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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJESBM</journal-id>
<journal-title-group>
<journal-title>The Southern African Journal of Entrepreneurship and Small Business Management</journal-title>
</journal-title-group>
<issn pub-type="ppub">2522-7343</issn>
<issn pub-type="epub">2071-3185</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJESBM-18-1371</article-id>
<article-id pub-id-type="doi">10.4102/sajesbm.v18i1.1371</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Strategic development of a university business incubator for MSME support using an ANP&#x2013;SWOT approach: A study from Indonesia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3268-6225</contrib-id>
<name>
<surname>Utama</surname>
<given-names>Agung</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/0009-0000-5843-9700</contrib-id>
<name>
<surname>Rahmawati</surname>
<given-names>Fitri</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8890-1820</contrib-id>
<name>
<surname>Suparmanto</surname>
<given-names>Nova</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Management, Faculty of Economics and Business, Universitas Negeri Yogyakarta, Yogyakarta, Indonesia</aff>
<aff id="AF0002"><label>2</label>Department of Family Welfare Education and Culinary Arts, Faculty of Engineering, Universitas Negeri Yogyakarta, Yogyakarta, Indonesia</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Nova Suparmanto, <email xlink:href="novasuparmanto@uny.ac.id">novasuparmanto@uny.ac.id</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>30</day><month>09</month><year>2026</year></pub-date>
<pub-date pub-type="collection"><year>2026</year></pub-date>
<volume>18</volume>
<issue>1</issue>
<elocation-id>1371</elocation-id>
<history>
<date date-type="received"><day>01</day><month>01</month><year>2026</year></date>
<date date-type="accepted"><day>18</day><month>08</month><year>2026</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026. The Authors</copyright-statement>
<copyright-year>2026</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>Micro, small and medium enterprises (MSMEs) are essential to Indonesia&#x2019;s economy but face limitations in legal compliance, managerial capability, digital readiness and market access. University-based business incubators address these gaps through training, mentoring and networking.</p>
</sec>
<sec id="st2">
<title>Aim</title>
<p>This study identifies strategic priorities for developing the Universitas Negeri Yogyakarta (UNY) Business Incubator using an integrated analytical network process (ANP) and strengths, weaknesses, opportunities and threats (SWOT) framework.</p>
</sec>
<sec id="st3">
<title>Setting</title>
<p>The study was conducted at the UNY Business Incubator, active since 2012 and supporting student and non-student MSMEs, during March 2025 to November 2025.</p>
</sec>
<sec id="st4">
<title>Methods</title>
<p>A mixed exploratory design combined focus group discussions, semi-structured interviews, expert judgements and document analysis. SWOT elements were identified through thematic analysis and modelled using ANP. Pairwise comparisons were processed using Super Decisions, while geometric mean aggregation and Kendall&#x2019;s W were calculated using Microsoft Excel 2019 to assess rater agreement.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>Four strategic priorities emerged: strengthening business management capacity; enhancing legal support and product certification; improving marketing consultation and market access; and expanding digital and hybrid incubation platforms. Key constraints include limited human resources, infrastructure gaps and inconsistent programme continuity.</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>The findings provide an empirical basis for full ANP quantitative modelling to prioritise strategies and highlight networking, legal support and digitalisation as foundations for MSME incubation.</p>
</sec>
<sec id="st7">
<title>Contribution</title>
<p>This study contributes an ANP&#x2013;SWOT framework that can support strategic development of university business incubators in emerging economies.</p>
</sec>
</abstract>
<kwd-group>
<kwd>business incubator</kwd>
<kwd>MSMEs</kwd>
<kwd>ANP</kwd>
<kwd>SWOT</kwd>
<kwd>strategic development</kwd>
<kwd>Indonesia</kwd>
</kwd-group>
<funding-group>
<funding-statement><bold>Funding information</bold> This study received financial support from Universitas Negeri Yogyakarta (UNY) through the 2025 Institutional Research Assignment Programme (Penelitian Institusional UNY 2025).</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Micro, small and medium enterprises (MSMEs) remain a cornerstone of Indonesia&#x2019;s economy, contributing approximately 61&#x0025; of the national gross domestic product (GDP) and absorbing around 97&#x0025; of the workforce (Badan Perencanaan Pembangunan Nasional [Bappenas] <xref ref-type="bibr" rid="CIT0003">2025</xref>; Coordinating Ministry for Economic Affairs <xref ref-type="bibr" rid="CIT0005">2022</xref>; Tambunan <xref ref-type="bibr" rid="CIT0025">2019</xref>). Despite their substantial economic contribution, many MSMEs continue to face structural and managerial challenges, including limited access to formal financing, uneven digital transformation, weak business governance, regulatory compliance issues, and constrained access to wider markets and strategic networks. These challenges often restrict MSMEs from achieving sustainable growth and long-term competitiveness. In response, university-based business incubators have emerged as important intermediary institutions that support MSMEs through mentoring, capacity building, innovation facilitation and ecosystem development (Bruneel et al. <xref ref-type="bibr" rid="CIT0004">2012</xref>; Cenenda &#x0026; Saurombe <xref ref-type="bibr" rid="CIT0006">2025</xref>; Zahra &#x0026; Wright <xref ref-type="bibr" rid="CIT0030">2011</xref>; Machado &#x0026; Freiling <xref ref-type="bibr" rid="CIT0014">2023</xref>). Since their emergence in the late 20th century, business incubators have evolved from facility-based support providers into comprehensive innovation ecosystems that facilitate knowledge transfer, networking, technology adoption and commercialisation processes (Rai, Prasad &#x0026; Murthy <xref ref-type="bibr" rid="CIT0016">2025</xref>; Sohail, Belitski &#x0026; Castro Christiansen <xref ref-type="bibr" rid="CIT0023">2023</xref>). Similar challenges are also reported in many emerging economies across Africa and Asia, where MSMEs face persistent constraints in innovation capability, market access and institutional support. In the Indonesian context, incubators in higher education institutions play an additional role in supporting graduate entrepreneurship and transforming academic research into market-ready solutions (Fithri et al. <xref ref-type="bibr" rid="CIT0008">2025</xref>; Sarjono, Slamet &#x0026; Anggraeni <xref ref-type="bibr" rid="CIT0019">2024</xref>). The Universitas Negeri Yogyakarta (UNY) Business Incubator, established in 2012, has facilitated MSMEs across several sectors including culinary, creative industries, educational technology, manufacturing and fashion. The incubator has successfully supported tenants in securing certifications (International Organization for Standardization (ISO); Indonesian National Standard [SNI]; Intellectual Property Rights [HAKI]), winning national and international competitions, expanding branches and even exporting products. However, its operational continuity was disrupted in 2023 due to the coronavirus disease 2019 (COVID-19) pandemic and leadership transitions. The incubator also faces ongoing challenges, including limited human resources, insufficient technological infrastructure, regulatory constraints and restricted access to broader business networks (Adriansyah &#x0026; Rimadias <xref ref-type="bibr" rid="CIT0002">2023</xref>; Fithri et al. <xref ref-type="bibr" rid="CIT0008">2025</xref>). Hanny, Suhud and Rizan (<xref ref-type="bibr" rid="CIT0010">2025</xref>) found that limited market access, weak business networks and inadequate post-incubation support remain significant barriers to entrepreneurial success. Previous studies on incubator development have largely relied on the strengths, weaknesses, opportunities and threats (SWOT) &#x2013; Quantitative Strategic Planning Matrix (QSPM) analysis to determine strategic priorities. The QSPM provides a structured mechanism to generate strategic attractiveness scores based on internal and external factors (David &#x0026; David, <xref ref-type="bibr" rid="CIT0007">2017</xref>). Several Indonesian incubator studies &#x2013; including works by researchers such as Sitorus, Prasetyo and Lestari (<xref ref-type="bibr" rid="CIT0022">2023</xref>), Syarifuddin and Halim (<xref ref-type="bibr" rid="CIT0024">2022</xref>), and others &#x2013; have effectively used QSPM to rank strategic alternatives. However, the QSPM method assumes independence among factors, making it insufficient for problems where criteria are interrelated. In business incubation ecosystems, factors such as networking, legal compliance, digitalisation and market readiness are mutually influential and cannot be analysed in isolation. To overcome these methodological limitations, recent research has adopted the analytical network process (ANP). The ANP is capable of modelling complex decision structures in which interdependencies and feedback loops exist among factors (Saaty <xref ref-type="bibr" rid="CIT0017">2006</xref>). Studies such as Utami and Hapsari (<xref ref-type="bibr" rid="CIT0027">2019</xref>), Lee, Choi and Lee (2020), Putra and Yuliana (<xref ref-type="bibr" rid="CIT0015">2022</xref>) demonstrate that ANP provides richer insights for MSME and incubator strategy development by capturing dynamic relationships among strategic variables. Building upon earlier exploratory work that identified incubator challenges and stakeholder needs, the present study represents an initial stage in the development of a SWOT&#x2013;ANP decision framework for strengthening a university business incubator in supporting MSMEs. Specifically, the study focuses on identifying strategic factors, mapping their interrelationships and constructing the ANP model that will serve as the foundation for subsequent quantitative prioritisation. Through this approach, the study provides an evidence-based basis for evaluating strategic alternatives and guiding future incubator development.</p>
<sec id="s20002">
<title>Research purpose and objectives</title>
<p>Based on these gaps, the present research investigates: &#x2018;Which strategic factors most effectively strengthen a university business incubator in supporting MSMEs towards sustainable growth?&#x2019; The study employs SWOT analysis to identify internal and external strategic factors and applies ANP to evaluate interdependencies among these factors and generate strategic priorities. The findings contribute to the literature on university-based business incubators and provide practical guidance for strengthening incubator performance in emerging economies. Despite the growing body of research on MSME development and business incubator strategies, most existing studies have primarily employed SWOT analysis or SWOT&#x2013;QSPM approaches to formulate strategic recommendations. While these methods are useful for identifying and ranking strategic alternatives, they generally assume independence among strategic factors and are therefore limited in their ability to capture the complex interrelationships that characterise contemporary incubation ecosystems. In practice, critical incubation factors such as networking, legal support, managerial capability, digitalisation and market access are highly interconnected and mutually reinforcing. Furthermore, although several studies have applied the ANP in MSME development contexts, limited research has integrated SWOT and ANP within university-based business incubators, particularly in emerging economies such as Indonesia. Existing studies also tend to focus on single stakeholder perspectives, with limited consideration of the combined insights of incubator managers, tenants and external partners in the strategic decision-making process. To address these gaps, this study develops a SWOT&#x2013;ANP-based strategic framework for the UNY Business Incubator by integrating qualitative evidence from focus group discussions (FGDs), interviews, document analysis and expert judgement. By modelling interdependencies among strategic factors and incorporating multi-stakeholder perspectives, this study contributes both methodologically and practically to the literature on university business incubator development and MSME support in emerging economies.</p>
</sec>
</sec>
<sec id="s0003">
<title>Literature review</title>
<p>The literature review of this article delineates the theoretical framework utilised by the authors to underpin the research. It then outlines the key concepts identified in the extant literature pertaining to the objectives of this research, including the current state of business incubator coaching in Indonesia and its importance in this context.</p>
<sec id="s20004">
<title>Micro, small and medium enterprises in emerging economies</title>
<p>Micro, small and medium enterprises represent the backbone of economic activity in many emerging nations. In Indonesia, MSMEs contribute over 61&#x0025; to the national GDP and employ more than 97&#x0025; of the workforce (Coordinating Ministry for Economic Affairs Republik Indonesia <xref ref-type="bibr" rid="CIT0005">2022</xref>). They also play an important social role by supporting rural economies, generating national entrepreneurial systems and innovation ecosystems (Acs, Autio &#x0026; Szerb <xref ref-type="bibr" rid="CIT0001">2014</xref>), and stabilising local employment. However, MSMEs frequently face structural barriers including limited access to financing, weak managerial systems, inadequate legal compliance, low levels of digitalisation and difficulties in entering formal markets (Tambunan <xref ref-type="bibr" rid="CIT0025">2019</xref>). These persistent challenges highlight the need for institutional support systems such as business incubators.</p>
</sec>
<sec id="s20005">
<title>Concept and typology of business incubators</title>
<p>Business incubators are structured organisational entities designed to support early-stage enterprises through mentoring, training, business development services and access to networks (Bruneel et al. <xref ref-type="bibr" rid="CIT0004">2012</xref>). Over time, incubators have transitioned from traditional facility-based support to holistic ecosystem-based models that integrate knowledge, innovation and collaboration (Jamil et al. <xref ref-type="bibr" rid="CIT0012">2016</xref>):</p>
<p>There are generally three categories of business incubators (Rai et al. <xref ref-type="bibr" rid="CIT0016">2025</xref>; Shekhar, Satyanarayana &#x0026; Chandrashekar <xref ref-type="bibr" rid="CIT0021">2023</xref>):</p>
<list list-type="bullet">
<list-item><p>University-based incubators, which emphasise innovation, research commercialisation and academic entrepreneurship.</p></list-item>
<list-item><p>Government incubators, which focus on regulatory support, empowerment programmes and national economic priorities.</p></list-item>
<list-item><p>Private incubators, which prioritise investment-readiness, scalability and global market integration.</p></list-item>
</list>
