Vol. 12 No. 1 (2026)
Open Access
Peer Reviewed

The Role of Agricultural Credit, Extension Services, and Regional Policies on the Growth of the Food Crop Sub-sector in Pacitan Regency: A Three-Stage Least Squares Simultaneous Model Approach

Authors

Adi Budiwan , Syarif Imam Hidayat , Sri Tjondro Winarno , Nuriah Yuliati

DOI:

10.29303/jppipa.v12i1.13930

Published:

2026-01-31

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Abstract

This study examines the determinants of stagnant growth in the food crop subsector in Pacitan Regency despite extensive government support policies. Using annual time-series data from 2004–2024, a simultaneous equation model estimated by Three-Stage Least Squares (3SLS) is employed to capture the interaction between agricultural credit, extension services, and regional policies. The results show that agricultural extension has the largest and most significant elasticity with respect to food crop output, followed by fertiliser subsidies, while agricultural credit exhibits a positive but relatively small elasticity due to its limited use for productive investment. Policy simulation results indicate that a 20% increase in extension services generates the strongest impact on output growth and poverty reduction, whereas credit expansion alone produces only a moderate effect. The combined policy scenario—integrating extension strengthening, fertiliser subsidies, and credit reform—yields the highest synergistic gains in production and welfare. These findings provide empirical evidence that institutional complementarity is crucial for enhancing agricultural productivity in marginal regions and offer a data-driven framework for designing integrated regional agricultural policies

Keywords:

Agricultural credit Agricultural extension Food crops Regional policy Simultaneous model

References

Aryawati, N. P. R., & Budhi, M. K. S. (2018). Pengaruh Produksi, Luas Lahan, dan Pendidikan Terhadap Pendapatan Petani dan Alih Fungsi Lahan Provinsi Bali. E-Jurnal EP UNUD, 7(9), 1918–1952. https://ojs.unud.ac.id/index.php/eep/article/view/40263/25341

Bank., W. (2023). Agricultural finance and economic development. World Bank.

Berbeć, A. K. (2024). Agricultural resilience and agricultural sustainability – which is which? Current Agronomy, 1, 10–22. https://doi.org/10.2478/cag-2024-0002 DOI: https://doi.org/10.2478/cag-2024-0002

Billah, M., Mahmudur, M., Rahman, Mahimairaja, S., Lal, A., & Naidu, R. (2025). Role of Agriculture Extension and Rural Advisory Services in Strengthening Climate ‐ Smart Agricultural System : A Systematic Review. Journal of Sustainable Agriculture and Environment REVIEW, 4(e70076), 1–11. https://doi.org/10.1002/sae2.70076 DOI: https://doi.org/10.1002/sae2.70076

BPS. (2024). Indonesia Dalam Angka. Badan Pusat Statistik Indonesia.

Campenhout, V. B., Lecoutere, E., & Spielman, D. (2021). Extension and productivity. Journal of Development Economics, 153(102735).

Carter, M. R., Cheng, L., & Sarris, A. (2011). The impact of interlinked index insurance and credit contracts on financial market deepening and small farm productivity. https://www2.aueb.gr/conferences/Crete2012/papers/papers senior/Sarris.pdf

Christiaensen, L., & Todo, Y. (2014). Poverty reduction during the rural–urban transformation. World Development, 63, 1–12. DOI: https://doi.org/10.1016/j.worlddev.2013.10.002

Falo, M., Matoneng, O. W., & Tabenu, O. (2025). Performance of Agricultural Extension Workers : The Impact of Internal and External Factors. Jurnal Teknik Pertanian Lampung, 14(4), 1465–1475. https://doi.org/https://doi.org/10.23960/jtepl.v14i4.1465-1475 DOI: https://doi.org/10.23960/jtepl.v14i4.1465-1475

Feder, G., Lau, L. J., Lin, J. Y., & Luo, X. (1990). Credit Relationship Agriculture : Productivity The Disequilibrium. American Journal of Agricultural Economics, 72(5), 1151–1157. https://doi.org/https://doi.org/10.2307/1242524 DOI: https://doi.org/10.2307/1242524

Greene, W. H. (2020). Econometric Analysis (EIGHTH EDI). Pearson Education Limited.

Gujarati, D. N., & Porter, D. C. (2009). Basic econometrics (5th ed.). The McGraw-Hill Series.

Jayne, T. S., & Rashid, S. (2019). Input Subsidy Programs in Sub-Saharan Africa : A Synthesis of Recent Evidence. Agricultural Economics, 44(6), 547–562. https://cgspace.cgiar.org/server/api/core/bitstreams/146e334b-7ed8-4ab5-8632-a1ab470dae49/content DOI: https://doi.org/10.1111/agec.12073

Karlan, D., Osei, R., Osei-Akoto, I., & Udry, C. (2014). Agricultural Decisions After Relaxing Credit And Risk Constraints. Quarterlyjournal Ofeconomics, 129(2), 597–652. https://doi.org/10.1093/qje/qju002.Advance DOI: https://doi.org/10.1093/qje/qju002

Khandker, S. R., & Koolwal, G. B. (2015). How has microcredit supported agriculture ? Evidence using panel data from Bangladesh. Agricultural Economics, 46, 1–12. https://doi.org/10.1111/agec.12185

Lin, J. Y. (2011). New Structural Economics : A Framework for Rethinking Development (T. W. B. R. Observer (ed.)). Oxford University Press. https://doi.org/10.1093/wbro/lkr007 DOI: https://doi.org/10.1596/13507

Lin, J. Y. (2023). New structural economics. Oxford University Press.

