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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) JURNAL SISTEM INFORMASI BISNIS Jurnal Sains dan Teknologi Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Teknik dan Ilmu Komputer Journal of ICT Research and Applications JUITA : Jurnal Informatika Scientific Journal of Informatics Jurnal Teknik Mesin JURNAL NASIONAL TEKNIK ELEKTRO Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research Turbo : Jurnal Program Studi Teknik Mesin Techne : Jurnal Ilmiah Elektroteknika MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) Aptisi Transactions on Technopreneurship (ATT) Jurnal Pengabdian Masyarakat Ilmu Keguruan dan Pendidikan (JPM-IKP) Jurnal Pengabdian Masyarakat Bumi Raflesia Computer Science and Information Technologies Jurnal Darma Agung JUNCTO: Jurnal Ilmiah Hukum Jurnal Pengabdian kepada Masyarakat Nusantara ADI Bisnis Digital Interdisiplin (ABDI Jurnal) Jurnal Bisnis, Logistik dan Supply Chain Jurnal Pengabdian Teratai Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) Makara Journal of Technology Scientific Journal of Informatics
Iwan Setyawan
Universitas Kristen Satya Wacana
Aerospace Engineering Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Social Sciences Other

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Journal : Scientific Journal of Informatics

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Exploring Data Analytics in Attendance Systems: Unveiling Machine Learning Techniques, Patterns, Practices, and Emerging Trends Santoso, Joseph Teguh; Manongga, Danny; Setyawan, Iwan; Purnomo, Hindriyanto Dwi; Hendry
Scientific Journal of Informatics Vol. 11 No. 2: May 2024
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v11i2.3438

Abstract

Purpose: The research aims to identify patterns and trends in attendance management through the application of reward and punishment systems as innovative solutions for improving employee attendance and well-being. Methods: This research utilizes a descriptive analysis approach with the application of Machine Learning (ML) techniques to enhance the accuracy of attendance pattern prediction and ML models for the classification of emerging trends and patterns. Research data were obtained through the company's attendance system and divided into two segments (80% for training and 20% for testing) while maintaining a balanced class proportion, then processed using SPSS and Python software with the Scikit-learn library. Result: The results of the study show that employee attendance is increased from 86.52% to 90.44% when the reward and punishment method is applied to the employee attendance system. Proper reward allocation can increase employee motivation to adhere to work schedules and consistently attend, while punishment tends to lead to lower attendance rates. Novelty: This research emphasizes the optimization of attendance management through data analytics approaches and the implementation of advanced technology in attendance systems with the application of ML techniques to analyze attendance data comprehensively and detect significant patterns.
Co-Authors Adi Setiawan Andreas A. Febrianto Andreas Ardian Febrianto Andreas Febrianto Apriansa, Farul April Lia Hananto Ardilla Ayu Dewanti Ridwan Arif Darmawan Baihaqi, Kiki Ahmad Bariski, Rezzi Nanda Danny Manongga Deddy Susilo Demas Sabatino Deny Christian Dhanar Intan Surya Saputra Eduard Royce Efraim Anggriyono Eko Sediyono Eva Yovita Dwi Utami Farica, Jevan Fauzi Ahmad Muda Fernanda, Denis Aditya Filda Angellia Florentina Tatrin Kurniati Fransiscus Dalu Setiaji Gunawan Dewantoro Hartanto Kusuma Wardana Henderi . Hendry Heri Setiawan Hindriyanto Dwi Purnomo Ignatius Agus Supriyono Ilham Hizbuloh Irwan Sembiring Ivanna Kristianti Timotius Joko Siswanto Jonatan, Jeany Johana Junias Robert Gultom Kevin Ananta Kuntadi Widiyoko Larasati, Dwira Kurnia Maria Enggar Santika Meilia, Kaizia Dwinta Millenika, Prayudha Mohammad Ridwan Ninda Lutfiani Onix Setyawan, Revivo Pratama, Rizky Dinar Priatna , Wowon Purbaratri, Winny Purnama Harahap, Eka Purnomo, Hendryanto Dwi Regina Lionnie Ridwan, Ridwan Romli Jumpai Panggabean Roy Rudolf Huizen Rudi Laksono Santoso, Joseph Teguh Santoso, Yosef Karuna Saptadi Nugroho Sarumaha, Asisman Sembiring, Jenda Suranta Septian Abednego Simanjuntak, Sarida Hotdeliana Simbolon, Winda C Sinaga, Ester Ronida Sirilus Widi Surya Pranata Sukoco, Septyan Eko Hardyan Saputra Sulistio Sulistio Theodorus Leo Hartono Theopillus J. H. Wellem Tri Mulyanto Tri Wahyuningsih Trisno Sri Suparyati Soenarto dan Dibyo Pramono Agung Wibowo Untung Rahardja Wibowo, Mars Caroline Winny purbaratri Yayi Suryo Prabandari Yulianto, Eko Susetyo Zainal Arifin Hasibuan Zalukhu, Pasrah