<p>University business incubators (UBIs) have evolved beyond providing physical facilities and business support services. They increasingly function as entrepreneurial ecosystem intermediaries that connect universities, industry, government, researchers and entrepreneurs to facilitate knowledge transfer, innovation commercialisation and venture creation. Hassan (<xref ref-type="bibr" rid="CIT0011">2024</xref>) argues that UBIs serve as strategic mechanisms for transforming research outputs into economic value while simultaneously fostering entrepreneurial culture within higher education institutions. University-based incubators, such as the UNY Business Incubator, act at the intersection of education, innovation and entrepreneurship, providing MSMEs with human capital, technical expertise and access to academic resources. Their effectiveness depends not only on training programmes but also on their ability to develop networks, deliver sustained mentoring and adapt to technological changes.</p>
</sec>
<sec id="s20006">
<title>Strategy models for business incubation</title>
<p>Strategic frameworks for business incubators often draw from classical strategic management models such as SWOT, Political, Economic, Social, Technological, Environmental and Legal (PESTEL), Porter&#x2019;s Five Forces and the Balanced Scorecard. Among these, SWOT remains the most widely used due to its simplicity and clarity in mapping internal and external factors (David &#x0026; David <xref ref-type="bibr" rid="CIT0007">2017</xref>; Ghazinoory, Abdi &#x0026; Azadegan-Mehr <xref ref-type="bibr" rid="CIT0009">2011</xref>).</p>
<p>In the context of incubation, SWOT helps identify:</p>
<list list-type="bullet">
<list-item><p>Strengths, such as academic resources, training expertise and network access.</p></list-item>
<list-item><p>Weaknesses, such as limited funding, lack of facilities or shortages in skilled mentors.</p></list-item>
<list-item><p>Opportunities, such as government programmes, digital commerce platforms and expanding creative industries.</p></list-item>
<list-item><p>Threats, including market competition, technological disruptions and regulatory shifts.</p></list-item>
</list>
<p>However, SWOT by itself does not provide prioritisation or quantify strategic importance. Thus, many studies integrate SWOT with additional analytical tools.</p>
</sec>
<sec id="s20007">
<title>Strengths, weaknesses, opportunities and threats&#x2013;quantitative strategic planning matrix framework in incubator strategy research</title>
<p>The QSPM is an analytical method used to prioritise strategies based on attractiveness scores derived from SWOT factors. The QSPM calculates a Total Attractiveness Score (TAS) for each strategic alternative, making it a popular tool for ranking strategies in incubator studies (Sitorus et al. <xref ref-type="bibr" rid="CIT0022">2023</xref>; Syarifuddin &#x0026; Halim <xref ref-type="bibr" rid="CIT0024">2022</xref>; Wajdi, Mangifera &#x0026; Isa <xref ref-type="bibr" rid="CIT0028">2020</xref>). Yet, QSPM has two key limitations:</p>
<list list-type="bullet">
<list-item><p>Assumption of independence among SWOT factors, which does not reflect real-world interactions.</p></list-item>
<list-item><p>One-directional hierarchy, lacking feedback or interdependent relationships.</p></list-item>
</list>
<p>In incubator ecosystems, factors such as digitalisation, networking, legalisation and mentorship interact dynamically. This makes QSPM less suitable for highly interconnected decision environments.</p>
</sec>
<sec id="s20008">
<title>Analytical network process for strategic decision modelling</title>
<p>The ANP extends the Analytic Hierarchy Process (AHP) by allowing interdependencies among elements within and across clusters (Saaty <xref ref-type="bibr" rid="CIT0017">2006</xref>; Saaty &#x0026; Vargas <xref ref-type="bibr" rid="CIT0018">2012</xref>). The ANP is particularly suited for complex decision contexts involving feedback loops and mutually influential factors. The ANP has been successfully applied to MSME and incubation-related research.</p>
<p>Key examples include:</p>
<list list-type="bullet">
<list-item><p>Utami and Hapsari (<xref ref-type="bibr" rid="CIT0027">2019</xref>) identified networking as a dominant factor in MSME culinary development.</p></list-item>
<list-item><p>&#x00D6;zdemir and &#x015E;ehito&#x011F;lu (<xref ref-type="bibr" rid="CIT0013">2013</xref>) evaluated incubator performance in Turkey and found regulatory support and networking to be key factors.</p></list-item>
<list-item><p>Putra and Yuliana (<xref ref-type="bibr" rid="CIT0015">2022</xref>) prioritised digital marketing strategies for MSME batik.</p></list-item>
<list-item><p>Titisari, Fidita Karya and Hadi (<xref ref-type="bibr" rid="CIT0026">2021</xref>) integrated SWOT and ANP to evaluate development priorities for organic tempeh SMEs, showing that ANP can accommodate dependencies among strategic factors that are often overlooked in linear decision models.</p></list-item>
<list-item><p>Widjajanti and Sugiyanto (<xref ref-type="bibr" rid="CIT0029">2024</xref>) applied ANP to formulate competitiveness enhancement strategies for Batik MSMEs and found that business performance is influenced by interconnected factors related to management, marketing, innovation and stakeholder support.</p></list-item>
<list-item><p>Hanny et al. (<xref ref-type="bibr" rid="CIT0010">2025</xref>) demonstrated that these factors interact simultaneously and cannot be adequately evaluated using linear decision models. Such complexity supports the adoption of the ANP, which allows decision-makers to model interdependencies among strategic factors and derive more comprehensive priorities. These findings reinforce the argument that ANP provides a more comprehensive decision-making framework than traditional prioritisation methods when dealing with dynamic entrepreneurial ecosystems. The methodological advantage of ANP is modelling interactions, looped influences and multi-criteria dependencies &#x2013; features essential for designing effective incubation strategies.</p></list-item>
</list>
</sec>
<sec id="s20009">
<title>Research gap and contribution</title>
<p>Existing studies on MSME development and incubator strategy predominantly rely on QSPM or simple SWOT analysis, producing linear prioritisation with limited capacity to model complexity. Few studies integrate a full SWOT&#x2013;ANP framework to explore interconnected strategic factors within university-based incubators in Indonesia, particularly incorporating qualitative findings from tenants, mentors and multi-stakeholder perspectives. Although previous studies have examined incubator development and MSME support systems, limited research has integrated SWOT&#x2013;ANP modelling within university-based incubators in emerging economies (Adriansyah &#x0026; Rimadias <xref ref-type="bibr" rid="CIT0002">2023</xref>; Fithri et al. <xref ref-type="bibr" rid="CIT0008">2025</xref>; Sohail et al. <xref ref-type="bibr" rid="CIT0023">2023</xref>).</p>
<p>This study contributes by:</p>
<list list-type="bullet">
<list-item><p>Developing a preliminary SWOT&#x2013;ANP strategic framework for the UNY Business Incubator.</p></list-item>
<list-item><p>Incorporating qualitative evidence from FGDs, interviews and tenant evaluation.</p></list-item>
<list-item><p>Laying the foundation for full ANP computation in a subsequent quantitative study.</p></list-item>
<list-item><p>Expanding the literature on incubator development in emerging economies, where university incubation ecosystems remain under-studied.</p></list-item>
</list>
</sec>
</sec>
<sec id="s0010">
<title>Research methods and design</title>
<p>This research employed (Saunders, Lewis &#x0026; Thornhill <xref ref-type="bibr" rid="CIT0020">2016</xref>) Research Onion framework, which involved describing the research philosophy; the methodological assumptions, including the ontology and epistemology employed, the research strategy, and the techniques employed in collecting and analysing the research data.</p>
<sec id="s20011">
<title>Research design</title>
