td align="center">710812</td>
<td align="left">Metals: gold, non-monetary, unwrought (but not powder)</td>
<td align="left">Austria</td>
<td align="left">Western Europe</td>
<td align="left">68&#x2013;71 Stone and Glass</td>
<td align="center">8</td>
<td align="center">654</td>
<td align="center">5132</td>
<td align="center">1658</td>
<td align="center">53.77</td>
</tr>
<tr>
<td align="left">29</td>
<td align="center">870421</td>
<td align="left">Vehicles: compression-ignition internal combustion piston engine (diesel or semi-diesel), with a gross vehicle weight not exceeding 5 tonnes</td>
<td align="left">Netherlands</td>
<td align="left">Western Europe</td>
<td align="left">86&#x2013;89 Transport products</td>
<td align="center">9</td>
<td align="center">7271</td>
<td align="center">982</td>
<td align="center">1082</td>
<td align="center">53.69</td>
</tr>
<tr>
<td align="left">30</td>
<td align="center">270112</td>
<td align="left">Coal: bituminous, whether or not pulverised, but not agglomerated</td>
<td align="left">Germany</td>
<td align="left">Western Europe</td>
<td align="left">25&#x2013;27 Minerals</td>
<td align="center">10</td>
<td align="center">7995</td>
<td align="center">1179</td>
<td align="center">990</td>
<td align="center">53.61</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source:</italic> Product description from CEPII, 2025, <italic>BACI</italic>, viewed 15 September 2025, from <ext-link ext-link-type="uri" xlink:href="https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37">https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37</ext-link></p></fn>
<fn><p>Note: According to CEPII (<xref ref-type="bibr" rid="CIT0014">2025</xref>) BACI provides data on bilateral trade flows for 200 countries at the product level (5000 products).</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="T0002">Table 2</xref> presents the top 30 underutilised export opportunities within South Africa&#x2019;s intensive margin, ranked according to the MAI. The data reveal a pronounced dominance of primary and resource-based sectors such as minerals, stone and glass, and metals. The products, manganese ores and granulated slag (mostly exported to Germany, Oman and Ghana), feature prominently, underscoring the continued relevance of mineral exports to industrialised economies. This also indicates a strong fit with the intensive margin&#x2019;s cost-efficiency and risk-mitigation characteristics identified in the literature (Amiti &#x0026; Freund <xref ref-type="bibr" rid="CIT0002">2010</xref>). High-value precious metals such as palladium, rhodium and gold destined for Switzerland, Austria and the USA further illustrate the country&#x2019;s underexploited potential in the stone and glass sector. These results further underscore the argument by Besede&#x0161; and Prusa (<xref ref-type="bibr" rid="CIT0007">2011</xref>) and Carr&#x00E8;re and Strauss-Kahn (<xref ref-type="bibr" rid="CIT0010">2017</xref>) that deepening existing trade relationships in established, high-demand markets supports trade survival and volume growth.</p>
<p>The prevalence of minerals in the top rankings is consistent with South Africa&#x2019;s historical comparative advantage in resource-based exports, a factor that literature suggests can be leveraged to achieve short- to medium-term export growth while broader diversification strategies mature (Matthee et al. <xref ref-type="bibr" rid="CIT0044">2015</xref>; Vogel <xref ref-type="bibr" rid="CIT0062">2024</xref>). Furthermore, the focus on well-established industrial markets in Western Europe aligns with the finding that intensive-margin growth is facilitated in markets where exporters already possess institutional familiarity and logistical efficiencies (Besede&#x0161; et al. <xref ref-type="bibr" rid="CIT0006">2024</xref>).</p>
