Debt Crowdfunding Growth and MSME Credit Risk in Indonesia’s Sustainable Digital Economy

Authors

DOI:

https://doi.org/10.34306/itsdi.v8i1.746

Keywords:

MSMEs, P2P lending, Crowdfunding, Credit Risk, Fintech

Abstract

Micro, Small and Medium Enterprises (MSMEs) in Indonesia often lack the collateral that banks require, and Peer-to-Peer (P2P) lending, the debt form of crowdfunding, has become a channel through which they raise capital in the digital economy. Lending now grows fastest outside Java, where platforms hold the shortest records on their borrowers. This study builds a monthly panel of 34 provinces from official statistics of the Financial Services Authority (Otoritas Jasa Keuangan/OJK) for December 2023 to December 2024 and estimates two-way fixed-effects models with standard errors clustered by province. The models test whether faster growth of outstanding loans is followed by a higher share of loans more than 90 days overdue (Tingkat Wanprestasi 90 Hari / TWP90) and whether this link differs between Java and the other regions. Outstanding loans rose by 29.1% to Rp 77.02 trillion, by 20.5% in Java and by 57.8% elsewhere, and MSMEs held 36.7% of the stock at the end of 2024. Current growth shows no significant link with TWP90. Growth three months earlier is followed by a lower TWP90 in Java, with a coefficient of −0.084 (p < 0.01), while outside Java the coefficient is only −0.011 (p = 0.079), and the gap between the two regions is significant (p < 0.01). Rapid P2P expansion was not associated with higher TWP90 during the study period, while the observed negative relationship between earlier loan growth and TWP90 in Java was substantially weaker outside Java. Platforms and regulators therefore need closer credit assessment where lending grows fastest if debt crowdfunding is to support MSME capital formation and the targets of Sustainable Development Goals 8 and 9. The evidence is associational and covers thirteen months, so longer panels with data specific to MSMEs are needed.

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References

A. Gunawan and R. K. Hudiono, “Industrial revolution 4.0’s information technology’s impact on the growth of MSMEs in the manufacturing industries sector,” International Transactions on Education Technology, vol. 1, no. 2, pp. 157–164, 2023.

N. Lutfiani, A. Ivanov, N. P. L. Santoso, S. V. Sihotang, and S. Purnama, “E-Commerce Growth Plan for MSMEs’ Sustainable Development Enhancement,” CORISINTA, vol. 1, no. 1, pp. 80–86, 2024.

M. Siahaan, S. Kosasi, N. Sukendri, and A. Husain, “Enhancing SMEs Business Performance Through Strategic Digital Transformation,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 7, no. 1, pp. 85–96, 2025.

Y. Sudaryo, D. Hamdani, N. A. Sofiati, D. H. N. Sipahutar, and S. Sutisna, “Assessing the drivers of financial distress in Indonesian rattan SMEs through digital and financial perspectives,” Aptisi Transactions on Technopreneurship (ATT), vol. 7, no. 3, pp. 904–913, 2025.

A. A. Setyawan, E. Setyawati, and J. S. P. Tyoso, “Digital Resilience Framework for MSME Development in Facing Global Market Volatility,” Aptisi Transactions on Technopreneurship (ATT), vol. 8, no. 1, pp. 239–252, 2026.

OECD, Financing SMEs and Entrepreneurs 2024: An OECD Scoreboard. Paris: OECD Publishing, 2024.

F. Allen, X. Gu, and J. Jagtiani, “A survey of fintech research and policy discussion,” Review of Corporate Finance, vol. 1, no. 3–4, pp. 259–339, 2021.

H. Bollaert, F. Lopez-de Silanes, and A. Schwienbacher, “Fintech and access to finance,” Journal of Corporate Finance, vol. 68, p. 101941, 2021.

S. Maulana, I. M. Nasution, Y. Shino, and A. R. S. Panjaitan, “Fintech as a financing solution for micro, small and medium enterprises,” Startupreneur Business Digital (SABDA Journal), vol. 1, no. 1, pp. 71–82, 2022.

T. Syafira, S. Jackson, and A. Tambunan, “Fintech Integration with Crowdfunding and Blockchain in Industry 4.0 Era,” Startupreneur Business Digital (SABDA Journal), vol. 3, no. 1, pp. 10–18, 2024.

A. Rizky, M. Ramaditya, and A. A. Kamal, “Leveraging big data analytics to strategically expand digital microcredit access for MSMEs,” ADI Journal on Recent Innovation, vol. 7, no. 1, pp. 13–24, 2025.

U. Rahardja, M. Miftah, M. Rakhmansyah, and J. Zanubiya, “Revolutionizing Financial Services with Big Data and Fintech: A Scalable Approach to Innovation,” ADI Journal on Recent Innovation, vol. 6, no. 2, pp. 118–129, 2025.

Otoritas Jasa Keuangan, “Peraturan Otoritas Jasa Keuangan Nomor 10/POJK.05/2022 tentang Layanan Pendanaan Bersama Berbasis Teknologi Informasi,” Otoritas Jasa Keuangan, Jakarta, 2022.

