DEVELOPING THE MAQASID-ORIENTED DISCLOSURE INDEX (MOSDI): A PYTHON-BASED TEXT MINING APPROACH FOR EVALUATING ZISWAF INSTITUTIONS IN INDONESIA

Authors

  • Aninta Gina Sharfina Universitas Islam Negeri Sunan Kalijaga Yogyakarta
  • Andi Agusti Ahmad Kurniawan Universitas Islam Negeri Sunan Kalijaga Yogyakarta
  • Muhammad Zulfikar Yusuf Universitas Gadjah Mada
  • Nurul Imamah Sekolah Tinggi Agama Islam Al Mujtama Pamekasan
  • Achmad Jufri Universitas Islam Negeri Madura
  • Arowadi Lubis Universitas Slamet Riyadi

DOI:

https://doi.org/10.32806/currency.v5i1.2253

Keywords:

Maqasid al-Shariah, Islamic Social Finance, ZISWAF, Disclosure Index, Text Mining.

Abstract

Research on maqasid al-shariah has primarily focused on Islamic banking, while studies on maqasid-oriented disclosure in Islamic social finance institutions, particularly Zakat, Infaq, Sadaqah, and Waqf (ZISWAF) institutions, remain limited. Existing studies also predominantly rely on manual content analysis, which is subjective, time-consuming, and difficult to replicate. This study develops the Maqasid-Oriented Disclosure Index (MOSDI) as a disclosure measurement instrument for evaluating maqasid-oriented reporting in Indonesian ZISWAF institutions using Python-based text mining. A descriptive quantitative approach was employed to analyze 24 annual reports published by four major Indonesian ZISWAF institutions–BAZNAS, Dompet Dhuafa, Rumah Zakat, and LAZISMU–between 2019 and 2024. The analysis involved text preprocessing, dictionary-based keyword matching across the five dimensions of maqasid al-shariah, and the calculation of normalized disclosure scores. The findings reveal that maqasid-oriented disclosure varies across institutions and dimensions. Hifz al-nasl is the most extensively disclosed dimension, whereas hifz al-din and hifz al-mal receive comparatively less attention. Furthermore, Rumah Zakat and Dompet Dhuafa demonstrate higher levels of maqasid-oriented disclosure than BAZNAS and LAZISMU, indicating differences in the implementation and communication of maqasid values through annual reporting. This study contributes to the Islamic social finance literature by introducing MOSDI as a maqasid-oriented disclosure index specifically designed for ZISWAF institutions and by demonstrating that Python-based text mining provides a systematic, objective, consistent, and replicable approach for measuring maqasid-oriented disclosure.

References

Amin, N. A. M., Ariffin, N. M., & Fatima, A. H. (2021). Shariah Disclosure Practices in Malaysian Islamic Banks using the Shariah Disclosure Index. International Journal of Islamic Economics and Finance (IJIEF), 4(SI), 63–86. https://doi.org/10.18196/ijief.v4i0.9953.

Ascarya. (2022). The role of Islamic social finance during Covid-19 pandemic in Indonesia’s economic recovery. International Journal of Islamic and Middle Eastern Finance and Management, 15(2), 386–405. https://doi.org/10.1108/IMEFM-07-2020-0351

BAZNAS. (2024). Peta Jalan Zakat Indonesia 2045. https://www.puskasbaznas.com/publications/books/2009-peta-jalan-zakat-indonesia-2045

Bedoui, H. E. (2012). Shari‘a-based ethical performance measurement framework.

Bedoui, H. E., & Mansour, W. (2014). Performance and Maqasid al-Shari’ah’s Pentagon-Shaped Ethical Measurement. Science and Engineering Ethics, 21(3), 555–576. https://doi.org/10.1007/s11948-014-9561-9

Bodies, Z. (2024). Accountability Disclosure of Web-Based and PSAK 109 Zakat Management Organizations. International Journal of Economics, Business and Accounting Research (IJEBAR), 8(4), 1360–1374.

Chapra, M. U. (1992). Islam and the Economic Challenge. International Institute of Islamic Thought (IIIT).

Dewi, L. (2024). Development of an Index for Measuring Islamic Bank CSR Disclosures in Indonesia. El-Jizya: Jurnal Ekonomi Islam, 12(1), 53–68. https://doi.org/10.24090/ej.v12i1.8196

Donaldson, T., & Preston, L. E. (1995). The stakeholder theory of the corporation: Concepts, evidence, and implications. Academy of Management Review, 20(1), 65–91.

Fiandrino, S., & Tonelli, A. (2021). A Text-Mining Analysis on the Review of the Non-Financial Reporting Directive: Bringing Value Creation for Stakeholders into Accounting. Sustainability, 13(763). https://doi.org/10.3390/su13020763

Fitri, Y., Rini, R., & Amilin, A. (2024). An Analysis of Website Based Reporting for Improving Transparency and Accountability of Zakat Management Organisations. Jurnal Bimas Islam, 17(1), 215–243. https://doi.org/10.37302/jbi.v17i1.1013

Hassan, M., & Nasir, I. A. (2026). Toward sustainable Islamic banking: linking Maqasid al-Shariah and financial performance through the Quadruple Bottom Line. Asian Journal of Economics and Banking. https://doi.org/10.1108/AJEB-08-2025-0106

Herianingrum, S., Supriani, I., Sukmana, R., Effendie, E., Widiastuti, T., Fauzi, Q., & Shofawati, A. (2024). Zakat as an instrument of poverty reduction in Indonesia. Journal of Islamic Accounting and Business Research, 15(4), 643–660. https://doi.org/10.1108/JIABR-11-2021-0307