<p>Geographically, the most frequently recurring region is Western Europe, which accounts for over one-third of the top 30 combinations. Germany alone features multiple times, serving as a key market for mineral and metal-based exports. This reflects both the region&#x2019;s industrial demand and South Africa&#x2019;s established trade relationships, bolstered by preferential access under the European Union and the Southern African Development Community (EU-SADC) Economic Partnership Agreement. Furthermore, it supports the literature&#x2019;s emphasis on market accessibility as a decisive factor in IMS (Kefi <xref ref-type="bibr" rid="CIT0040">2021</xref>; Rahman <xref ref-type="bibr" rid="CIT0053">2003</xref>). Eastern and South-Eastern Asia also emerge as strategic regions, with the Republic of Korea, China, the Philippines, Thailand, and Vietnam appearing across various sectors including metals, chemicals and vegetable products. This regional spread supports the argument of Hong and Luparello (<xref ref-type="bibr" rid="CIT0034">2024</xref>) that the intensive margin allows exporters to scale volumes in markets where entry barriers have already been navigated.</p>
<p>The sectoral distribution of the top 30 product-country combinations reveals a marked concentration, with mineral products (such as manganese, slag and coal) accounting for nearly half of the entries. This is followed by precious metals and aluminium-related goods within the metals, and stone and glass categories. Although chemical and agricultural products, such as methyl isobutyl ketone and macadamia nuts, are also represented, their limited presence suggests potential for broader sectoral diversification. <xref ref-type="table" rid="T0002">Table 2</xref> highlights many primary goods, particularly minerals. However, the overall results reveal greater depth, encompassing various sectors and products. <xref ref-type="table" rid="T0003">Table 3</xref> provides examples from each sector.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Top five product-country combinations in each sector.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Sector</th>
<th valign="top" align="left">Product</th>
<th valign="top" align="left">Country</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="3"><bold>01&#x2013;05 Animal products sector</bold></td>
</tr>
<tr>
<td align="left">10639</td>
<td align="left">Birds: live, other than birds of prey, Psittaciformes, ostriches and emus (Dromaius novaehollandiae)</td>
<td align="left">Portugal (201)</td>
</tr>
<tr>
<td align="left">10632</td>
<td align="left">Birds: live, Psittaciformes</td>
<td align="left">Turkey (227); France (289); Malaysia (308); Japan (337); Germany (359); Vietnam (435)</td>
</tr>
<tr>
<td align="left">30474</td>
<td align="left">Fish fillets: frozen, hake (<italic>Merluccius</italic> spp., <italic>Urophycis</italic> spp.)</td>
<td align="left">Congo (329)</td>
</tr>
<tr>
<td align="left">40310</td>
<td align="left">Dairy produce: yoghurt, whether or not concentrated or containing added sugar or other sweetening matter, fruits, nuts or cocoa</td>
<td align="left">Germany (357)</td>
</tr>
<tr>
<td align="left">10632</td>
<td align="left">Birds: live, Psittaciforme0389|Fish: frozen, not elsewhere classified in heading 0303, excluding fillets, livers, roes, and other fish</td>
<td align="left">China (464)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>06&#x2013;15 Vegetable products sector</bold></td>
</tr>
<tr>
<td align="left">80261</td>
<td align="left">Nuts, edible: macadamia, fresh or dried, in shell</td>
<td align="left">Thailand (8); Belarus (9); Czechia (70)</td>
</tr>
<tr>
<td align="left">100590</td>
<td align="left">Cereals: maize (corn), other than seed</td>
<td align="left">Republic of Korea (59); Spain (76)</td>
</tr>
<tr>
<td align="left">81040</td>
<td align="left">Fruit, edible: cranberries, bilberries and other fruits of the genus Vaccinium, fresh</td>
<td align="left">Turks and Caicos Islands (77)</td>
</tr>
<tr>
<td align="left">80610</td>
<td align="left">Fruit, edible: grapes, fresh</td>
<td align="left">USA (103)</td>
</tr>
<tr>
<td align="left">80550</td>
<td align="left">Fruit, edible: lemons (<italic>Citrus limon, Citrus limonum</italic>), limes (<italic>Citrus aurantifolia, Citrus latifolia</italic>), fresh or dried</td>
<td align="left">Uzbekistan (118)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>16&#x2013;24 Food products sector</bold></td>
</tr>
<tr>
<td align="left">240220</td>