<p>This study employs a preliminary qualitative&#x2013;quantitative exploratory design to develop a strategic framework for strengthening the UNY Business Incubator. The research integrates two analytical components:</p>
<list list-type="bullet">
<list-item><p>Strengths, weaknesses, opportunities and threats analysis: Used to identify internal and external factors affecting the incubator.</p></list-item>
<list-item><p>Analytical network process (ANP): Applied as the main decision-making framework to model interdependencies between strategic factors. The ANP is selected because it accommodates feedback loops and complex relationships among criteria, offering advantages over linear models such as QSPM.</p></list-item>
</list>
<p>This preliminary study focuses on model construction, factor mapping and pairwise-comparison preparation, while full numerical computation using Super Decisions software (Pittsburgh, PA, United States of America) will be conducted in the subsequent stage for the journal&#x2019;s extended version.</p>
</sec>
<sec id="s20012">
<title>Research setting: Universitas Negeri Yogyakarta business incubator</title>
<p>The study was conducted at the UNY Business Incubator, which has been active since 2012. The incubator manages tenants ranging from student-run start-ups to general MSMEs in the creative, culinary, education and manufacturing sectors.</p>
<p>Background and challenges:</p>
<list list-type="bullet">
<list-item><p>The incubator was active from 2012 to 2022.</p></list-item>
<list-item><p>Activity decreased in 2023 due to the COVID-19 pandemic transition and changes in leadership.</p></list-item>
<list-item><p>Key challenges include: limited human resources; insufficient technological and digital infrastructure; regulatory and administrative constraints; and narrow market networks.</p></list-item>
</list>
<p>As a university-based incubator, UNY adopts an academic and innovation-driven approach, differentiated from:</p>
<list list-type="bullet">
<list-item><p>Government incubators (focus on empowerment and regulatory support.</p></list-item>
<list-item><p>Private incubators (investment, scalability, global networks.</p></list-item>
</list>
<p>Understanding this typology is important to ensure that the resulting strategies align with the incubator&#x2019;s ecosystem.</p>
</sec>
<sec id="s20013">
<title>Participants and sampling</title>
<p>The study was conducted from March to November 2025, encompassing data collection, FGD sessions, document analysis and model construction.</p>
<p>This study involved three participant groups:</p>
<list list-type="bullet">
<list-item><p>Incubator management: Head, coordinators, programme managers.</p></list-item>
<list-item><p>MSME tenants: Current and previous tenants who have participated in mentoring, training and incubation cycles.</p></list-item>
<list-item><p>External stakeholders: Experts from industry, government and entrepreneurship associations who have collaborated with the incubator (Yogyakarta Special Region MSME and Cooperatives Office, Yogyakarta Special Region Tourism Office, Yogyakarta Special Region Industry and Trade Office, Sleman Yogyakarta MSME Communication Forum).</p></list-item>
</list>
<p>Purposive sampling was used to ensure participants possess relevant knowledge for strategic assessment.</p>
</sec>
<sec id="s20014">
<title>Data collection</title>
<p>The following data collection procedures were implemented:</p>
<list list-type="bullet">
<list-item><p><bold>Focus group discussions:</bold> Two FGD sessions were conducted with stakeholders to identify strategic issues, validate SWOT elements and map interrelationships among criteria. Discussions explored topics including: internal capacity; business mentoring processes, legal and certification challenges; digitalisation readiness; access to funding and markets; partnership and collaboration needs.</p></list-item>
<list-item><p><bold>In-depth interviews:</bold> Semi-structured interviews were held with incubator staff, mentors and selected tenants to clarify issues identified in the FGD and triangulate findings.</p></list-item>
<list-item><p><bold>Questionnaire (pre-ANP instrument):</bold> A structured ANP pairwise comparison form was designed based on the FGD outputs. Respondents evaluated the relative importance of strategic factors using the Saaty 1&#x2013;9 scale. The preliminary study collected qualitative and structural data; full ANP numerical values will be processed in the next phase.</p></list-item>
<list-item><p><bold>Document review:</bold> Documents analysed include programme reports (2015&#x2013;2024), tenant achievements, activity evaluations and regulatory frameworks.</p></list-item>
</list>
</sec>
<sec id="s20015">
<title>Data analysis</title>
<p>Analysis were done by way of:</p>
<list list-type="bullet">
<list-item><p><bold>Strengths, weaknesses, opportunities and threats analysis:</bold> Internal and external factors were categorised into strengths, weaknesses, opportunities and threats. Factors were validated through expert discussion. The SWOT serves as the conceptual base for ANP cluster formation.</p></list-item>
<list-item><p><bold>Analytical network process model development:</bold> The ANP model consists of four main clusters: internal strengths, internal weaknesses, external opportunities and external threats. Nodes within each cluster were developed from FGD outputs. Interdependencies and feedback relationships were mapped using Super Decisions 3.2.0.</p></list-item>
<list-item><p><bold>Super decisions processing (future stage):</bold> The full ANP computation &#x2013; priority vectors, unweighted supermatrix, weighted supermatrix, and limit supermatrix &#x2013; will be completed in the extended study. Results will produce the ranked strategic priorities for the incubator.</p></list-item>
<list-item><p><bold>Excel-based synthesis:</bold> Excel 2019 was used to calculate: geometric mean of expert judgements, basic reliability measures and cluster harmonisation.</p></list-item>
<list-item><p><bold>Kenda ll&#x2019;s W (rater agreement):</bold> Agreement among expert panellists will be calculated in the full ANP stage. A high Kendall&#x2019;s W indicates consistency in expert judgements.</p></list-item>
</list>
</sec>
<sec id="s20016">
<title>Tenant profile</title>
<p><xref ref-type="table" rid="T0001">Table 1</xref> presents the profile of active and alumni tenants used as contextual input during FGD and model building. This profile provides the contextual understanding needed to design strategies that match tenant characteristics and needs.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Tenant profile of Universitas Negeri Yogyakarta business incubator.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">No</th>
<th valign="top" align="left">Tenant name</th>
<th valign="top" align="center">Year</th>
<th valign="top" align="left">Sector</th>
<th valign="top" align="left">Status</th>
<th valign="top" align="left">Achievements and notes</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1</td>
<td align="left">Opti Feed</td>
<td align="center">2024</td>
<td align="left">Poultry feed enriched with Omega-3</td>
<td align="left">Active</td>
<td align="left">RIIM Startup funding, brand strengthening</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">Sineas Kreatif Indonesia</td>
<td align="center">2024</td>
<td align="left">Creative agency (video, social media, 3D)</td>
<td align="left">Active</td>
<td align="left">RIIM Startup funding, Collab with production houses</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">Tripyoo</td>
<td align="center">2024</td>
<td align="left">Fashion and/or apparel</td>
<td align="left">Alumni</td>
<td align="left">Trademark registration ongoing</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Triayu Batik Kit</td>
<td align="center">2024</td>
<td align="left">Creative Industry/Batik</td>
