Evaluating Socio-Economic Impacts of Productive Zakat on Mustahik Empowerment: A Propensity Score Matching Analysis

Authors

  • Hariya Toni Institut Agama Islam Negeri Kerinci Jambi, Indonesia
  • Muhammad Hisyam Syafii Universitas Muhammadiyah Yogyakarta, Indonesia
  • Bustami Bustami Institut Agama Islam Negeri Kerinci Jambi, Indonesia
  • Husain Azhari Al-Azhar Cairo University , Egypt
  • Rudyn Alaldaya Mindanao State University , Philippines

DOI:

https://doi.org/10.15642/mzw.2026.8.1.1-23

Keywords:

productive zakat; mustahik; propensity score matching; socio-economic impact

Abstract

This study assesses the socio-economic effects of productive zakat initiatives on mustahik empowerment in Indonesia through a quasi-experimental methodology employing Propensity Score Matching (PSM). Data from 160 participants across various Zakat Management Organizations were gathered April 2025. The study utilized a multifaceted empowerment paradigm encompassing economic, social, human capital, and psychological components to address gaps in Islamic social finance literature. Results indicate significant empowerment enhancements, evidenced by a 63.1% increase in the composite empowerment index (effect size d=2.29). Economic empowerment showed substantial benefits (72.7% rise, d=2.37), followed by human capital development (82.7% increase, d=2.54). Psychological well-being indicators demonstrated notable improvements in self-confidence (26.9%), life satisfaction (39.7%), and stress management (100%). Correlation analysis revealed mentorship quality as the strongest predictor of comprehensive empowerment (r=0.478, p<0.001). The research confirms the efficacy of integrating financial assistance with capacity-building initiatives, reinforcing theoretical models emphasizing holistic Islamic development. High participant satisfaction rates (92.5% rating ≥8/10) indicate program acceptance and sustainability potential. These findings strengthen strategies for achieving Sustainable Development Goals and provide evidence for effective zakat allocation policies. This research advances Islamic social finance methodology by demonstrating PSM's relevance in evaluating faith-based development interventions, establishing a robust framework for future impact assessments in Muslim-majority contexts.

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References

Abdullah, Muhammad. "Islam, Spirituality and Wealth: Islamic Framework of Wealth Management." In Wealth Management and Investment in Islamic Settings: Opportunities and Challenges, pp. 43-55. Singapore: Springer Nature Singapore, 2022. https://doi.org/10.1007/978-981-19-3686-9_3

Abiodun, Oladapo Ibrahim. "Assessing the Relationships Between Integrative Social-Rights and Human Development Factors in South-Western Nigeria from the Islamic Economics Perspective." PhD diss., University of Malaya (Malaysia), 2016. https://www.proquest.com/docview/2848774501?pq-origsite=gscholar&fromopenview=true&sourcetype=Dissertations%20&%20Theses

Ahmed, Habib. Role of zakah and awqaf in poverty alleviation. Jeddah: Islamic Development Bank, Islamic Research and Training Institute, 2004. https://waqfacademy.org/wp-content/uploads/2012/10/Role-of-Zakat-Awqaf-in-Poverty-Alleviation-Dr-Habib-Ahmed-2011.pdf

A'yun, Indah Firdanilla, and Taufiqur Rahman. "Risk Management for the Distribution of Zakat, Infaq, and Shadaqah (ZIS) Funds on the Mentari Scholarship Programme at Zakat Center LAZISMU Gresik." Al-Amwal: Jurnal Ekonomi dan Perbankan Syari'ah 16, no. 2 (2024): 160-177. 10.70095/alamwal.v16i2.18461

Bakar, Mahyuddin Haji Abu, and Abdullah Haji Abdghani. "Towards achieving the quality of life in the management of zakat distribution to the rightful recipients (the poor and needy)." International Journal of Business and Social Science 2, no. 4 (2011).

