Sentiment Analysis of Mandatory Halal Certification Policy on Twitter Using the Naive Bayes and K-Nearest Neighbors Algorithm

Authors

  • Muhammad Wahyu Arif Wibowo Badan Penyelenggara Jaminan Produk Halal, Kementerian Agama
  • Irfan Ricky Afandi University of Muhammadiyah Prof. Dr. Hamka
  • Sewin Fathurrohman Badan Penyelenggara Jaminan Produk Halal

DOI:

https://doi.org/10.12962/j22759970.v5i1.1806

Keywords:

Mandatory Halal Certification, Naive Bayes algorithm, Sentiment Analysis, Twitter

Abstract

Twitter become a platform for Indonesians to express views on various issues, including the mandatory halal certification policy regulated by Law Number 33 of 2014 on Halal Product Assurance. The first phase of this certification runs from October 17, 2019, to October 17, 2024, covering: (1) food and beverages; (2) raw materials, food additives, and auxiliary materials; and (3) slaughter products and services. This research analyzes public sentiment on Twitter towards this policy using the Naive Bayes and KNN algorithm. Analysis of 536 tweets revealed 307 neutral (57.3%), 145 positive (27.1%), and 84 negative sentiments (15.7%). The findings highlight public support and criticism of the policy. The model Naïve Bayes showed an accuracy of 82.7% and KNN 81.62%, demonstrating its effectiveness in classifying new sentiments. This research aids the government's decision-making process in evaluating the mandatory halal certification policy, ensuring it aligns with public needs and is well-received by Indonesians.

References

C. N. Zempi, A. Kuswanti, and S. Maryam, “Analisis Peran Media Sosial Dalam Pembentukan Pengetahuan Politik Masyarakat,” Ekspresi Dan Persepsi J. Ilmu Komun., vol. 6, no. 1, pp. 116–123, 2023, doi: https://doi.org/10.33822/jep.v6i1.5286.

D. Pramana, M. Afdal, Mustakim, and I. Permana, “Analisis Sentimen Terhadap Pemindahan Ibu Kota Negara Menggunakan Algoritma Naive Bayes Classifier dan K-Nearest Neightbors,” J. Media Inform. Budidarma, vol. 7, no. 3, pp. 1306–1314, 2023, doi: http://dx.doi.org/10.30865/mib.v7i3.6523.

B. Nafisah and I. Fajriatib, “Awareness of Chicken Slaughterhouse Business Actors Towards Halal Products,” Halal Res. J., vol. 4, no. 1, pp. 56–69, 2024, doi: https://doi.org/10.12962/j22759970.v4i1.1053.

I. Z. K. Putri and A. N. Mustofa, “Perbandingan Kandungan Gizi Daging Halal dan Haram untuk usia Produktif 19-29 tahun dengan metode Euclidean Distance,” Halal Res. J., vol. 3, no. 2, pp. 65–71, 2023, doi: https://doi.org/10.12962/j22759970.v3i2.694.

L. Yustianingsih, A. Mufidb, M. H. M. Maifiah, and S. Gunawand, “Comparison Study of Halal Management System in Indonesia and Malaysia,” Halal Res. J., vol. 4, no. 1, pp. 39–55, 2024, doi: https://doi.org/10.12962/j22759970.v4i1.1027.

D. G. R. Dasangga and R. T. Ratnasari, “Pengaruh Destinasi Halal Terhadap Daya Tarik Destinasi: Penilaian Niat Berkunjung Wisatawan,” J. Kepariwisataan Destin. Hosp. dan Perjalanan, vol. 6, no. 2, pp. 219–240, 2022, doi: https://doi.org/10.34013/jk.v6i2.724.