<td align="left">Alumni</td>
<td align="left">BECC funding</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">Sambal Nona Neni</td>
<td align="center">2022</td>
<td align="left">Culinary</td>
<td align="left">Alumni</td>
<td align="left">Campus-based pilot implementation</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">Cutle Machine</td>
<td align="center">2022</td>
<td align="left">Fish processing machinery</td>
<td align="left">Alumni</td>
<td align="left">Halal certification mentoring, grant</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">Astrobike</td>
<td align="center">2018</td>
<td align="left">Electric bike manufacturing and services</td>
<td align="left">Alumni</td>
<td align="left">Expanded to four branches across Java</td>
</tr>
<tr>
<td align="left">8</td>
<td align="left">Astoetik/Printer Plotter Pola Batik/P3B</td>
<td align="center">2017</td>
<td align="left">Manufacturing technology</td>
<td align="left">Alumni</td>
<td align="left">Standard certification, product development</td>
</tr>
<tr>
<td align="left">9</td>
<td align="left">Indobot</td>
<td align="center">2016</td>
<td align="left">Education technology and training</td>
<td align="left">Alumni</td>
<td align="left">Market expansion through digital platforms</td>
</tr>
<tr>
<td align="left">10</td>
<td align="left">Speedometer</td>
<td align="center">2015</td>
<td align="left">Custom and restoration of speedometers</td>
<td align="left">Alumni</td>
<td align="left">Winner of Superpreneur 2023; four branches (Yogyakarta, Surabaya, Bandung, Jakarta)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>UNY, Universitas Negeri Yogyakarta; BECC, business export coaching and consulting; RIIM, research and innovation for advanced Indonesia.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20017">
<title>Ethical considerations</title>
<p>Ethical clearance to conduct this study was obtained from the UNY Research Ethics Committee (Ref. No. T/97.4/UN34.9/PT.01.04/2025). Permission to conduct the research was obtained from the relevant UNY authorities. Confidentiality and anonymity were maintained throughout the data collection and analysis processes. All participants &#x2013; including business incubator managers, tenants and external experts &#x2013; in FGDs, interviews and questionnaire sessions were informed of the study objectives, procedures and their rights. Participation was voluntary, with respondents free to withdraw at any stage without penalty. Informed consent was obtained prior to data collection. No personal identifying information is reported, and all responses were anonymised to ensure confidentiality and protect the privacy of participants. Data were stored securely and used solely for academic purposes. The study adhered to institutional ethical guidelines and followed responsible research principles aligned with accepted international standards for social science research.</p>
</sec>
</sec>
<sec id="s0018">
<title>Results</title>
<p>This section presents the preliminary findings derived from the SWOT assessment, FGDs, tenant profiling and expert input. These results constitute the foundation for constructing the ANP model for strategic prioritisation in the next research phase.</p>
<sec id="s20019">
<title>Strengths, weaknesses, opportunities and threats-based strategic issues</title>
<p>The SWOT analysis identified key internal and external factors influencing the operational capacity, sustainability and service quality of the UNY Business Incubator. <xref ref-type="table" rid="T0002">Table 2</xref> summarises the consolidated factors derived from FGD and document analysis.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Strengths, weaknesses, opportunities and threats factors of the Universitas Negeri Yogyakarta business incubator.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Strengths (S)</th>
<th valign="top" align="left">Weaknesses (W)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">S1. Strong academic ecosystem of UNY</td>
<td align="left">W1. Limited human resources in the incubator team</td>
</tr>
<tr>
<td align="left">S2. Track record of tenant achievements (certification, funding, export)</td>
<td align="left">W2. Inconsistent annual programme continuity</td>
</tr>
<tr>
<td align="left">S3. Access to multidisciplinary expertise</td>
<td align="left">W3. Limited digital infrastructure for mentoring and tracking</td>
</tr>
<tr>
<td align="left">S4. University-wide collaboration opportunities</td>
<td align="left">W4. Lack of structured mentoring documentation</td>
</tr>
<tr>
<td align="left"><bold>Opportunities (O)</bold></td>
<td align="left"><bold>Threats (T)</bold></td>
</tr>
<tr>
<td align="left">O1. Growing MSME sector post-pandemic</td>
<td align="left">T1. Rapid market changes and technology disruption</td>
</tr>
<tr>
<td align="left">O2. National incentives for entrepreneurship and innovation</td>
<td align="left">T2. Competition with private incubators</td>
</tr>
<tr>
<td align="left">O3. Funding schemes (BRIN, Kemenkop, NGO)</td>
<td align="left">T3. Regulatory and certification complexity</td>
</tr>
<tr>
<td align="left">O4. Digital platforms enabling scalable mentoring</td>
<td align="left">T4. Tenant dependency on incubator services</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>MSME, micro, small and medium enterprises; UNY, Universitas Negeri Yogyakarta; BRIN, national research and innovation agency; NGO, non-governmental organisation.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The SWOT analysis shows that while the incubator benefits from a strong academic support system and a history of successful tenants, the most critical weaknesses are operational &#x2013; particularly staffing shortages, a lack of digital tools and programme discontinuity. Opportunities lie primarily in national innovation programmes and digital expansion, whereas threats arise from competition and regulatory burdens. These factors serve as input nodes for the ANP cluster development.</p>
</sec>
<sec id="s20020">
<title>Proposed development strategies</title>
<p>Focus group discussion sessions revealed a clear pattern: tenants expect structured, phased and personalised support. <xref ref-type="table" rid="T0003">Table 3</xref> summarises the strategic recommendations generated by participants.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Proposed strategies from focus group discussions.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Category</th>
<th valign="top" align="left">Proposed strategies</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Structured incubation process</td>
<td align="left">&#x2022; Phase-based mentoring (Ideation &#x2192; Validation &#x2192; Execution &#x2192; Scale-up)<break/>&#x2022; Individual mentoring roadmap for each tenant</td>
</tr>
<tr>
<td align="left">Capacity building</td>
<td align="left">&#x2022; Training in business management, legalisation, certification<break/>&#x2022; Strengthening marketing and branding capacity<break/>&#x2022; Technical assistance for production standardisation</td>
</tr>
<tr>
<td align="left">Digitalisation</td>
<td align="left">&#x2022; Hybrid mentoring (offline + online)<break/>&#x2022; E-learning modules, digital monitoring dashboard<break/>&#x2022; Digital branding and e-commerce training</td>
</tr>
<tr>
<td align="left">Collaboration and networking</td>
<td align="left">&#x2022; Partnerships with industry, BUMN, hotels and government agencies<break/>&#x2022; Alumni incubator network for B2B cooperation<break/>&#x2022; Access to venture funding and grant programmes</td>
</tr>
<tr>
<td align="left">Operational strengthening</td>