<td align="left">Cigarettes: containing tobacco</td>
<td align="left">Italy (157)</td>
</tr>
<tr>
<td align="left">220421</td>
<td align="left">Wine: still, in containers holding 2 litres or less</td>
<td align="left">USA (175)</td>
</tr>
<tr>
<td align="left">200971</td>
<td align="left">Juice: apple, of a Brix value not exceeding 20, unfermented (not containing added spirit, whether or not containing added sugar or other sweetening matter)</td>
<td align="left">Malawi (189)</td>
</tr>
<tr>
<td align="left">230120</td>
<td align="left">Flours, meals and pellets: of fish or of crustaceans, molluscs or other aquatic invertebrates, fit for human consumption</td>
<td align="left">China (203)</td>
</tr>
<tr>
<td align="left">220210</td>
<td align="left">Waters: including mineral and aerated, containing added sugar or other sweetening matter or flavoured, and other non-alcoholic beverages</td>
<td align="left">USA (215)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>25&#x2013;27 Minerals sector</bold></td>
</tr>
<tr>
<td align="left">260200</td>
<td align="left">Manganese ores and concentrates, including ferruginous manganese ores and concentrates</td>
<td align="left">Germany (1); Oman (4)</td>
</tr>
<tr>
<td align="left">261800</td>
<td align="left">Slag, granulated (slag sand): from the manufacture or iron or steel</td>
<td align="left">Germany (2); Ghana (15)</td>
</tr>
<tr>
<td align="left">260120</td>
<td align="left">Iron pyrites: roasted</td>
<td align="left">India (6)</td>
</tr>
<tr>
<td align="left">253010</td>
<td align="left">Vermiculite, perlite and chlorites: unexpanded</td>
<td align="left">Zimbabwe (16)</td>
</tr>
<tr>
<td align="left">270112</td>
<td align="left">Coal: bituminous, whether or not pulverised, but not agglomerated</td>
<td align="left">Republic of Korea (18)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>28&#x2013;38 Chemicals sector</bold></td>
</tr>
<tr>
<td align="left">291413</td>
<td align="left">Ketones: acyclic, without other oxygen function, 4-methylpentan-2-one (methyl isobutyl)</td>
<td align="left">Iran (7); Ecuador (53)</td>
</tr>
<tr>
<td align="left">290129</td>
<td align="left">Acyclic hydrocarbons: unsaturated, not elsewhere classified in heading no. 2901</td>
<td align="left">Philippines (11)</td>
</tr>
<tr>
<td align="left">290513</td>
<td align="left">Alcohols: saturated monohydric, butan-1-ol (n-butyl alcohol)</td>
<td align="left">Ethiopia (34)</td>
</tr>
<tr>
<td align="left">282530</td>
<td align="left">Vanadium oxides and hydroxides</td>
<td align="left">Canada (55)</td>
</tr>
<tr>
<td align="left">283325</td>
<td align="left">Sulphates: of copper</td>
<td align="left">Germany (78)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>39&#x2013;40 Plastic or rubber sector</bold></td>
</tr>
<tr>
<td align="left">390210</td>
<td align="left">Propylene, other olefin polymers: polypropylene in primary forms</td>
<td align="left">Turkey (84); Italy (177); China (198); Germany (253); Vietnam (360); Burundi (949); Indonesia (1227); Dominican Republic (1301); Brazil (1312); Turks and Caicos Islands (1342)</td>
</tr>
<tr>
<td align="left">401199</td>
<td align="left">Rubber: new pneumatic tyres having other than a herring-bone or similar tread, of a kind used on agricultural or forestry vehicles and machines</td>
<td align="left">Turks and Caicos Islands (886); USA (977)</td>
</tr>
<tr>
<td align="left">390490</td>
<td align="left">Vinyl chloride, other halogenated olefin polymers: not elsewhere classified in heading no. 3904</td>
<td align="left">Nigeria (1105)</td>
</tr>
<tr>
<td align="left">391721</td>
<td align="left">Plastics: tubes, pipes and hoses thereof, rigid, of polymers of ethylene</td>
<td align="left">Germany (1292)</td>
</tr>
<tr>
<td align="left">401019</td>
<td align="left">Rubber: vulcanised, conveyor belts or belting (reinforced with other than metal)</td>
<td align="left">Estonia (1514)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>41&#x2013;43 Hides and skins sector</bold></td>
</tr>
<tr>
<td align="left">410692</td>