Beik, Irfan Syauqi, and Laily Dwi Arsyianti. "Digital technology and its impact on Islamic social finance literacy." In Islamic FinTech: Insights and Solutions, pp. 429-445. Cham: Springer International Publishing, 2021. https://doi.org/10.1007/978-3-030-45827-0_23

Bhandari, Medani P. "What is next for the sustainable development goals, what are the challenges concerning SDG 10—reduced inequalities?." Sustainable Earth Reviews 7, no. 1 (2024): 23. https://doi.org/10.1186/s42055-024-00093-8

Bilan, Yuriy, Halyna Mishchuk, Natalia Samoliuk, and Halyna Yurchyk. "Impact of income distribution on social and economic well-being of the state." Sustainability 12, no. 1 (2020): 429. https://doi.org/10.3390/su12010429

Caliendo, Marco, and Sabine Kopeinig. "Some practical guidance for the implementation of propensity score matching." Journal of economic surveys 22, no. 1 (2008): 31-72. https://doi.org/10.1111/j.1467-6419.2007.00527.x

Campbell, Donald T., and Julian C. Stanley. Experimental and quasi-experimental designs for research. Ravenio books, 2015.

Chambers, Robert. "Poverty and livelihoods: whose reality counts?." Environment and urbanization 7, no. 1 (1995): 173-204. https://doi.org/10.1177/095624789500700106

Chang, Sea‐Jin, and Jaiho Chung. "A quasi‐experimental approach to the multinationality‐performance relationship: An application to learning‐by‐exporting." Global Strategy Journal 7, no. 3 (2017): 257-285.

Chapra, M. Umer. "Ibn Khaldun's theory of development: Does it help explain the low performance of the present-day Muslim world?." The Journal of Socio-Economics 37, no. 2 (2008): 836-863. https://doi.org/10.1016/j.socec.2006.12.051

Chowdhury, Shofiqur Rahman, Haris Abd Wahab, and M. Rezaul Islam. "The role of faith-based NGOs in social evelopment: Invisible empowerment." International Social Work 62, no. 3 (2019): 1055-1074. https://doi.org/10.1177/0020872818767260

Cook, Thomas D., Donald Thomas Campbell, and Arles Day. Quasi-experimentation: Design & analysis issues for field settings. Vol. 351. Boston: Houghton Mifflin, 1979. https://dickyh.staff.ugm.ac.id/wp/wp-content/uploads/2009/ringkasan%20buku%20quasi-experimentakhir.pdf

Cook, Thomas D., Donald Thomas Campbell, and William Shadish. Experimental and quasi-experimental designs for generalized causal inference. Vol. 1195. Boston, MA: Houghton Mifflin, 2002.

Dirie, Khadar Ahmed, Md Mahmudul Alam, and Selamah Maamor. "Islamic social finance for achieving sustainable development goals: a systematic literature review and future research agenda." International Journal of Ethics and Systems 40, no. 4 (2024): 676-698. https://doi.org/10.1108/IJOES-12-2022-0317

Friedmann, John. Empowerment: The politics of alternative development. John Wiley & Sons, 1992. https://books.google.com/books?hl=en&lr=&id=PkuCEAAAQBAJ&oi=fnd&pg=PR6&dq=Friedman+(1992)+in+%22Empowerment:+The+Politics+of+Alternative+Development%22+&ots=dHpF3eouKm&sig=Lmxu6BWUeWls2AEX-QnwzCv8ryM

Gasper, Des. "Development as freedom: taking economics beyond commodities—the cautious boldness of Amartya Sen." Journal of International Development: The Journal of the Development Studies Association 12, no. 7 (2000): 989-1001. https://doi.org/10.1002/1099-1328

Gunawan, Indra, and Nurchasanah. "Exploring factors influencing the microfinance program sustainability." SN Business & Economics 4, no. 9 (2024): https://doi.org/10.1007/s43546-024-00701-x

Herianingrum, Sri, Tika Widiastuti, Meri Indri Hapsari, Ririn Tri Ratnasari, Firmansyah Firmansyah, Shahir Akram Hassan, Annisa Rahma Febriyanti, Rachmi Cahya Amalia, and Luthfi Akmal Muzakki. "Muzakki and Mustahik’s collaboration model for strengthening the fundraising capacity of Islamic social finance institutions during COVID-19." International Journal of Ethics and Systems 40, no. 1 (2024): 175-188. https://doi.org/10.1108/IJOES-05-2022-0091