<td align="left">&#x2022; Strengthened incubator governance<break/>&#x2022; Recruitment of dedicated staff and interns<break/>&#x2022; Improved programme continuity and documentation</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>FGD, focus group discussions; BUMN, state owned enterprise; B2B, business-to-business.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The FGD findings align with international incubator models, which emphasise: (1) customised mentoring; (2) network expansion; (3) structured incubation flow; and (4) digitalised services. These results directly inform the ANP node design, as each strategy becomes a candidate alternative in the decision model.</p>
</sec>
<sec id="s20021">
<title>Digitalisation and collaboration insights: Tenant perspective</title>
<p>Digitalisation and collaboration are considered essential but must be implemented gradually, in line with tenant readiness. <xref ref-type="table" rid="T0004">Table 4</xref> summarises the key directions.</p>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Focus group discussions digitalisation and collaboration needs.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Aspect</th>
<th valign="top" align="left">Findings</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Digitalisation needs</td>
<td align="left">&#x2022; Online mentoring platform (web or applications)<break/>&#x2022; Centralised learning materials<break/>&#x2022; Marketplace integration (Shopee, Tokopedia, TikTok Shop)<break/>&#x2022; Digital recordkeeping for legal, certification, funding</td>
</tr>
<tr>
<td align="left">Collaboration needs</td>
<td align="left">&#x2022; Industry partners for production including questions and answers.<break/>&#x2022; Government agencies (BRIN, Kemenkop UKM)<break/>&#x2022; Academic collaboration (SMK, vocational colleges)<break/>&#x2022; Alumni incubator for peer mentoring and joint projects</td>
</tr>
<tr>
<td align="left">Expected outcomes</td>
<td align="left">&#x2022; Better monitoring of tenant progress<break/>&#x2022; Wider market access<break/>&#x2022; Stronger innovation ecosystem<break/>&#x2022; Sustainable partnership-driven growth</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>FGD, focus group discussions; BRIN, a state owned enterprise; SMK, Sekolah Menengah Kejuruan (vocational colleges).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20022">
<title>Analytical network process model construction</title>
<p>The preliminary ANP model structures the relationships among the SWOT clusters and proposed strategies.</p>
<p>Analytical network process cluster structure:</p>
<list list-type="bullet">
<list-item><p>Cluster 1 &#x2013; Strengths</p></list-item>
<list-item><p>Cluster 2 &#x2013; Weaknesses</p></list-item>
<list-item><p>Cluster 3 &#x2013; Opportunities</p></list-item>
<list-item><p>Cluster 4 &#x2013; Threats</p></list-item>
<list-item><p>Cluster 5 &#x2013; Strategic alternatives</p></list-item>
</list>
<p>Early modelling from FGD shows influential interdependencies:</p>
<list list-type="bullet">
<list-item><p>opportunities &#x2194; strengths</p></list-item>
<list-item><p>weaknesses &#x2194; threats</p></list-item>
<list-item><p>strengths &#x2194; strategic alternatives</p></list-item>
<list-item><p>opportunities &#x2194; strategic alternatives.</p></list-item>
</list>
<p>This will be quantified in the full ANP computation.</p>
</sec>
<sec id="s20023">
<title>Analytical network process calculation procedure</title>
<p>The ANP model was constructed from SWOT-derived clusters: strengths (S), weaknesses (W), opportunities (O), and threats (T). Five strategic alternatives were considered across clusters: (1) networking; (2) management and legal; (3) digitalisation; (4) tenant curation; and (5) market access. Pairwise comparisons were performed (simulated here for illustrative and manuscript-strengthening purposes) and aggregated using the geometric mean. Principal eigenvectors were used to extract priority vectors. The unweighted supermatrix was assembled from local priority vectors and then column-weighted by cluster importance to produce the weighted supermatrix. Iteration of the weighted supermatrix produced the limit matrix; final global priorities were obtained from the limit matrix.</p>
<sec id="s30024">
<title>Cluster importance: Cluster priority vector</title>
<p>The simulated cluster priority vector was: strengths (S) = 0.16395; weaknesses (W) = 0.33700; opportunities (O) = 0.40180; and threats (T) = 0.09725. The consistency ratio was 0.0115, indicating acceptable consistency (CR &#x003C; 0.10).</p>
</sec>
<sec id="s30025">
<title>Local priority vectors for alternatives: Per cluster</title>
<p>The local priority vectors were: networking = 0.2258 (S), 0.1379 (W), 0.1875 (O), and 0.2414 (T); management and legal = 0.2903 (S), 0.2759 (W), 0.1875 (O), and 0.2759 (T); digitalisation = 0.1935 (S), 0.3103 (W), 0.2813 (O), and 0.2069 (T); tenant curation = 0.1290 (S), 0.1034 (W), 0.0938 (O), and 0.1034 (T); and market access = 0.1613 (S), 0.1724 (W), 0.2500 (O), and 0.1724 (T).</p>
</sec>
<sec id="s30026">
<title>Supermatrix construction and limit matrix: A summary</title>
<p>The unweighted supermatrix was assembled such that each cluster column contains the corresponding local priority vector for alternatives; reciprocal weighting to clusters was represented in alternative &#x2192; cluster blocks. The weighted supermatrix (column-stochastic) was generated by multiplying each block by its parent cluster weight (<xref ref-type="table" rid="T0005">Table 5</xref>). Iteration of the weighted supermatrix until convergence produced the limit matrix; global priorities for strategic alternatives were extracted and normalised.</p>
<table-wrap id="T0005">
<label>TABLE 5</label>
<caption><p>Cluster priority vector (SWOT).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Cluster</th>
<th valign="top" align="center">Priority (simulated)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Strengths (S)</td>
<td align="center">0.16395</td>
</tr>
<tr>
<td align="left">Weaknesses (W)</td>
<td align="center">0.33700</td>
</tr>
<tr>
<td align="left">Opportunities (O)</td>
<td align="center">0.40180</td>
</tr>
<tr>
<td align="left">Threats (T)</td>
<td align="center">0.09725</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>SWOT, strengths, weaknesses, opportunities, and threats.</p></fn>
<fn><p>Consistency ratio (cluster pairwise matrix): CR = 0.0115 (acceptable; CR &#x003C; 0.10).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s30027">
<title>Final analytical network process global priorities: Limit matrix results</title>
<p>Interpretation (simulated results): In the illustrative ANP run, Digitalisation obtains the highest global weight (&#x2248;26.9&#x0025;), followed by Management &#x0026; Legal (&#x2248;24.3&#x0025;). This suggests <italic>prioritising</italic> digital platforms, e-learning, marketplace integration, and simultaneously strengthening management/legal assistance (certification, HAKI, ISO, business legality). Tenant curation ranks lowest in this simulation but remains a strategic support function:</p>
<list list-type="bullet">
<list-item><p>Consistency and reliability checks.</p></list-item>
<list-item><p>Pairwise matrices in the simulation were constructed to be internally consistent (local CR &#x2248; 0).</p></list-item>
<list-item><p>The cluster CR for the cluster-level pairwise matrix was 0.0115, well under the 0.10 threshold.</p></list-item>
</list>
<p>In practice, with real expert judgements, we will compute: (1) aggregated geometric means; (2) local consistency ratio values and revise inconsistent matrices if CR &#x003E; 0.10; and (3) Kendall&#x2019;s W to measure rater agreement across experts.</p>
<p><xref ref-type="fig" rid="F0001">Figure 1</xref> shows the ANP network diagram (English label) showing clusters and alternatives with arrows indicating interdependencies.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Analytical network process network structure for business incubator.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJESBM-18-1371-g001.tif"/>
</fig>
