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All Journal ESENSI: JURNAL BISNIS DAN MANAJEMEN Jurnal Mirai Management JBMP (Jurnal Bisnis, Manajemen dan Perbankan) IJEBD (International Journal Of Entrepreneurship And Business Development) J-MKLI (Jurnal Manajemen dan Kearifan Lokal Indonesia) Media Mahardhika YUME : Journal of Management MABIS: Manajemen dan Bisnis Dinasti International Journal of Education Management and Social Science Dinasti International Journal of Digital Business Management Budimas : Jurnal Pengabdian Masyarakat JBMR: Journal of Business and Management Review Indonesia Berdaya International Journal of Economics, Management, Business, and Social Science JEMBATAN (Jurnal Ekonomi, Manajemen, Bisnis, Auditing, dan Akuntansi) International Journal of Education, Social Studies, And Management (IJESSM) JOURNAL OF HUMANITIES, SOCIAL SCIENCES AND BUSINESS (JHSSB) Jurnal Bina Bangsa Ekonomika Indonesian Business Review KINDAI : Kumpulan Informasi dan Artikel Ilmiah Manajamen dan Akuntansi BULETIN BISNIS & MANAJEMEN (BBM) Sharia Agribusiness Journal Jurnal Pengabdian Masyarakat: BAKTI KITA Journal of Artificial Intelligence and Digital Business Jurnal Manajemen dan Penelitian Akuntansi (JUMPA) Indonesian Vocational Research Journal Revenue Manuscript JURNAL ILMIAH EKONOMI, MANAJEMEN, BISNIS DAN AKUNTANSI Journal of Islamic economics Perspectives (JIEP) JEPENDIMAS Journal of International Accounting, Taxation and Information Systems Dimar : Jurnal Pengabdian Masyarakat International Journal of Economics, Science, and Education (IJESE) JoET Journal of Economics, Business, Management, Accounting And Social Sciences (JEBMASS)
Nuzulul Fatimah
Universitas Nahdlatul Ulama Surabaya
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A Systematic Literature Review: Human Resource Analytics For Predicting Employee Turnover Using Machine Learning Multazam, Achmad; Arini, Devi Febrianti; Itabashi, Kazuki; Tuljannah, Jamila; Fatimah, Nuzulul; Putra, Riyan Sisiawan
Journal of Entrepreneurship & Technopreneurship Vol. 3 No. 1 (2026): September
Publisher : STMIK Dharmapala Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47927/joet.v3i1.1493

Abstract

Employee turnover merupakan salah satu permasalahan penting dalam manajemen sumber daya manusia karena dapat meningkatkan biaya operasional, menurunkan stabilitas organisasi, serta mengganggu produktivitas kerja. Penelitian ini bertujuan untuk menganalisis peran Human Resource (HR) Analytics dalam memprediksi employee turnover dalam konteks manajemen sumber daya manusia strategis. Metode yang digunakan adalah Systematic Literature Review (SLR) mengacu pada pedoman PRISMA, dengan HR Analytics sebagai variabel X dan employee turnover prediction sebagai variabel Y. Data sekunder diambil dari referensi Google Scholar, Scopus, dan ScienceDirect dengan periode publikasi lima tahun terakhir. Berdasarkan tinjauan literatur terhadap 8 artikel yang memenuhi kriteria, hasil penelitian menunjukkan bahwa penerapan HR analytics yang dikombinasikan dengan teknik machine learning seperti Random Forest, XGBoost, Artificial Neural Networks, dan ensemble learning mampu meningkatkan akurasi prediksi employee turnover serta mengidentifikasi faktor-faktor utama yang mempengaruhi keputusan karyawan untuk keluar dari organisasi, seperti kepuasan kerja, kompensasi, masa kerja, dan lingkungan kerja.