D. Hastuti, F. Maharani, E. Subekti, M. Takhim, and A. Husna, “ANALISIS TINGKAT KEPUASAN PELAKU USAHA MIKRO DAN KECIL TERHADAP PELAYANAN SERTIFIKASI HALAL SELF DECLARE,” Int. J. MATHLA’UL ANWAR HALAL ISSUES, vol. 4, no. 1, pp. 53–54, 2024, [Online]. Available: https://doi.org/10.30653/ijma.202441.95

H. Lastfitriani, Irdamisraini, N. Hasanah, W. P. Sari, and A. Munir, “Pendampingan Sertifikasi Halal untuk Produk Makanan dan Minuman Bagi UMKM Se- Rumbai,” J. Hum. Educ., vol. 4, no. 3, pp. 179–182, 2024, doi: https://doi.org/10.31004/jh.v4i3.910.

D. Yuanitasari and H. Kusmayanti, “Sosialisasi Kewajiban Sertifikasi Halal pada UMKM di Kabupaten Sumedang,” J. Pengabdi. Kpd. Masy. Nusant., vol. 5, no. 2, pp. 1568–1573, 2024, doi: https://doi.org/10.55338/jpkmn.v5i2.3016.

A. Rusydiana, A. Ruhana, and A. As-Salafiyah, “Problematika Penerapan Jaminan Produk Halal Di Indonesia: Analisis Tata Kelola Halal,” Harmon. J. Multikultural Multireligius, vol. 22, no. 1, pp. 167–186, 2023, doi: https://doi.org/10.32488/harmoni.v1i22.572.

S. Rosadi, “PENERAPAN SERTIFIKASI LABEL HALAL PADA HOTEL MUZDHALIFAH SYARI’AH KECAMATAN UJUNGBATU KABUPATEN ROKAN HULU,” J. Huk. Islam, vol. 5, no. 2, pp. 53–54, 2022, doi: http://dx.doi.org/10.55403/hukumah.v5i2.375.

M. Alfarizi, “PERAN SERTIFIKASI HALAL DAN KEPATUHAN PRAKTIK HALAL TERHADAP KINERJA BISNIS BERKELANJUTAN: INVESTIGASI PEMODELAN EMPIRIS SEKTOR UMKM KULINER NUSANTARA,” Harmon. J. Multikultural Multireligius, vol. 22, no. 1, pp. 93–116, 2023, doi: https://doi.org/10.32488/harmoni.v22i1.654.

A. Qodir and A. Muhim, “PERAN PRODUSEN DALAM MELINDUNGI KONSUMEN MELALUI SERTIFIKASI HALAL PRODUK,” Int. J. MATHLA’UL ANWAR HALAL ISSUES, vol. 4, no. 1, pp. 58–66, 2024, doi: https://doi.org/10.30653/ijma.202441.107.

A. Muttaqin and V. A. Aziz, “Dampak Socio-Ekonomi Standarisasi Jaminan Produk Halal Pada Usaha Mikro Dan Kecil,” J. Penelit. Agama, vol. 24, no. 1, pp. 1–19, 2023, doi: https://doi.org/10.24090/jpa.v24i1.2023.pp1-19.

Azizah, U. H. Khoiriyah, M. A. Damayanti, N. A. Oktavani, Salsabila, and A. Ramadani, “Persepsi Pedagang Kaki Lima tentang Sertifikasi Produk Halal,” EKOMA J. Ekon. Manajemen, Akunt., vol. 3, no. 2, pp. 487–496, 2024, doi: https://doi.org/10.56799/ekoma.v3i2.2554.

D. A. Kurniawan et al., “Peningkatan branding usaha melalui pendaftaran NIB, sertifikasi halal produk dan PIRT serta pendampingan pemasaran pada UMKM Desa Sidorejo, Ponorogo,” Community Empower. J., vol. 2, no. 1, pp. 48–58, 2024, doi: https://doi.org/10.61251/cej.v2i1.41.