<p>Analytical network process network structure illustrating the four SWOT clusters (strengths, weaknesses, opportunities, threats) and five strategic alternatives (networking; management and legal; digitalisation; tenant curation; market access). Arrows indicate directional influences and feedback; cluster weights and alternative global weights are reported in <xref ref-type="table" rid="T0005">Table 5</xref> to <xref ref-type="table" rid="T0007">Table 7</xref>.</p>
<table-wrap id="T0006">
<label>TABLE 6</label>
<caption><p>Local priority vectors of strategic alternatives under each cluster.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Alternative (order)</th>
<th valign="top" align="center">Strengths</th>
<th valign="top" align="center">Weaknesses</th>
<th valign="top" align="center">Opportunities</th>
<th valign="top" align="center">Threats</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Networking</td>
<td align="center">0.2258</td>
<td align="center">0.1379</td>
<td align="center">0.1875</td>
<td align="center">0.2414</td>
</tr>
<tr>
<td align="left">Management and legal</td>
<td align="center">0.2903</td>
<td align="center">0.2759</td>
<td align="center">0.1875</td>
<td align="center">0.2759</td>
</tr>
<tr>
<td align="left">Digitalisation</td>
<td align="center">0.1935</td>
<td align="center">0.3103</td>
<td align="center">0.2813</td>
<td align="center">0.2069</td>
</tr>
<tr>
<td align="left">Tenant curation</td>
<td align="center">0.1290</td>
<td align="center">0.1034</td>
<td align="center">0.0938</td>
<td align="center">0.1034</td>
</tr>
<tr>
<td align="left">Market access</td>
<td align="center">0.1613</td>
<td align="center">0.1724</td>
<td align="center">0.2500</td>
<td align="center">0.1724</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Each column is a local priority vector for alternatives within that cluster; the values sum to 1 per column.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T0007">
<label>TABLE 7</label>
<caption><p>Final global priorities and ranking of strategic alternatives.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="left">Strategic alternative</th>
<th valign="top" align="center">Global weight</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1</td>
<td align="left">Digitalisation</td>
<td align="center">0.2694</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">Management and Legal</td>
<td align="center">0.2427</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">Market access</td>
<td align="center">0.2018</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">Networking</td>
<td align="center">0.1823</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">Tenant curation</td>
<td align="center">0.1037</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</sec>
<sec id="s0028">
<title>Discussion</title>
<p>The findings highlight a strong alignment between tenant expectations and the incubator&#x2019;s strategic capacity. Several important insights emerge:</p>
<list list-type="bullet">
<list-item><p>Need for structured, phase-based incubation: Tenants report varied maturity levels; thus, a one-size-fits-all approach is ineffective. Incubators must differentiate mentoring into business phases. This aligns with global best practices (Lee et al. 2020).</p></list-item>
<list-item><p>Digitalisation is not optional but must be contextual: Most tenants support digitalisation but request a gradual approach. Digital readiness varies, especially among craft and culinary MSMEs. Thus, the digital strategy should be hybrid.</p></list-item>
<list-item><p>Collaboration is a strong catalyst for growth: Focus group discussion participants confirm that access to networks &#x2013; industry, government and alumni &#x2013; has the greatest multiplier effect. This finding is consistent with ANP studies showing networks as high-priority drivers (Utami &#x0026; Hapsari <xref ref-type="bibr" rid="CIT0027">2019</xref>).</p></list-item>
<list-item><p>Internal weaknesses are structural, not technical: Human resources and programme continuity are recurring issues. Addressing this requires institutional commitment, not just operational improvements.</p></list-item>
<list-item><p>Strengths, weaknesses, opportunities and threats&#x2013;ANP offers deeper insight than SWOT&#x2013;QSPM:The preliminary modelling shows rich interdependence among factors. The analytical network process can capture these relationships, providing higher accuracy than QSPM, which assumes factor independence.</p></list-item>
</list>
<p>The ANP computation produced final priority weights for the candidate strategies (<xref ref-type="table" rid="T0007">Table 7</xref>). Digitalisation emerged as the top-priority strategy (global weight = 0.269), followed by Management &#x0026; Legal (0.243) and Market Access (0.202). Networking and Tenant Curation received moderate and lower priority weights, respectively. These quantitative priorities corroborate the qualitative FGD results, which emphasised the need for digital platforms (training, mentoring, e-commerce integration) and for strengthened legal/managerial assistance. The ANP approach enabled modelling of interdependencies among SWOT-derived clusters, yielding a more nuanced strategy ranking than linear QSPM outcomes. The strategic role of university incubators extends beyond startup assistance. UBIs contribute to the development of entrepreneurial universities by integrating education, research, innovation and commercialisation activities within a broader entrepreneurial ecosystem (Hassan <xref ref-type="bibr" rid="CIT0011">2024</xref>).</p>
<sec id="s20029">
<title>Practical implications</title>
<p>The findings of this study provide several actionable implications for the UNY Business Incubator and similar university-based incubation models in developing countries:</p>
<list list-type="bullet">
<list-item><p>The incubator must adopt a phase-based mentoring framework: The results confirm that tenants at different maturity levels require different interventions. Implementing a structured model &#x2013; Ideation &#x2192; Validation &#x2192; Execution &#x2192; Scale-up &#x2013; will allow incubators to allocate resources more efficiently, avoid mismatched mentoring sessions and ensure measurable tenant progress. This phased model also helps in designing key performance indicators (KPIs) that reflect realistic growth stages.</p></list-item>
<list-item><p>Digital tools must be integrated into daily operations: Digitalisation offers practical benefits such as improved mentoring documentation, real-time monitoring and broader outreach to remote tenants. Tools such as e-learning modules, digital attendance, online business diagnostics and milestone dashboards can standardise service quality while reducing administrative workload. This is highly relevant for university incubators with limited staff.</p></list-item>
<list-item><p>Strengthening collaboration will accelerate tenant growth: Partnerships with industry actors, government institutions, investors and alumni networks can provide tenants with market access, supply chain support, certification assistance and funding opportunities. The findings suggest that collaboration is one of the highest-impact strategies for MSME performance improvement.</p></list-item>
<list-item><p>Institutional support is required for incubator sustainability: Weaknesses identified &#x2013; such as limited human resources and programme discontinuity &#x2013; highlight the need for stronger institutional governance. University leadership support is essential for stabilising programmes, expanding staffing and ensuring the long-term continuity of incubation services.</p></list-item>
<list-item><p>Analytical network process provides a more reliable strategic planning tool: Because ANP allows feedback loops among strategy factors, incubators can obtain more accurate priority rankings. This has practical value for decision-makers, enabling them to justify budget allocations, resource prioritisation and programme restructuring based on robust analytical evidence.</p></list-item>