Miranda, M. J., & Gonzalez-Vega, C. (2011). M Anagement Of A Gricultural Loan Portfolios In Developing Countries. Amer. J. Agr. EconJ. Agr. Econ, 93(2), 399–406. https://doi.org/10.1093/ajae/aaq109 DOI: https://doi.org/10.1093/ajae/aaq109

Mukhlis, Hendriani, R., Sari, R. I. K., & Sari, N. (2022). Analisis Produksi dan Faktor Produksi Usaha Tani Terpadu Tanaman Padi dan Ternak Sapi di Nagari Taram Kecamatan Harau. Jurnal Penelitian Pertanian Terapan, 22(2), 104–110. https://doi.org/10.25181/jppt.v22i2.2581 DOI: https://doi.org/10.25181/jppt.v22i2.2581

Mukhlis, M., Ismawati, I., Sillia, N., Fitrianti, S., Ukrita, I., Wisra, R. F., Raflis, H., Hendriani, R., Hanum, L., Ibrahim, H., Nofianti, S., Marta, A., & Sari, N. (2024). Characteristics of Production Factors and Production of Zero Tillage System Rice Farming. Jurnal Penelitian Pendidikan IPA, 10(8), 6013–6019. https://doi.org/10.29303/jppipa.v10i8.8542 DOI: https://doi.org/10.29303/jppipa.v10i8.8542

Odhiambo, N. M. (2021). Agricultural credit and productivity. Review of Development Finance, 11(4), 453–461.

Ostrom, E. (2005). Understanding institutional diversity. Princeton University Press. https://wtf.tw/ref/ostrom_2005.pdf DOI: https://doi.org/10.1515/9781400831739

Owoo, N., & Boakye, J. (2021). Fertilizer subsidy effectiveness. African Development Review, 33(4), 587–602.

Rauf, R. A., Damayanti, L., Malik, S. R., Sultan, H., & Mukhlis. (2024). Coconut ( Cocos nucifera L . Var . Viridis .) farming efficiency in Central Sulawesi : technical , allocative , and economic. 10(12), 10837–10844. https://doi.org/10.29303/jppipa.v10i12.9450 DOI: https://doi.org/10.29303/jppipa.v10i12.9450

Rogers, E. M. (2003). Diffusion of innovations. In Achieving Cultural Change in Networked Libraries. The Free Press. https://doi.org/10.4324/9781315263434-16

Rosada, I., Rasyid, R., Nurliani, Amran, F. D., Sirajuddin, S. N., Nurhapsa, & Mukhlis. (2024). Effectiveness of the role of agricultural extension workers in clove cultivation in Enrekang Regency ( Case study in Buntu Barana Village , Curio District , Enrekang Regency ). Jurnal Penelitian Pendidikan IPA, 10(11), 8837–8846. https://doi.org/10.29303/jppipa.v10i11.9074 DOI: https://doi.org/10.29303/jppipa.v10i11.9074

Rushdie, V. R. ., Singh, C. M. ., & Divakaruni, A. D. (2022). Effect of Agricultural Extension Services and Development on Productivity among Small Scale Farmers in India. Stratford Peer Reviewed Journals and Book Publishing Journal of Agriculture, 6(2), 11–20. https://doi.org/https://doi.org/10.53819/81018102t4109 DOI: https://doi.org/10.53819/81018102t4109

Shee, A., & Turvey, C. G. (2012). Collateral-free lending with risk-contingent credit for agricultural development : indemnifying loans against pulse crop price risk in India. Agricultural Economics, 43, 1–14. https://doi.org/10.1111/j.1574-0862.2012.00603.x DOI: https://doi.org/10.1111/j.1574-0862.2012.00603.x

Statistik, B. P., & Pacitan, K. (2024). Kabupaten Pacitan dalam Angka. Badan Pusat Statistik Kabupaten Pacitan.

Tendall, D., Beck, R., & Muller, A. (2023). Agricultural resilience. Agricultural Systems, 210(103635).

Timmer, C. P. (2014). Food security and the transformation of the agrifood system. Oxford University Press.

Wadud, A. (2013). Working Paper No . 14 Impact of Microcredit on Agricultural Farm Performance and Food Security in Bangladesh (Issue 14). https://www.findevgateway.org/sites/default/files/publications/files/mfg-en-paper-impact-of-microcredit-on-agricultural-farm-performance-and-food-security-in-bangladesh-feb-2013.pdf

Wicaksono, A., & Pratiwi, R. (2023). Extension and productivity. Journal of Agricultural Extension, 37(2), 124–149.

Wooldridge, J. M. (2020). Econometrics Introductory (seventh). Cengage Learning, Inc. https://www.academia.edu/49732662/Introductory_Econometrics_7E_2020_

Yeboah, A., Ying, S., Lu, J., Xie, Y., Amoanimaa-Dede, H., Boateng, K. G. A., & Yin, X. (2020). “Castor oil (Ricinus communis): a review on the chemical composition and physicochemical properties,.” Food Science and Technology, 41, 399–413. DOI: https://doi.org/10.1590/fst.19620

Author Biographies

Adi Budiwan, National Development University Veteran East Java

Author Origin : Indonesia

Syarif Imam Hidayat, National Development University Veteran East Java

Author Origin : Indonesia

Sri Tjondro Winarno, National Development University Veteran East Java

Author Origin : Indonesia

Nuriah Yuliati, National Development University Veteran East Java

Author Origin : Indonesia

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How to Cite

Budiwan, A., Hidayat, S. I., Winarno, S. T., & Yuliati, N. (2026). The Role of Agricultural Credit, Extension Services, and Regional Policies on the Growth of the Food Crop Sub-sector in Pacitan Regency: A Three-Stage Least Squares Simultaneous Model Approach. Jurnal Penelitian Pendidikan IPA, 12(1), 918–924. https://doi.org/10.29303/jppipa.v12i1.13930