Optimizing the 2024 Governor Election Quick Count with Extreme Gradient Boosting (XGBoost) to Increase Voting Prediction Accuracy
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Abstract
This research aims to increase the accuracy of vote predictions in the Quick Count process in the 2024 Governor Election using the XGBoost algorithm. Quick Count is a fast method for obtaining estimates of election results based on some of the data that has been calculated. The XGBoost algorithm was chosen because it has proven effective in various applications, including predictive modeling. This research analyzes the implementation of the XGBoost algorithm in modeling vote predictions for Quick Count, especially in the context of the 2024 gubernatorial election. By using various evaluation metrics such as accuracy, precision, recall, and F1-score, this research provides a comprehensive understanding of the performance of the XGBoost model. The research results show that the XGBoost algorithm achieves high accuracy, precision, recall, and F1 score, demonstrating its ability to classify sounds accurately. The practical implications of this research are significant in improving the integrity of the democratic process by providing more reliable and transparent election results. Additionally, this research paves the way for developing more sophisticated Quick Count methods by leveraging insights from previous research on machine learning techniques and data security.
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References
Kompas.com. (2022, June 2). Pemilu dan Pilkada Serentak 2024: Alasan, Urgensi, dan Tantangan. URL: https://nasional.kompas.com/read/2022/06/02/14514481/pemilu-dan-pilkada-serentak-2024-alasan-urgensi-dan-tantangan
CNA Indonesia. (2024). Semua hal yang perlu diketahui tentang pemilu serentak 2024 di Indonesia. URL: https://www.channelnewsasia.com/indonesia/pemilu-serentak-pemilu-presiden-pilkada-pemilu-legislatif-2024-indonesia-3865931
Mahkamah Konstitusi Republik Indonesia. (2022). Pilkada Serentak 2024 Akibatkan Masa Jabatan Kepala Daerah Berkurang. URL: https://www.mkri.id/index.php?page=web.Berita&id=18612. Penulis: Utami Argawati
Undang-undang (UU) No. 22 Tahun 2014. (n.d.). Pemilihan Gubernur, Bupati, dan Walikota. URL: https://peraturan.bpk.go.id/Details/37675/uu-no-22-tahun-2014
Saputra, A.Y., & Apriadi, D. (2018). Rancang Bangun Aplikasi Quick Count Pilkada Berbasis Sms Gateway Dengan Metode Simple Random Sampling (Studi Kasus Kota Lubuklinggau). Journal Information System Development (ISD), 3(1).
Priyanda, R., Amalia, R., Zaki, M., Fadilah, F., Fadhelina, N., & Ihsan, I.R. (2021). Quick count training for junior high school teachers in Gayo Lues District. Community Empowerment, 6(5), 877-884. DOI: https://doi.org/10.31603/ce.4584
Sari, D.F., Kusjani, A., Kurniawati, D., & Setiawan, I. (2023). PENCARIAN DATA QUICK COUNT PILPRES DENGAN TEKNIK WEB SCRAPING. Journal of Innovation Research and Knowledge, 3(5), 1025-1034.
Ayunis, A., & Minto, D.W. (2022). THE ABILITY TO UNDERSTAND STUDENTS MATHEMATICAL CONCEPTS USING THE QUICK COUNT METHOD IN ELEMENTARY SCHOOL. In Proceedings of Imam Bonjol International Conference on Islamic Education (pp. 280-285).