<td align="left">Tanned or crust hides and skins: of animals other than equine, ovine, bovine, goats or kids, swine and reptiles, without wool or hair on, whether or not split, but not further prepared, in the wet state (including wet blue)</td>
<td align="left">France (146), USA (151), Canada (173), Vietnam (211); Netherlands (350); Hungary (375)</td>
</tr>
<tr>
<td align="left">410221</td>
<td align="left">Skins: raw, of sheep or lambs, pickled (but not tanned, parchment-dressed or further preserved), without wool on</td>
<td align="left">Spain (233); India (662); Turkey (680)</td>
</tr>
<tr>
<td align="left">411390</td>
<td align="left">Leather: further prepared after tanning or crusting, including parchment-dressed leather</td>
<td align="left">Netherlands (508); Russian Federation (573); Philippines (626); Norway (672); Germany (770); Greece (777); Austria (825)</td>
</tr>
<tr>
<td align="left">410390</td>
<td align="left">Hides and skins: raw, of animals not elsewhere classified in this chapter, fresh, salted, dried, limed or otherwise preserved, but not tanned or further prepared</td>
<td align="left">New Zealand (569); Vietnam (1082)</td>
</tr>
<tr>
<td align="left">430230</td>
<td align="left">Furskins: tanned or dressed, whole skins and pieces or cuttings thereof, assembled, without the addition of other materials</td>
<td align="left">Bulgaria (1137)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>44&#x2013;49 Wood products sector</bold></td>
</tr>
<tr>
<td align="left">470200</td>
<td align="left">Wood pulp: chemical wood pulp, dissolving grades</td>
<td align="left">Norway (38), Germany (180)</td>
</tr>
<tr>
<td align="left">440122</td>
<td align="left">Wood: for fuel, in chips or particles, non-coniferous, whether or not agglomerated</td>
<td align="left">China (64); Indonesia (240)</td>
</tr>
<tr>
<td align="left">470329</td>
<td align="left">Wood pulp: chemical wood pulp, soda or sulphate (other than dissolving grades), semi-bleached or bleached</td>
<td align="left">China (188)</td>
</tr>
<tr>
<td align="left">480519</td>
<td align="left">Paper and paperboard: uncoated, fluting paper other than semi-chemical or straw, rolled</td>
<td align="left">China (212)</td>
</tr>
<tr>
<td align="left">470620</td>
<td align="left">Pulp: of fibres derived from recovered (waste and scrap) paper or paperboard</td>
<td align="left">China (315)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>50&#x2013;63 Textiles and clothing</bold></td>
</tr>
<tr>
<td align="left">510539</td>
<td align="left">Hair: fine animal hair, carded or combed, other than that of Kashmir (cashmere) goats</td>
<td align="left">Sweden (31); Republic of Korea (85); Chile (292)</td>
</tr>
<tr>
<td align="left">510111</td>
<td align="left">Wool: (not carded or combed), greasy (including fleece-washed wool), shorn</td>
<td align="left">Switzerland (210)</td>
</tr>
<tr>
<td align="left">610413</td>
<td align="left">Suits: women&#x2019;s or girls&#x2019;, of synthetic fibres, knitted or crocheted</td>
<td align="left">Zambia (404)</td>
</tr>
<tr>
<td align="left">611599</td>
<td align="left">Hosiery and footwear: without applied soles, of textile materials</td>
<td align="left">Cote d&#x2019;Ivoire (417)</td>
</tr>
<tr>
<td align="left">550690</td>
<td align="left">Fibres: synthetic staple fibres, not elsewhere classified in heading no. 5506</td>
<td align="left">Zambia (486)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>64&#x2013;67 Footwear products</bold></td>
</tr>
<tr>
<td align="left">670100</td>
<td align="left">Skins and other parts of birds with their feathers or down: feathers, parts of feathers, down, and powder down</td>
<td align="left">Morocco (469); Lithuania (693); Hungary (745); Austria (765); Colombia (789); Iceland (873); Finland (911); Poland (916); Canada (997); Republic of Korea (1155); Norway (1293); Slovakia (1406); Japan (1429); Cyprus (1498); Serbia (1550); Czechia (1573); Romania (1938)</td>
</tr>
<tr>
<td align="left">660320</td>
<td align="left">Umbrella frames: including frames mounted on shafts (sticks)</td>
<td align="left">Cyprus (1423); France (2124); Kuwait (2534)</td>
</tr>
<tr>
<td align="left">640110</td>
<td align="left">Footwear: waterproof with metal toe-cap, rubber or plastic outer soles and uppers</td>