Hudaefi, F. A., & Beik, I. S. (2020). Digital zakāh campaign in time of Covid-19 pandemic in Indonesia: a netnographic study. Journal of Islamic Marketing, 12(3), 498–517. https://doi.org/10.1108/JIMA-09-2020-0299

Lewis, C., & Young, S. (2019). Fad or future? Automated analysis of financial text and its implications for corporate reporting. Accounting and Business Research, 29(5), 587–615. https://doi.org/10.1080/00014788.2019.1611730

Maali, B., Casson, P., & Napier, C. (2006). Social Reporting by Islamic Banks. ABACUS, 42(2), 266–289. https://doi.org/10.1111/j.1468-4497.2006.00200.x

Mahmod, S., Ibrahim, N., & Hamid, S. A. (2024). Zakat disclosure index by Islamic banks and development financial institutions in Malaysia. International Journal of Banking and Finance, 19(2), 241–270. https://doi.org/10.32890/ijbf2024.19.2.5

Mergaliyev, A., Asutay, M., Avdukic, A., & Karbhari, Y. (2021). Higher Ethical Objective (Maqasid al‑Shari’ah) Augmented Framework for Islamic Banks: Assessing Ethical Performance and Exploring Its Determinants. In Journal of Business Ethics (Vol. 170, Issue 4). Springer Netherlands. https://doi.org/10.1007/s10551-019-04331-4

Mitchell, R. K., Agle, B. R., & Wood, D. J. (1997). Toward a theory of stakeholder identification and salience: Defining the principle of who and what really counts. Academy of Management Review, 22(4), 853–886.

Omar, P. M. F. F. A., & Hajimin, M. N. H. H. (2023). The Roles of Zakat Towards Maqasid Al-Shariah and Sustainable Development Goals (SDGs): A Case Study of Zakat Institutions in East Malaysia. International Journal of Za, 8(Special), 68–81.

Othman, R., Thani, A. M., & Ghani, E. K. (2009). Determinants of Islamic Social Reporting Among Top Shariah-Approved Companies in Bursa Malaysia. Research Journal of Internatıonal Studıes, 12(12), 4–20.

Putri, A. D. (2026). Potensi Ziswaf Tembus Rp343 Triliun, Hasil Survei Nasional Jadi Dasar Penguatan Filantropi Islam Kedepan. Social Trust Fund. https://www.dompetdhuafa.org/potensi-ziswaf-tembus-rp343-triliun-hasil-survei-nasional-jadi-dasar-penguatan-filantropi-islam-kedepan/

Rahman, F. K., Tareq, M. A., Yunanda, R. A., & Mahdzir, A. (2017). Maqashid Al-Shari’ah-based performance measurement for the halal industry. Humanomics, 33(3), 357–370. https://doi.org/10.1108/H-03-2017-0054

Senave, E., Jans, M. J., & Srivastava, R. P. (2024). The application of text mining in accounting. International Journal of Accounting Information Systems, 50, 100624. https://doi.org/10.1016/j.accinf.2023.100624

Shinkafi, A. A., & Ali, N. A. (2017). Contemporary Islamic economic studies on Maqasid Shari’ah: a systematic literature review. Humanomics, 33(3), 315–334. https://doi.org/10.1108/H-03-2017-0041

Suchman, M. C. (1995). Managing Legitimacy: Strategic and Institutional Approaches. Academy of Management Review, 20(3), 571–610. https://doi.org/10.5465/amr.1995.9508080331

Tarique, K. M., Islam, R., & Mohammed, M. O. (2021). Developing and validating the components of Maqasid al- Shari’ah-based performance measurement model for Islamic banks. International Journal of Islamic and Middle Eastern Finance and Management, 14(2), 366–390. https://doi.org/10.1108/IMEFM-12-2018-0432

Tubarad, C. P. T., Mohamad, M., & Mohammed, N. F. (2022). A Decade of Maqasid Shariah Research: A Bibliometric Analysis. Management and Accounting Review, 21(2), 211–238. https://doi.org/10.24191/MAR.V21i02-09

Villiers, R. De. (2021). Seven principles to ensure future-ready accounting graduates – a model for future research and practice. Meditari Accountancy Research, 29(6), 1354–1380. https://doi.org/10.1108/MEDAR-04-2020-0867

World Population Review. (2026). Muslim Population by Country 2026. https://worldpopulationreview.com/country-rankings/muslim-population-by-country

Yusuf, M. Z. (2025). The Role of Zakat on Economic Growth: Modification of the Mathematical Model from an Islamic Perspective. El Barka: Journal of Islamic Economics and Business, 8(1), 86–104. https://doi.org/10.21154/elbarka.v8i1.11949

Yuthas, K., Rogers, R., & Dillard, J. F. (2002). Communicative Action and Corporate Annual Reports. Journal of Business Ethics, 41(1), 141–157.

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Published

2026-07-22

How to Cite

Gina Sharfina, A., Agusti Ahmad Kurniawan, A., Zulfikar Yusuf, M., Imamah, N., Jufri, A., & Lubis, A. (2026). DEVELOPING THE MAQASID-ORIENTED DISCLOSURE INDEX (MOSDI): A PYTHON-BASED TEXT MINING APPROACH FOR EVALUATING ZISWAF INSTITUTIONS IN INDONESIA. Currency (Jurnal Ekonomi Dan Perbankan Syariah), 5(1), 1126–1145. https://doi.org/10.32806/currency.v5i1.2253

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