Global Leadership Organizational Research in Management
Vol. 4 No. 3 (2026): Global Leadership Organizational Research in Management

Dinamika Kinerja Penyaluran ZISWAF Antar provinsi di Indonesia: Analisis Discrete-Time Markov Chain Berbasis Python

Aninta Gina Sharfina (UIN Sunan Kalijaga Yogyakarta)
Arta Amaliah Nur Afifah (UIN Sunan Kalijaga Yogyakarta)
Andi Agusti Ahmad Kurniawan (UIN Sunan Kalijaga Yogyakarta)
Aulia Lestari (UIN Sunan Kalijaga Yogyakarta)
Andi Nur Pratiwi Fatmala (Universitas Mulawarman)
Nur Hayatiningsih (Universitas Alma Ata Yogyakarta)



Article Info

Publish Date
23 Jul 2026

Abstract

The effectiveness of Zakat, Infaq, Sadaqah, and Waqf (ZISWAF) management depends not only on the amount of funds collected but also on the sustainability of their distribution performance across regions. However, previous studies have primarily employed static approaches, providing limited evidence on how distribution performance changes over time. This study aims to analyze the dynamics of ZISWAF distribution across Indonesian provinces using a Discrete-Time Markov Chain approach. The study uses panel data from 34 provinces during 2019–2023 obtained from the National Board of Zakat (BAZNAS). The analysis includes the Transition Probability Matrix, Persistence Rate, Steady-State Probability, Mobility Index, Expected Duration, and a robustness check. The findings indicate that ZISWAF distribution is characterized by high stability, with the highest persistence observed in the high-distribution category. Transitions occur mainly between adjacent categories, while direct movement between low and high categories is absent, indicating a gradual improvement process. In the long run, the system is projected to converge toward the high-distribution category. These findings provide empirical evidence that provincial distribution performance is relatively stable and evolves incrementally. The study contributes to the literature by applying a dynamic approach to evaluate ZISWAF distribution and offers evidence-based insights for strengthening institutional capacity, governance, and distribution strategies across provinces

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Journal Info

Abbrev

GLORY

Publisher

Subject

Decision Sciences, Operations Research & Management Social Sciences

Description

bidang Ilmu Manajemen dan Ekonomi. Jurnal ini berkaitan dengan aspek apapun dari manajemen, namun tidak terbatas pada topik berikut : berkaitan dengan aspek apapun dari manajemen, namun tidak terbatas pada topik berikut : Manajemen Sumberdaya Manusia , Manajemen Keuangan, Manajemen Pemasaran, ...