<td align="left">Greece (1563); Netherlands (2130); Poland (2177); Latvia (2454); Germany (2613); France (2812)</td>
</tr>
<tr>
<td align="left">640590</td>
<td align="left">Footwear: not elsewhere classified in chapter 64</td>
<td align="left">Israel (2086); Maldives (2148); Netherlands (2368)</td>
</tr>
<tr>
<td align="left">640199</td>
<td align="left">Footwear: waterproof, not elsewhere classified in heading no. 6401, rubber or plastic outer soles</td>
<td align="left">Germany (3009)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>68&#x2013;71 Stone and glass</bold></td>
</tr>
<tr>
<td align="left">711021</td>
<td align="left">Metals: palladium, unwrought or in powder form</td>
<td align="left">Switzerland (5), Turks and Caicos Islands (17)</td>
</tr>
<tr>
<td align="left">711031</td>
<td align="left">Metals: rhodium, unwrought or in powder form</td>
<td align="left">Austria (10)</td>
</tr>
<tr>
<td align="left">710813</td>
<td align="left">Metals: gold, semi-manufactured</td>
<td align="left">USA (12); Azerbaijan (14)</td>
</tr>
<tr>
<td align="left">711011</td>
<td align="left">Metals: platinum, unwrought or in powder form</td>
<td align="left">Turks and Caicos Islands (23)</td>
</tr>
<tr>
<td align="left">711292</td>
<td align="left">Waste and scrap of precious metals: of platinum, including metal clad with platinum</td>
<td align="left">USA (25)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>72&#x2013;83 Metals</bold></td>
</tr>
<tr>
<td align="left">760110</td>
<td align="left">Aluminium: unwrought (not alloyed)</td>
<td align="left">China (13); Republic of Korea (24); Turkey (36)</td>
</tr>
<tr>
<td align="left">720110</td>
<td align="left">Iron: non-alloy pig iron containing by weight 0.5&#x0025; or less of phosphorus, in pigs, blocks, or other primary forms, containing by weight 0.5&#x0025; or less of phosphorus</td>
<td align="left">USA (27)</td>
</tr>
<tr>
<td align="left">720292</td>
<td align="left">Ferro-alloys: ferro-vanadium</td>
<td align="left">China (46)</td>
</tr>
<tr>
<td align="left">720241</td>
<td align="left">Ferro-alloys: ferro-chromium, containing by weight more than 4&#x0025; of carbon</td>
<td align="left">Bolivia (51); Mozambique (57); Finland (63)</td>
</tr>
<tr>
<td align="left">760612</td>
<td align="left">Aluminium: plates, sheets and strip, thickness exceeding 0.2mm, alloys, rectangular</td>
<td align="left">Germany (68)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>84&#x2013;85 Machinery and electrical</bold></td>
</tr>
<tr>
<td align="left">843139</td>
<td align="left">Machinery: parts of the machinery of heading no. 8428 (other than lifts, skip hoist, or escalators, which are machinery for lifting, handling, loading, or unloading)</td>
<td align="left">USA (48); China (122); Panama (197); France (284); Romania (371); Sweden (436); Italy (459); Portugal (462); Poland (470); Germany (502); Malta (655); Singapore (676); Russian Federation (744)</td>
</tr>
<tr>
<td align="left">841391</td>
<td align="left">Pumps: parts thereof</td>
<td align="left">USA (61); France (114); Germany (257); China (589); Canada (686)</td>
</tr>
<tr>
<td align="left">840999</td>
<td align="left">Engines: parts for internal combustion piston engines (excluding spark-ignition)</td>
<td align="left">France (114); United Kingdom (144); Italy (291); China (332); Netherlands (346); Sweden (505); Spain (567), Poland (568); Japan (661); Mexico (695)</td>
</tr>
<tr>
<td align="left">854011</td>
<td align="left">Tubes: cathode-ray television picture tubes, including video monitor cathode-ray tubes</td>
<td align="left">Cote d&#x2019;Ivoire (544)</td>
</tr>
<tr>
<td align="left">841392</td>
<td align="left">Liquid elevators: parts thereof</td>
<td align="left">Guyana (768)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>86&#x2013;89 Transport products</bold></td>
</tr>
<tr>
<td align="left">870421</td>
<td align="left">Vehicles: compression-ignition internal combustion piston engine (diesel or semi-diesel)</td>
<td align="left">Netherlands (29); Italy (44); Australia (182); Chile (193)</td>
</tr>
<tr>
<td align="left">870321</td>