Herianingrum, Sri, Tika Widiastuti, Meri Indri Hapsari, Ririn Tri Ratnasari, Firmansyah Firmansyah, Shahir Akram Hassan, Annisa Rahma Febriyanti, Rachmi Cahya Amalia, and Luthfi Akmal Muzakki. "Muzakki and Mustahik’s collaboration model for strengthening the fundraising capacity of Islamic social finance institutions during COVID-19." International Journal of Ethics and Systems 40, no. 1 (2024): 175-188. https://doi.org/10.1108/IJOES-05-2022-0091

Hilmiyah, Ulfah Laelatul, Irfan Syauqi Beik, and Khonsa Tsabita. "Measuring The National Zakat Index (Nzi) On Zakat Performance In Bogor Regency." Journal of Islamic Monetary Economics and Finance 3 (2018): 179-192. https://doi.org/10.21098/jimf.v3i0.912

Ibrahim, Asmawi, Ahmad Aizuddin Md Rami, Mohd Fadle Mohd Isa, and Ahmed Ahmed Olaitan. "Spiritual leadership among youth: Fostering sustainable development towards Islamic values." Multidisciplinary Reviews 8, no. 10 (2025): 2025327-2025327. https://doi.org/10.31893/multirev.2025327

Jamaludin, Husna, Hengchao Zhang, Sharifah Nabilah Syed Salleh, and Zakaria Lacheheb. "Trust as the engine of change: a conceptual model for trust building in zakat institutions." Journal of Islamic Accounting and Business Research (2025). https://doi.org/10.1108/JIABR-03-2024-0099

Kuanova, Laura Aibolovna, Rimma Sagiyeva, and Nasim Shah Shirazi. "Islamic social finance: a literature review and future research directions." Journal of Islamic Accounting and Business Research 12, no. 5 (2021): 707-728. https://doi.org/10.1108/JIABR-11-2020-0356

Kurniawati, Erlina, Nilna Fauza, Nurlaili Adkhi Rizfa Faiza, and Mahamadaree Waeno. "Metamorphosis of Productive Zakat: Integrating Zakat Utilization and Women Empowerment for Achieving Sustainable Development Goals." Islam Realitas: Journal of Islamic and Social Studies 11, no. 1 (2025): 28-41. https://doi.org/10.30983/islam_realitas.v11i1.9486

Lee, Jaehoon, and Todd D. Little. "A practical guide to propensity score analysis for applied clinical research." Behaviour research and therapy 98 (2017): 76-90. https://doi.org/10.1016/j.brat.2017.01.005

Lee, Jinhyung, and Harvey J. Miller. "Simple pre-post analysis overestimates the impacts of new public transit services on ridership: Evidence from a quasi-experimental study of new bus rapid transit in Columbus, Ohio, USA." Journal of Public Transportation 24 (2022): 100035. https://doi.org/10.1016/j.jpubtr.2022.100035

Li, Mingxiang. "Using the propensity score method to estimate causal effects: A review and practical guide." Organizational Research Methods 16, no. 2 (2013): 188-226. https://doi.org/10.1177/1094428112447816

Makhrus, M., Ibnu Hasan, and Selamet Eko Budi Santoso. "Islamic Philanthropy and Social Services in Improving Community Welfare in Indonesia." Islamic Economics Journal 10, no. 2 (2024): 150-162. https://ejournal.unida.gontor.ac.id/index.php/JEI/article/view/10930

Malik, Amit, Edeh Michael Onyema, Surjeet Dalal, Umesh Kumar Lilhore, Darpan Anand, Ashish Sharma, and Sarita Simaiya. "Forecasting students' adaptability in online entrepreneurship education using modified ensemble machine learning model." Array 19 (2023): 100303. https://doi.org/10.1016/j.array.2023.100303

Malik, Bilal Ahmad. "Philanthropy in practice: role of zakat in the realization of justice and economic growth." International Journal of Zakat 1, no. 1 (2016): 64-77. https://doi.org/10.37706/ijaz.v1i1.7

Malik, Bilal Ahmad. "Philanthropy in practice: role of zakat in the realization of justice and economic growth." International Journal of Zakat 1, no. 1 (2016): 64-77. https://doi.org/10.37706/ijaz.v1i1.7