M. Gopal and P. Schnabl, “The rise of finance companies and FinTech lenders in small business lending,” The Review of Financial Studies, vol. 35, no. 11, pp. 4859–4901, 2022.

P. Beaumont, H. Tang, and E. Vansteenberghe, “Collateral effects: The role of FinTech in small business lending,” The Review of Financial Studies, vol. 39, no. 7, pp. 2064–2114, 2026.

M. K. Amrillah and T. A. Felianty, “Does P2P lending have an impact on regional economic growth? Evidence from Java provinces,” Jurnal Pamator: Jurnal Ilmiah Universitas Trunojoyo, vol. 17, no. 1, 2024.

S. Dilla, A. R. Shahrin, and F. Zainir, “Banking competition in Indonesia: Does Fintech lending matters?” Journal of Financial Economic Policy, vol. 16, no. 4, pp. 540–556, 2024.

S. Goyal, E. P. Harahap, and N. A. Santoso, “Analysis of financial technology implementation on the quality of banking services in Indonesia: SWOT analysis,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 4, no. 1, pp. 77–82, 2022.

N. Hussain, “Peer to peer lending business agility strategy for fintech startups in the digital finance era in Indonesia,” Startupreneur Business Digital (SABDA Journal), vol. 2, no. 2, pp. 118–125, 2023.

M. A. Wibowo, T. Mariyanti, M. Mardiana, E. A. Natalia, and Y. M. Kareem, “Inclusive Growth Stimulation in Underserved Communities through Digital Micro Entrepreneurship Programs,” ADI Bisnis Digital Interdisiplin Jurnal, vol. 6, no. 2, pp. 156–166, 2025.

M. Di Maggio and V. Yao, “Fintech borrowers: Lax screening or cream-skimming?” The Review of Financial Studies, vol. 34, no. 10, pp. 4565–4618, 2021.

F. S. Wewengkang and A. Wibowo, “Analysis of online loan regional clustering in Indonesia in 2024 based on outstanding and default rate (TWP90) using K-Means clustering,” Al-Kharaj: Journal of Islamic Economic and Business, vol. 8, no. 1, 2026.

R. Fahrudin, Y. F. Dwi, F. A. Yadi, A. Wilson, and T. Kuusk, “Addressing regulatory risks in fintech through decentralized technologies,” APTISI Transactions on Management, vol. 8, no. 3, pp. 204–212, 2024.

D. Dinarwati, M. G. Ilham, and F. Rahardja, “Cybersecurity Risk Assessment Framework for Blockchain-Based Financial Technology Applications,” ADI Journal on Recent Innovation, vol. 6, no. 2, pp. 168–179, 2025.

K. Mazayo, S. Agustina, and R. Asri, “Application of digital technology risk management models in banking institutions reflecting the digital transformation of Indonesian banking blueprint,” International Journal of Cyber and IT Service Management, vol. 3, no. 2, pp. 130–143, 2023.

Otoritas Jasa Keuangan, “Statistik Layanan Pendanaan Bersama Berbasis Teknologi Informasi (LPBBTI), Desember 2024,” Departemen Pengelolaan Data dan Statistik, OJK. https://ojk.go.id/id/kanal/iknb/data-dan-statistik/fintech/Pages/Statistik-P2P-Lending-Periode-Desember-2024.aspx, 2025.

United Nations, The Sustainable Development Goals Report 2024. New York: United Nations, 2024.

W. Ramadayanti and K. Kosasih, “The Influence of Financial Performance on People’s Business Credit in Banking Companies for the Period 2010-2019,” APTISI Transactions on Management, vol. 5, no. 1, pp. 73–78, 2021.

I. Hidayat and F. O. S. Dewi, “The effect of liquidity, leverage, and working capital turn on profitability,” APTISI Transactions on Management, vol. 7, no. 1, pp. 60–68, 2023.

D. Blaseg, D. Cumming, and M. Koetter, “Equity crowdfunding: High-quality or low-quality entrepreneurs?” Entrepreneurship Theory and Practice, vol. 45, no. 3, pp. 505–530, 2021.

M. Cerpentier, T. Vanacker, I. Paeleman, and K. Bringmann, “Equity crowdfunding, market timing, and firm capital structure,” The Journal of Technology Transfer, vol. 47, no. 6, pp. 1766–1793, 2022.

D. Eldridge, T. M. Nisar, and M. Torchia, “What impact does equity crowdfunding have on SME innovation and growth? an empirical study,” Small Business Economics, vol. 56, no. 1, pp. 105–120, 2021.

J. Coakley and W. Huang, “P2P lending and outside entrepreneurial finance,” The European Journal of Finance, vol. 29, no. 13, pp. 1520–1537, 2023.

Y. P. A. Sanjaya and M. A. Akhyar, “Blockchain and Smart Contract Applications Can Be A Support For MSME Supply Chain Finance Based On Sharia Crowdfunding,” Blockchain Frontier Technology, vol. 2, no. 1, pp. 44–49, 2022.