<td align="left">Vehicles: spark-ignition internal combustion reciprocating piston engine, cylinder capacity not exceeding 1000cc</td>
<td align="left">Saudi Arabia (35); France (42); Italy (49); Spain (52); Belgium (60); Netherlands (75); United Kingdom (105); USA (194)</td>
</tr>
<tr>
<td align="left">870323</td>
<td align="left">Vehicles: spark-ignition internal combustion reciprocating piston engine, cylinder capacity exceeding 1500 cm<sup>3</sup> but not exceeding 3000 cm<sup>3</sup></td>
<td align="left">Canada (110); Poland (117); Mozambique (137); Switzerland (140); United Kingdom (187)</td>
</tr>
<tr>
<td align="left">870332</td>
<td align="left">Vehicles: compression-ignition internal combustion piston engine (diesel or semi-diesel) having a cylinder capacity exceeding 1500 cc but not exceeding 2500 cc</td>
<td align="left">Poland (112); France (116); Switzerland (126); Austria (132); Italy (165)</td>
</tr>
<tr>
<td align="left">870324</td>
<td align="left">Vehicles: spark-ignition internal combustion reciprocating piston engine, cylinder capacity exceeding 3000 cc</td>
<td align="left">Japan (199)</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>90&#x2013;99 Miscellaneous products</bold></td>
</tr>
<tr>
<td align="left">970300</td>
<td align="left">Sculptures and statuary: original, in any material</td>
<td align="left">USA (328)</td>
</tr>
<tr>
<td align="left">970190</td>
<td align="left">Artwork: collages and similar decorative plaques</td>
<td align="left">Hungary (362); Portugal (528); Switzerland (701); Denmark (722); China (851); Greece (924)</td>
</tr>
<tr>
<td align="left">930690</td>
<td align="left">Ammunition: not elsewhere classified in chapter 93</td>
<td align="left">USA (384); Swaziland (660); United Arab Emirates (690)</td>
</tr>
<tr>
<td align="left">970500</td>
<td align="left">Collections and collectors&#x2019; pieces: of zoological, botanical, mineralogical, anatomical, historical, archaeological, palaeontological, ethnographic or numismatic interest</td>
<td align="left">Luxembourg (586); Ireland (635); Andorra (657)</td>
</tr>
<tr>
<td align="left">901510</td>
<td align="left">Rangefinders</td>
<td align="left">USA (938)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source:</italic> Product descriptions: CEPII, 2025, <italic>BACI</italic>, viewed 15 September 2025, from <ext-link ext-link-type="uri" xlink:href="https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37">https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37</ext-link></p></fn>
<fn><p>Note: According to CEPII (<xref ref-type="bibr" rid="CIT0014">2025</xref>) BACI provides data on bilateral trade flows for 200 countries at the product level (5000 products).</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="T0003">Table 3</xref> offers a more comprehensive view of opportunities within South Africa&#x2019;s intensive export margin with a sector-by-sector breakdown. The data confirm the predominance of primary and semi-processed goods, with mineral products, such as manganese ores, iron pyrites and coal, featuring consistently among top-ranked combinations.</p>
<p>However, the sectoral breadth illustrated in <xref ref-type="table" rid="T0003">Table 3</xref> also reflects untapped export potential in non-primary sectors. Machinery and electrical goods, plastics and rubber, food and beverages, textiles, and transport equipment all feature within the top opportunities, albeit to a lesser extent. These findings are significant, as they highlight opportunities for industrial and value-added exports that align with South Africa&#x2019;s goals for structural transformation and industrialisation. The recurrence of specific products, such as polypropylene in the plastics sector and diesel vehicle engines in the transport sector, points to opportunities for scale within niche product lines. It further confirms findings by Konstantakopoulou and Tsionas (<xref ref-type="bibr" rid="CIT0041">2024</xref>) on manufactured goods and transport products in Southern European markets.</p>