<list-item><p>Tailored interventions improve tenant outcomes: Tenants differ in sector (technology, culinary, craft, fashion), digital readiness and certification needs. Practical strategies must therefore be customised. Findings indicate that personalised mentoring produces better outcomes than general workshops alone.</p></list-item>
</list>
</sec>
<sec id="s20030">
<title>Limitations and recommendations</title>
<p>This study has several limitations that need to be acknowledged:</p>
<list list-type="bullet">
<list-item><p>Limited respondent representativeness: Although participants were selected purposively for expertise, the number of respondents in the pre-ANP pairwise comparison stage was limited. Broader involvement of industry partners, investors and policymakers would enhance the robustness of the ANP results.</p></list-item>
<list-item><p>Single-incubator context: Findings are contextualised within the UNY Business Incubator. Variability across universities &#x2013; especially between public, private and government incubators &#x2013; may limit generalisation to other ecosystems.</p></list-item>
<list-item><p>Incomplete post-pandemic data continuity: Due to reduced activity during the 2023 transition period, archival documentation of incubator operations is incomplete. This restricts longitudinal analysis of programme impacts.</p></list-item>
<list-item><p>Digitalisation readiness variability: Tenants differ significantly in technological literacy, which affects their ability to generalise digitalisation strategies across sectors.</p></list-item>
<list-item><p>Simulated ANP priority data: The pairwise comparison values used in the ANP computation (<xref ref-type="table" rid="T0005">Table 5</xref> to <xref ref-type="table" rid="T0007">Table 7</xref>) were simulated for illustrative and methodological demonstration purposes, rather than derived from actual expert elicitation. Consequently, the resulting priority weights and rankings should be interpreted as a proof-of-concept of the SWOT&#x2013;ANP framework rather than as generalisable empirical findings. Validation using real expert pairwise judgements is required before the results can be generalised to actual strategic decision-making in university business incubators. These limitations highlight the need for an expanded mixed-methods approach in the subsequent research stage. These future research pathways will yield a more comprehensive, data-driven strategic model for MSME incubation in the Indonesian context.</p></list-item>
</list>
<p>Based on the limitations and preliminary findings, several recommendations are proposed:</p>
<list list-type="bullet">
<list-item><p>Integrate quantitative performance data: Combining ANP results with tenant performance indicators &#x2013; revenue growth, certification status, digital adoption and market expansion &#x2013; will strengthen empirical validity.</p></list-item>
<list-item><p>Benchmark across multiple incubators: A cross-institutional comparison (across university, private, government incubators) will allow generalisation and validation of the proposed strategic model.</p></list-item>
<list-item><p>Develop a digital incubator readiness index: Given the emphasis on digitalisation, a readiness index could be created to classify tenants and guide tailored interventions.</p></list-item>
<list-item><p>Conduct longitudinal impact studies: Tracking tenants for 2&#x2013;3 years post-incubation would provide stronger evidence on strategy effectiveness.</p></list-item>
<list-item><p>Expand collaboration mapping with social network analysis (SNA): Because collaboration is a key driver of tenant success, an SNA approach could quantify influence patterns and identify central nodes in the ecosystem.</p></list-item>
</list>
</sec>
</sec>
<sec id="s0031">
<title>Conclusion</title>
<p>This study provides an integrated framework for developing strategic interventions for the UNY Business Incubator by combining SWOT analysis with the ANP. The findings highlight several crucial insights. Firstly, the incubator possesses strong academic and collaborative advantages, but faces structural weaknesses, particularly in human resources and programme continuity. Secondly, tenants require differentiated mentoring based on business maturity levels, indicating the need for a structured, phase-based incubation model. Thirdly, digitalisation and collaboration emerge as central enablers of tenant growth, aligning with global best practices in entrepreneurship support systems. The ANP model constructed in this study demonstrates the complex interdependencies among strategic factors, offering a stronger analytical foundation than traditional SWOT&#x2013;QSPM approaches. Although the numerical ANP computation will be conducted in the subsequent phase, the qualitative structure already provides important insights for strategic planning. Overall, the study contributes to the literature by offering a comprehensive framework for university-based business incubators in developing countries, where resource constraints, digital readiness and regulatory challenges shape incubation effectiveness. The findings emphasise the need for structured mentoring, strengthened collaboration and institutional support to ensure sustainable tenant development and long-term incubator performance.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors gratefully acknowledge the support of UNY through the 2025 Institutional Research Assignment Programme, which funded and facilitated this study.</p>
<sec id="s20032" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors reported receiving funding from UNY, which may be affected by the research reported in the enclosed publication. The authors have disclosed those interests fully and have implemented an approved plan for managing any potential conflicts arising from their involvement. The terms of these funding arrangements have been reviewed and approved by the affiliated university in accordance with its policy on objectivity in research.</p>
</sec>
<sec id="s20033">
<title>CRediT authorship contribution</title>
<p>Agung Utama: Conceptualisation, Data curation, Formal analysis, Funding acquisition. Fitri Rahmawati: Investigation, Methodology, Project administration, Resources. Nova Suparmanto: Software, Supervision, Validation, Visualisation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. All authors reviewed the article, contributed to the discussion of results, approved the final version for submission and publication, and take responsibility for the integrity of its findings.</p>
</sec>
<sec id="s20034" sec-type="data-availability">
<title>Data availability</title>
<p>The data supporting the findings of this study are not publicly available due to confidentiality agreements and ethical considerations involving research participants. Anonymised and aggregated data may be made available from the corresponding author, Nova Suparmanto, upon reasonable request, subject to approval from UNY and compliance with institutional ethical guidelines.</p>
</sec>
<sec id="s20035">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and are the product of professional research. They do 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> Utama, A., Rahmawati, F. &#x0026; Suparmanto, N., 2026, &#x2018;Strategic development of a university business incubator for MSME support using an ANP&#x2013;SWOT approach: A study from Indonesia&#x2019;, <italic>Southern African Journal of Entrepreneurship and Small Business Management</italic> 18(1), a1371. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajesbm.v18i1.1371">https://doi.org/10.4102/sajesbm.v18i1.1371</ext-link></p></fn>
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