A. Larasati and Y. Ach, “Analisis Faktor-faktor yang Memengaruhi Minat Sertifikasi Halal pada Pelaku UMKM di Jawa Timur,” Al-Kharaj J. Ekon. , Keuang. Bisnis Syariah, vol. 6, no. 4, pp. 2547–2562, 2024, doi: https://doi.org/10.47467/alkharaj.v6i4.748.

F. Bafadhal, E. Alisa, D. Amir, Netty, and M. Yarni, “Sosialisasi Pendaftaran Sertifikasi Halal Terhadap Produk Makanan Kemasan Mikro, Kecil, dan Menengah (UMKM) di Desa Bukit Baling Kecamatan Sekernan Kabupaten Muaro Jambi,” JOONG-KI J. Pengabdi. Masy., vol. 3, no. 2, pp. 316–321, 2024, doi: https://doi.org/10.56799/joongki.v3i2.2944.

S. Annisa and M. Mukhsin, “Pengaruh Sertifikasi Halal dan Harga Terhadap Keputusan Pembelian Pada Produk skincare The Originote,” J. Ekon. Manaj. Dan Bisnis, vol. 8, no. 5, pp. 17268–17276, 2024, doi: https://doi.org/10.62017/jemb.v1i5.1046.

D. Septiani, F. Fahri, A. Anggraini, and T. Rosnani, “Meningkatkan Kesadaran Akan Pentingnya Sertifikasi Halal Bagi Pelaku UMKM Di Kecamatan Pontianak Barat,” J. Nusant. Berbakti, vol. 2, no. 1, pp. 1–23, 2024, doi: https://doi.org/10.59024/jnb.v2i1.319.

Raehanah, A. B. Sakinah, S. Hajaroh, and N. Dewi, “Sosialisasi Sertifikasi Halal dan Pembuatan NIB ( Nomor Induk Berusaha ) UMKM di Desa Barabali,” JOONG-KI J. Pengabdi. Masy., vol. 3, no. 3, pp. 481–488, 2024, doi: https://doi.org/10.56799/joongki.v3i3.3251.

I. R. Afandi, I. F. Hanif, F. N. Hasan, E. S. Sinduningrum, Z. Halim, and N. Nunik, “Analisis Sentimen Opini Masyarakat Terkait Penyelenggaraan Sistem Elektronik Menggunakan Metode Logistic Regression,” J. Linguist. Komputasional, vol. 5, no. 2, p. 77, 2022, [Online]. Available: https://t.co/23c4krbjp

Y. Handika, I. F. Hanif, and F. N. Hasan, “Analysis of Public Sentiment Towards POLRI’s Performance using Naive Bayes and K-Nearest Neighbors,” IJID (International J. Informatics Dev., vol. 13, no. 1 SE-Articles, pp. 386–399, 2024, doi: 10.14421/ijid.2024.4500.

I. R. Afandi, F. Noor Hasan, A. A. Rizki, N. Pratiwi, and Z. Halim, “Analisis Sentimen Opini Masyarakat Terkait Pelayanan Jasa Ekspedisi Anteraja Dengan Metode Naive Bayes,” J. Linguist. Komputasional, vol. 5, no. 2, pp. 63–70, 2022, doi: https://doi.org/10.26418/jlk.v5i2.107.

K. Mustaqim, F. A. Amaresti, and I. N. Dewi, “Analisis Sentimen Ulasan Aplikasi PosPay untuk Meningkatkan Kepuasan Pengguna dengan Metode K-Nearest Neighbor (KNN),” Edumatic J. Pendidik. Inform., vol. 8, no. 1, pp. 11–20, 2024, doi: 10.29408/edumatic.v8i1.24779.

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Published

2025-02-27

How to Cite

[1]
M. W. A. . Wibowo, I. R. . Afandi, and S. . Fathurrohman, “Sentiment Analysis of Mandatory Halal Certification Policy on Twitter Using the Naive Bayes and K-Nearest Neighbors Algorithm”, hrj, vol. 5, no. 1, pp. 37–58, Feb. 2025.

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Vol. 5 No. 1 (2025): February

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