Maspul, Kurniawan, and Islahuddin Mubarak. "The Imperative of Zakat on Financial Instruments in a Globalized Economy." Journal of Waqf and Islamic Economic Philanthropy 2, no. 3 (2025): 23-23. https://doi.org/10.47134/wiep.v2i3.648

Mohamed Esa, Mohd Suffian, Hairunnizam Wahid, Salmy Edawati Yaacob, and Abdul Hayy Haziq Mohamad. "Asnaf Development Outcome: A Systematic Literature Review and Logic Model Development." SAGE Open 15, no. 3 (2025): 21582440251357982. https://doi.org/10.1177/2158244025135798

Mohammed, Mustafa Omar, Aroua Robbana, and Houssemeddine Bedoui. "Zakat digital management techniques." In Islamic FinTech: Insights and Solutions, pp. 299-317. Cham: Springer International Publishing, 2021. https://doi.org/10.1007/978-3-030-45827-0_17

Nashori, Fuad, Nurjannah Nurjannah, Raden Rachmy Diana, Faraz Faraz, Nadea Zulfa Khairunnisa, and Musa Muwaga. "Inter-Religious Social Prejudice among Indonesian Muslim Students." Millah: Journal of Religious Studies (2024): 241-274. https://doi.org/10.20885/millah.vol23.iss1.art8

Nurhaliza, Siti, Seli Sukma Anggraini, Febi Bonita, Dini Imeliani, Melati Luniagus, and Muhammad Nafiscal Farih. "The Role of Zakat, Waqf, and Islamic Business in Sustainable Economic Development: A Review of Funding and Fund Provision Models." Journal of Economics and Business 3, no. 1 (2025): 60-78. https://doi.org/10.61994/econis.v3i1.490

Nurzaman, Mohammad Soleh. "The impact of zakat programs from human development perspectives: An empirical evaluation." In Financial inclusion and poverty alleviation: Perspectives from islamic institutions and instruments, pp. 245-269. Cham: Springer International Publishing, 2017. https://doi.org/10.1007/978-3-319-69799-4_7

Perdana, Bonifasius Endo Gauh, and Firya Qurratu’ain Abisono. "Beyond Cost: The Role of Non-Financial Factors in Driving Energy Transition in Indonesia." In The 8th International Conference on Social and Political Sciences (ICoSaPS 2024), pp. 14-24. Atlantis Press, 2025. https://doi.org/10.2991/978-2-38476-368-9_3

Ramadan Elbaioumi Shaddad, Ali, and Biruk Jember. "A step toward effective language learning: an insight into the impacts of feedback-supported tasks and peer-work activities on learners’ engagement, self-esteem, and language growth." Asian-Pacific Journal of Second and Foreign Language Education 9, no. 1 (2024): 39. https://doi.org/10.1186/s40862-024-00261-5

Rejosumarto, Muji Astuti, and Mehmet Bulut. "Philanthropy: A Customary Practice to Meet Donor Expectations Lesson from Islamic NPOs in Indonesia." ESI Preprints (European Scientific Journal, ESJ) 20, no. 25 (2024): 58-58. https://doi.org/10.19044/esj.2024.v20n25p58

Riyadi, Aditya Hadid, Abdukadir Abdullahi Sheik Abdukad, Bandar Mohammed Saif, Hawa Ahmed Takow, and Ashurov Sharofiddin. "The effect of utilizing zakat fund on financing production to achieving social welfare: in Indonesia as a case study." Journal of Islamic Finance 10 (2021): 019-029. https://doi.org/10.31436/jif.v10i.524

Rockers, Peter C., John-Arne Røttingen, Ian Shemilt, Peter Tugwell, and Till Bärnighausen. "Inclusion of quasi-experimental studies in systematic reviews of health systems research." Health Policy 119, no. 4 (2015): 511-521.