<p>Moreover, the study&#x2019;s sectoral results can be supported by the research of Viviers et al. (<xref ref-type="bibr" rid="CIT0061">2014</xref>), where South Africa&#x2019;s export potential in sectors such as minerals, agro-processing food products, machinery, electrical, chemicals and plastics, textile, and transport products was identified. The findings of Ferreira and Steenkamp (<xref ref-type="bibr" rid="CIT0030">2025</xref>) also reinforce the sectoral results of this study, identifying export potential in agro-processing and food products, textiles, and chemicals and plastic products.</p>
<p>The presence of agricultural exports such as macadamia nuts to Thailand and Belarus, maize to the Republic of Korea and Spain, and wine to the USA also aligns with the agrifood opportunities identified in DHL (<xref ref-type="bibr" rid="CIT0023">2025</xref>) and TIPS (<xref ref-type="bibr" rid="CIT0060">2024</xref>). These sectors offer diversification pathways that complement the stability of mineral exports, reflecting the balanced dual-margin strategy advocated by Matthee et al. (<xref ref-type="bibr" rid="CIT0045">2016</xref>).</p>
<p>These results reinforce the argument in the literature that intensive-margin expansion can deliver immediate, cost-effective export gains for developing countries, particularly when targeting markets with established trade relationships, demonstrated demand, and favourable access conditions (Besede&#x0161; &#x0026; Prusa <xref ref-type="bibr" rid="CIT0007">2011</xref>; Carr&#x00E8;re &#x0026; Strauss-Kahn <xref ref-type="bibr" rid="CIT0010">2017</xref>). The identified sectoral and regional patterns provide a clear basis for prioritising export promotion resources towards high-value, underutilised product&#x2013;market pairs, while still accommodating longer-term diversification objectives through the extensive margin (Matthee et al. <xref ref-type="bibr" rid="CIT0044">2015</xref>; Vogel <xref ref-type="bibr" rid="CIT0062">2024</xref>).</p>
<p>The results reveal specific export opportunities within South Africa&#x2019;s current export expertise, which is critical for strategic trade planning. The sectoral and regional diversity of the top-ranked trade opportunities provides policymakers with strong evidence for targeted export promotion, particularly within high-value, underexploited product-market pairings inside South Africa&#x2019;s intensive margin.</p>
</sec>
<sec id="s0011">
<title>Conclusion and recommendations</title>
<p>South Africa often focuses on discovering new markets or products (the extensive margin), but this can overlook the latent value embedded in existing trade flows (the intensive margin). In a trade environment constrained by limited resources, high entry costs for new markets, and complex global dynamics, South Africa needs a more balanced export strategy that does not neglect the opportunities available within its established trading relationships. Although the main focus of the NEDP is on export-led growth within the extensive margin (export diversification), a substantial portion of South Africa&#x2019;s export growth momentum is concentrated in the intensive margin. Matthee et al. (<xref ref-type="bibr" rid="CIT0044">2015</xref>) found that 77&#x0025; of South Africa&#x2019;s export growth was within the intensive margin between 2002 and 2012. This figure was updated in this study and established that the intensive margin contributed 56&#x0025; to South Africa&#x2019;s export growth between 2012 and 2021. Although this is lower than in the previous decade, it remains the dominant driver of export performance.</p>
<p>The research was grounded in the broader literature on export growth, which highlights the importance of both expanding into new markets (extensive margin) and deepening existing trade flows (intensive margin) to promote sustainable export and economic growth in developing countries.</p>
<p>While much of the existing literature has focused on diversification as a means to reduce volatility and increase resilience, several studies argue that capitalising on the intensive margin offers more immediate and cost-effective gains &#x2013; particularly for resource-constrained economies. The literature is therefore clear on the importance of the intensive margin for export survival and depth, building expertise, and especially keeping the export growth momentum in developing countries going. This study therefore contributed towards identifying viable pathways for expanding the intensive margin.</p>