Co-Authors Abid Fareed Abid Fareed Abid Fareed Abid Fareed Abid Fareed Abid Fareed Adhimah, Himmatul Aditiawan, Muhammad Risky Agus Prasetya Ahmad Aditya Rizki Rafa Ahmad, Muhammad Ali Ainul Mardiyah, Ainul Ali Ahmad, Muhammad Ali, Umar Amelia, Floren Rossa Amna Batool Amna Batool Ana Lailatul Fitriya Andriana, Balqis Ersa Anis Eliyana Anita Kartika Sari Aprilia Rofiana Sari Arbab Gul Arbab Gul Arbab Gul Arbab Gul Aries Kurniawan Arini, Devi Febrianti Arya Misbah Ali Balqis Ersa Andriana Batool, Amna Beni Dwi Komara Cahyani, Septian Artikasari Dwi Indah Damayanti, Agnes Zulprisia Diah Ayu Sanggarwati Dinia Nikmatus Sholicha Diva Rahmah Cahyani Dwi Aprilia Anggraini Dwi Nofitasari Dwi Ratmawati Dyah Widowati Eka Fidya Priyandini Emmywati Evi Nur Agustina Faizal Ach Zaenuri Fareed, Abid Fatmawati, Dinni Fendy Suhariadi Feri Ihsan Muzaki Fia Rahma Fitriya, Ana Lailatul Fitriya, Wahyu Fitriyah, Az-zahrotul Fitroh, Alfiana Zakyatul Frischa Amelia Firsanda Gul, Arbab Hafiz Ahmad Hakiki, Moh Saiful Harjanti, Dhyah Heri Cahyo Agus Setiawan Heri Cahyo Bagus Setiawan Hidayat Jati Hidayati, Fresty Nur Hidayati, Nur Afni Hikmah, Diana Faiqotul ILHAM Ilham Ilham Ilham Ilham, Ilham Maulana Aji Irhamni, Firly Irum Diah Adtuti Sari Itabashi, Kazuki Iwang Suwangsih Iwang Suwangsih Iwang Suwangsih Iwang Suwangsih Kartikaningsih, Dewi Khoirun Nisa Kurniawati, Rika Nafa Kusmayati, Nindya Kartika Latukismo, Tatag Herbayu Leonard Adrie Manafe Lia Rahmawati Lillah, Fala Tania Lukman Khakim M Fawwaz Kamal Han M. Safir Mahirul As'ad Effensi M.Said, Ilham Martin Zebua Mateen, Abdul Mita Sabrina Najma MM, Safaat Moch. Ma’ruf Moh. Maruf Mohamad Yusak Anshori Muhammad Ahmad Khan Qazi Muhammad Ahmad Khan Qazi Muhammad Ali Muhammad Ali Muhammad Ali Ahmad Muhammad Ali Ahmad Muhammad Ali Ahmad Muhammad Ali Ahmad Muhammad Gunawa Wibisono Muhammad Gunawan Wibisono Muhammad Gunawan Wibisono Muhammad Gunawan Wibisono, Muhammad Gunawan Mukhtar Adinugroho Multazam, Achmad Muslim, Biandri Nasir Ahmad Zargar Naswa Nabila Putri Nauman Tahir Nauman Tahir Niken Savitri Primasari Niquita Febiana Putri noer choidah Noerchoidah Noneng R Sukatmadiredja Noneng R.Sukatmadiredja Noneng R.Sukatmadiredja Noneng Rukayah Sukatmadiredja Noneng Rukayah Sukatmadiredja Novita Sari Prasetya, Agus Priyono Priyono Putri, Cantika Aura Putri, Diana Suryami Putri, Salsa Shabilla Rahayu, Tri Annisa Setya Rakuty Ardan Permadi Ratih Indriyani RATNA SARI DEWI Ririn Andriana Riyan Sisiawan Putra Riyanto, Mohammad Aqil Rizka Efi Mawli Rohim, Ahsan Zainur Rohmawati, Amalia Sabaya, Syavira Safa'at Safa'at Safa'at, Safa'at Safaat MM Safa’at Safa’at Safa’at Safa’at Salsa Shabilla Putri Sari, Aprilia Rofiana Sari, Irum Diah Adtuti Sayyida Sayyida Setiawan, Heri Cahyo Agus Sholicha, Dinia Nikmatus Siti Mahmudah Siti Maulidatul Rahmawati Sukadmadiredja, Noneng R. Suryandari, Lisa Tahir, Nauman Tatag Herbayu L Tatag Herbayu Latukismo Tatag Herbayu Latukismo Teguh Herlambang Tesar Buri Anggara Tuljannah, Jamila Ubaidillah Zuhdi Umar Ali Umar Faruq Wahyu Fitriya Yeni Ratnasari Yudianto, Firman Yustiana, Dewi Zahra Zulfiana Said Zargar, Nasir Ahmad