Rosenbaum, Paul R. "Conditional permutation tests and the propensity score in observational studies." Journal of the American Statistical Association 79, no. 387 (1984): 565-574. https://doi.org/10.1080/01621459.1984.10478082

Rosenbaum, Paul R., and Donald B. Rubin. "The central role of the propensity score in observational studies for causal effects." Biometrika 70, no. 1 (1983): 41-55. https://doi.org/10.1093/biomet/70.1.41

Rusydiana, Aam Slamet, Muhammad Fajar Dito Prakoso, Hakan Aslan, and Ririn Riani. "Unveiling the effects of zakat toward socioeconomic empowerment in OIC countries." International Journal of Ethics and Systems (2025). https://doi.org/10.1108/IJOES-10-2024-0331

Ruzana, Ainun. "What do we know about investment of Zakat fund? A systematic literature review." International Journal of Zakat 7, no. 2 (2022): 91-104. https://doi.org/10.37706/ijaz.v7i2.433

Sarif, Suhaili, Nor Aini Ali, and Nor ‘Azzah Kamri. "Zakat for generating sustainable income: an emerging mechanism of productive distribution." Cogent Business & Management 11, no. 1 (2024): 2312598. https://doi.org/10.1080/23311975.2024.2312598

Sen, Amartya. "Development as freedom (1999)." The globalization and development reader: Perspectives on development and global change 525 (2014).

Shadish, William R., Thomas D. Cook, and Donald T. Campbell. Experimental and quasi-experimental designs for generalized causal inference. Houghton, Mifflin and Company, 2002.

Utami, Hapsari Wiji. "Contextualization of productive zakat in the modern era to reduce poverty." Management of Zakat and Waqf Journal (MAZAWA) 4, no. 2 (2023): 134-148. https://doi.org/10.15642/mzw.2023.4.2.134-148

Van Niekerk, Arno J. "Inclusive economic sustainability: SDGs and global inequality." Sustainability 12, no. 13 (2020): 5427. https://doi.org/10.3390/su12135427

Varga, Anita Natalia, Alejandra Elizabeth Guevara Morel, Joran Lokkerbol, Johanna Maria van Dongen, Maurits Willem van Tulder, and Judith Ekkina Bosmans. "Dealing with confounding in observational studies: A scoping review of methods evaluated in simulation studies with single‐point exposure." Statistics in medicine 42, no. 4 (2023): 487-516. https://doi.org/10.1002/sim.9628

Wahid, Hairunnizam, Syahmi Haziq Osmera, and Mohd Ali Mohd Noor. "Sustainable zakat distribution through wakalah contract." International Journal of Zakat 6, no. 1 (2021): 49-70. https://doi.org/10.37706/ijaz.v6i1.250

Wasalmi, Wasalmi. "Impact of zakat distribution channels on poverty alleviation in Indonesia." Sinergi International Journal of Islamic Studies 2, no. 1 (2024): 12-23. https://doi.org/10.61194/ijis.v2i1.128

Webster‐Clark, Michael, Til Stürmer, Tiansheng Wang, Kenneth Man, Danica Marinac‐Dabic, Kenneth J. Rothman, Alan R. Ellis et al. "Using propensity scores to estimate effects of treatment initiation decisions: state of the science." Statistics in medicine 40, no. 7 (2021): 1718-1735. https://doi.org/10.1002/sim.8866

Yasmeen, Kausar. "Framework for Islamic social entrepreneurship." Journal of Islamic Accounting and Business Research (2024). https://doi.org/10.1108/JIABR-08-2023-0256

Yumna, A. and Clarke, M., 2019. Examining the outreach of Islamic charity based microfinance programmes: Empirical evidence from Indonesia. Journal of Islamic Monetary Economics and Finance, 5(4), pp.849-872. https://doi.org/10.21098/jimf.v5i4.1111

Zaenal, Muhammad Hasbi, Zainulbahar Noor, Nono Hartono, Muhammad Choirin, and Elnur Salihovic. "Mapping Zakat Potential at the City Level in Indonesia and Strategies for Optimizing Zakat Collection." Economica: Jurnal Ekonomi Islam 13, no. 1 (2022): 25-48. https://doi.org/10.21580/economica.2022.13.1.12323

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Published

2026-03-28

How to Cite

Toni, H., Syafii, M. H., Bustami, B., Azhari, H., & Alaldaya, R. (2026). Evaluating Socio-Economic Impacts of Productive Zakat on Mustahik Empowerment: A Propensity Score Matching Analysis. Management of Zakat and Waqf Journal (MAZAWA), 8(1), 1–23. https://doi.org/10.15642/mzw.2026.8.1.1-23

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