<p>The results underscore the significant underutilised potential within South Africa&#x2019;s intensive export margin, particularly across mineral, metal and precious stone value chains, as well as in select agro-processed, chemical, and manufactured goods. The dominance of Western Europe and Asian markets, especially Germany, China, the Republic of Korea and India, reinforces the importance of deepening existing trade relationships where South Africa already holds competitive advantages. Moreover, the emergence of high-potential combinations across a diverse range of sectors, supported by the literature, signals that targeted export promotion strategies should not be limited to primary commodities but should also include value-added and niche industrial products.</p>
<p>The study&#x2019;s results can guide the effective allocation of export promotion resources to foster export and economic growth. Future studies could incorporate additional variables like trade time, cost and non-tariff measures (NTMs) into the MAI (for which data availability was a limitation in this study), and conduct robustness analyses to validate the results.</p>
<p>Shedding light on the underutilised export opportunities in South Africa&#x2019;s intensive margin can not only contribute to strengthening the country&#x2019;s existing export base but also to discover new avenues within these markets for economic development. This can be a powerful tool for enhancing export growth, generating added development opportunities, and deepening the country&#x2019;s global economic position.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>This article is based on research originally conducted as part of Nicola van der Merwe&#x2019;s master&#x2019;s thesis titled &#x2018;Identifying and prioritising South Africa&#x2019;s underutilised export opportunities in the intensive margin&#x2019;, submitted to the Faculty of Economic and Management Sciences, North-West University in 2025. The thesis is currently unpublished and not publicly available. The thesis was supervised by Prof. C. Bezuidenhout and Prof. E.A. Steenkamp. The manuscript has been revised and adapted for journal publication. The authors confirm that the content has not been previously published or disseminated and complies with ethical standards for original publication.</p>
<sec id="s20012" 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="s20013">
<title>Authors&#x2019; contributions</title>
<p>N.V.D.M., C.B. &#x0026; E.A.S. contributed towards the conceptualisation, methodology. N.V.D.M. and E.A.S. did formal analysis. C.B. &#x0026; E.A.S. contributed towards the supervision, validation and writing, reviewing &#x0026; editing. N.V.D.M. contributed towards writing the original draft. All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec id="s20014" sec-type="data-availability">
<title>Data availability</title>
<p>The data that support the findings of this study are not openly available because they contain competitive information on transport cost and will not be made available without the consent of the shipping company concerned. The data that support the findings are available from the corresponding author, N.V.D.M., upon reasonable request.</p>
</sec>
<sec id="s20015">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article 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 article&#x2019;s results, findings and content.</p>
</sec>
</ack>
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<fn><p><bold>How to cite this article:</bold> Van der Merwe, N., Bezuidenhout, C. &#x0026; Steenkamp, E.A., 2025, &#x2018;Keeping the momentum in South Africa&#x2019;s intensive export growth margin&#x2019;, <italic>South African Journal of Economic and Management Sciences</italic> 28(1), a6235. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajems.v28i1.6235">https://doi.org/10.4102/sajems.v28i1.6235</ext-link></p></fn>
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