PERAMALAN REALISASI PENERIMAAN ZAKAT PADA BAITULMAL ACEH DENGAN MEMPERTIMBANGKAN EFEK DARI VARIASI KALENDER
DOI:
https://doi.org/10.14203/JEP.27.2.2019.27-45Keywords:
Arimax, Baitulmal Aceh, Zakat Forecasting, Sarima, Calendar VariationsAbstract
Baitul Mal Aceh is an Aceh provincial government institution that is responsible for managing and distributing zakat, infaq and shadaqah (ZIS). Forecasting the potential of zakat in the future is needed by the Baitul Mal Aceh as one of the foundations for the preparation of ZIS management policies. This study aims to predict the potential of zakat collected in 2018 and 2019 by considering effects of calendar variations. The data used in this study is data realization of monthly zakat receipts starting from January 2015 to December 2017 obtained from Baitul Mal Aceh. The data was analyzed using the Autoregressive Integrated Moving Average with Exogenous Variable (ARIMAX) and Seasonal Autoregressive Integrated Moving Average (SARIMA) as comparative model. The results showed that the ARIMAX model with order ARIMA (2.0,2) (1,0,2) 12 , t, V 1 , ..., V 11 is much better than the SARIMA model with order ARIMA (0,1,2) ( 0,1,1) 12 based on indicators of the prediction accuracy (RMSE and MAPE). Realization of zakat receipts in 2018 and 2019 are estimated in the amount of Rp. 1,347,526,504 and Rp. 1,359,728,268. The forecasting results can be used as one of the references for the Baitul Mal Aceh in preparing the policy of distributing zakat in the coming years.Downloads
References
Al-Qardhawi, Y. (2007). Fiqh al-Zakah. Beirut: Muassasah Al-Risalah.
Anggraeni, W., Vinarti, R. A., & Kurniawati, Y. D. (2015). Performance Comparisons between Arima and Arimax Method in Moslem Kids Clothes Demand Forecasting: Case Study. Procedia Computer Science, 72, 630–637. https://doi.org/10.1016/J.PROCS.2015.12.172
Anwar, S. (2017). Peramalan Suhu Udara Jangka Pendek di Kota Banda Aceh dengan Metode Autoregressive Integrated Moving Average (ARIMA). Malikussaleh Journal of Mechanical Science and Technology, 5(1), 6–12.
Anwar, S., Afriyani, A., Ahya, D., Nurhidayati, N., Iswani, N., Ariska, R., & Wahyudi, R. (2017). Analisis Faktor yang Mempengaruhi Lama Waktu Pembayaran Angsuran Pertama Program ZIS Produktif Baitul Mal Aceh. Statistika: Journal of Theoretical Statistics and Its Applications, 17(2), 53–61. https://doi.org/10.29313/jstat.v17i2.2697
Box, G. E. P., & Cox, D. R. (1964). An Analysis of Transformations. Journal of the Royal Statistical Society. Series B (Methodological), 26(2), 211–252.
Cryer, J. D., & Chan, K.-S. (2008). Time Series Analysis With Applications in R (Second Edition). New York: Springer.
Fitri, M. (2017). Pengelolaan Zakat Produktif sebagai Instrumen Peningkatan Kesejahteraan Umat. Economica: Jurnal Ekonomi Islam, 8(1), 149–173. https://doi.org/10.21580/economica.2017.8.1.1830
Hyndman, R. J., & Athanasopoulos, G. (2018). Forecasting: Principles and Practice (Second Edition). Victoria: OTexts.
Lee, M. H., Suhartono, S., & Hamzah, N. A. (2010). Calendar Variation Model Based on ARIMAX for Forecasting Sales Data with Ramadhan Effect. In Proceedings of the Regional Conference on Statistical Sciences (pp. 349–361). Malaysia.
Makridakis, S., Wheelwright, S. C., & McGee, V. E. (2000). Metode dan Aplikasi Peramalan. Jakarta: Interaksara.
Mas’ud, R., & Muhamad, M. (2005). Zakat & Kemiskinan : Instrumen Pemberdayaan Ekonomi Umat. Yogyakarta: UII Press.
Mashudi, M. (2015). Urgensi Zakat Dalam Revolusi Mustahik Menjadi Muzakki. Iqtishoduna: Jurnal Ekonomi Islam, 4(1), 38–50.
Masruroh, I., & Farid, M. (2019). Iqtishoduna: Jurnal Ekonomi Islam. Iqtishoduna: Jurnal Ekonomi Islam, 8(1), 209–229.
Montgomery, D. C., Jennings, C. L., & Kulahci, M. (2008). Introduction to Time Series Analysis and Forecasting. New Jersey: John Wiley & Sons.
Rodin, D. (2015). Pemberdayaan Ekonomi Fakir Miskin Dalam Perspektif Al-Qur’an. Economica: Jurnal Ekonomi Islam, 6(1), 71–102. https://doi.org/10.21580/economica.2015.6.1.787
Romdhoni, A. H. (2017). Zakat Dalam Mendorong Pertumbuhan Ekonomi dan Pengentasan Kemiskinan. Jurnal Ilmiah Ekonomi Islam, 3(01), 41–51. https://doi.org/10.29040/jiei.v3i01.98
Sa’adah, S. L. (2017). Iqtishoduna: Jurnal Ekonomi Islam. Iqtishoduna: Jurnal Ekonomi Islam, 6(2), 261–283.
Sanwani, S., Herwanti, T., & Jufri, A. (2017). Iqtishoduna: Jurnal Ekonomi Islam. Iqtishoduna: Jurnal Ekonomi Islam, 6(1), 34–64.
Sardiana, A., & Zulfison, Z. (2018). Implementasi Literasi Keuangan Syariah Pada Alokasi Dana Ziswaf Masyarakat. Maqdis : Jurnal Kajian Ekonomi Islam, 3(2), 171–180.
Sumadi, S. (2017). Optimalisasi Potensi Dana Zakat, Infaq, Sadaqah Dalam Pemerataan Ekonomi Di Kabupaten Sukoharjo (Studi Kasus di Badan Amil Zakat Daerah Kab. Sukoharjo). Jurnal Ilmiah Ekonomi Islam, 3(01), 16–26. https://doi.org/10.29040/jiei.v3i01.68
Wei, W. W. S. (2006). Time Series Analysis : Univariate and Multivariate Methods (Second Edi). New York: Pearson Addison- Wesley.
Yughi, S. A. (2019). Iqtishoduna: Jurnal Ekonomi Islam. Iqtishoduna: Jurnal Ekonomi Islam, 8(1), 156–182.
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