N. M. N. Febrianti and G. S. Darma, “Millennials’ intention to invest through securities crowdfunding platform,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 1, pp. 19–30, 2023.

S. Estrin, S. Khavul, and M. Wright, “Soft and hard information in equity crowdfunding: Network effects in the digitalization of entrepreneurial finance,” Small Business Economics, vol. 58, no. 4, pp. 1761–1781, 2022.

R. Stevenson, J. Allen, and T. Wang, “Failed but validated? the effect of market validation on persistence and performance after a crowdfunding failure,” Journal of Business Venturing, vol. 37, no. 2, p. 106175, 2022.

M. Wahyudi, V. Meilinda, and A. Khoirunisa, “The Digital Economy’s Use of Big Data,” International Transactions on Artificial Intelligence, vol. 1, no. 1, pp. 62–70, 2022.

M. Yusup, E. Sukmawati, R. Ramadhan, M. I. Suhaepi, S. Zebua, and N. Amallia, “Blockchain technology for cashless investments and transactions in digital era with SWOT approach,” Blockchain Frontier Technology, vol. 2, no. 1, pp. 17–23, 2022.

H. E. Riwayati, H. A. Rachman, S. Pramesworo, N. Yustisia, H. Umar, and M. Siahaan, “Unveiling the dynamics of financial literacy and inclusion in women digital loan decision making,” Aptisi Transactions on Technopreneurship (ATT), vol. 7, no. 3, pp. 986–998, 2025.

S. Miko, A. W. T. Atmaja, R. Mawardah, S. D. Zulfa, F. Siboro, and A. Marjuki, “The Impact of Competitiveness, Information Technology, Risk Perception, and Financial Literacy on The Intention to Invest in Cryptocurrency,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 5, no. 1, pp. 1–7, 2023.

D. Tribuana, U. Narimawati, and M. Y. Syafei, “A Multi-Group Structural Analysis of Digital Banking Adoption Determinants Across Generational Cohorts in Indonesia,” Aptisi Transactions on Technopreneurship (ATT), vol. 8, no. 1, pp. 37–50, 2026.

G. Cornelli, J. Frost, L. Gambacorta, P. R. Rau, R. Wardrop, and T. Ziegler, “Fintech and big tech credit: Drivers of the growth of digital lending,” Journal of Banking & Finance, vol. 148, p. 106742, 2023.

M. Hodula, “Does Fintech credit substitute for traditional credit? Evidence from 78 countries,” Finance Research Letters, vol. 46, p. 102469, 2022.

D. J. Cumming, A. Martinez-Salgueiro, R. S. Reardon, and A. Sewaid, “COVID-19 bust, policy response, and rebound: Equity crowdfunding and P2P versus banks,” The Journal of Technology Transfer, vol. 47, no. 6, pp. 1825–1846, 2022.

K. A. A. Manurung, H. Siregar, I. Fahmi, and D. B. Hakim, “Value Chain and ESG Performance as Determinants of Sustainable Lending in Commercial Bank: A Systematic Literature Review,” Aptisi Transactions on Technopreneurship (ATT), vol. 6, no. 1, pp. 41–55, 2024.

J. A. Chandler, G. Dushnitsky, R. Elitzur, C. Hopp, P. A. Kincaid, and J. C. Short, “Reviewing recent crowdfunding research: Collective findings from the Journal of Business Venturing Insights,” Journal of Business Venturing Insights, vol. 18, p. e00354, 2022.

S. Vismara, “Expanding corporate finance perspectives to equity crowdfunding,” The Journal of Technology Transfer, vol. 47, no. 6, pp. 1629–1639, 2022.

D. Foos, L. Norden, and M. Weber, “Loan growth and riskiness of banks,” Journal of Banking & Finance, vol. 34, no. 12, pp. 2929–2940, 2010.

G. Dell’Ariccia and R. Marquez, “Lending booms and lending standards,” The Journal of Finance, vol. 61, no. 5, pp. 2511–2546, 2006.

M. H. Pesaran, “General diagnostic tests for cross-sectional dependence in panels,” Empirical Economics, vol. 60, no. 1, pp. 13–50, 2021.

A. D. Hill, S. G. Johnson, L. M. Greco, E. H. O’Boyle, and S. L. Walter, “Endogeneity: A review and agenda for the methodology-practice divide affecting micro and macro research,” Journal of Management, vol. 47, no. 1, pp. 105–143, 2021.

B. Callaway and P. H. C. Sant’Anna, “Difference-in-Differences with multiple time periods,” Journal of Econometrics, vol. 225, no. 2, pp. 200–230, 2021.

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Published

2026-10-28

How to Cite

Rahmadan, R. G., Goh, T. S., & Mutie, M. (2026). Debt Crowdfunding Growth and MSME Credit Risk in Indonesia’s Sustainable Digital Economy. IAIC Transactions on Sustainable Digital Innovation (ITSDI), 8(1), 85–96. https://doi.org/10.34306/itsdi.v8i1.746

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