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All Journal JURNAL SISTEM INFORMASI BISNIS Jurnal Administrasi Bisnis Research Report - Social Science Journal of Economics, Business, & Accountancy Ventura Journal of Economic, Bussines and Accounting (COSTING) Owner : Riset dan Jurnal Akuntansi Jurnal ULTIMA Accounting JURNAL PENDIDIKAN TAMBUSAI Jambura Accounting Review Ultima Management : Jurnal Ilmu Manajemen Aptisi Transactions on Technopreneurship (ATT) Jurnal Riset Akuntansi Aksioma Jurnal Wacana Ekonomi Jurnal Ilmiah Edunomika (JIE) Jurnal Ekonomi Dan Bisnis Inobis: Jurnal Inovasi Bisnis dan Manajemen Indonesia BUDGETING : Journal of Business, Management and Accounting Jurnal EMA (Ekonomi Manajemen Akuntansi) REMITTANCE: JURNAL AKUNTANSI KEUANGAN DAN PERBANKAN Journal of Economics and Business UBS Journal of Applied Data Sciences Jurnal Disrupsi Bisnis Jurnal Ilmiah Wahana Pendidikan Ekasakti Jurnal Penelitian dan Pengabdian (EJPP) Jurnal Sains Teknologi dan Sistem Informasi Bina Ekonomi: Majalah Ilmiah Fakultas Ekonomi Universitas Katolik Parahyangan Co-Value : Jurnal Ekonomi, Koperasi & Kewirausahaan Jurnal Ekonomi Perjuangan (JUMPER) ProBisnis : Jurnal Manajemen JAMBURA: JURNAL ILMIAH MANAJEMEN DAN BISNIS Jurnal Sains dan Teknologi Jurnal Ekonomika Dan Bisnis Economic Reviews Journal IJFBP International Journal of Family Business Practices PENGABDIAN SOSIAL Journal of Social And Economics Research Jurnal Terapan Ilmu Manajemen dan Bisnis (JTIMB) Business and Entrepreneurial Review Gemilang: Jurnal Manajemen dan Akuntansi Journal of Accounting Research, Organization and Economics (JAROE) Mizania : Jurnal Ekonomi dan Akuntansi Innovative: Journal Of Social Science Research An Nuqud: Journal of Islamic Economics Indo-Fintech Intellectuals: Journal of Economics and Business Journal of Innovative and Creativity Journal of Education Transportation and Business journal of social and economic research Jurnal Ekonomi, Manajemen, Akuntansi PESHUM Jurnal Akuntansi Kontemporer Jurnal Manajemen Maranatha Jurnal Akuntansi INDONESIAN JOURNAL OF BUSINESS AND ECONOMICS
Hamfri Djajadikerta
Jurusan Akuntansi, Fakultas Ekonomi Universitas Katolik Parahyangan, Bandung
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Journal : Journal of Applied Data Sciences

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Predicting Whistleblowing Intention Using Supervised Machine Learning: Integrating TPB and IEDM in State-Owned Enterprises Satria, Muhammad Rizal; Djajadikerta, Hamfri; Setiawan, Amelia
Journal of Applied Data Sciences Vol 7, No 2: May 2026
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v7i2.1292

Abstract

Whistleblowing plays a critical role in detecting organizational misconduct; however, understanding the determinants of whistleblowing intention remains a challenge. Prior studies predominantly rely on regression or structural equation modeling, which focus on explanatory relationships rather than predictive evaluation. This study addresses this limitation by integrating the Theory of Planned Behavior and the Integrated Ethical Decision-Making Model within a supervised machine learning framework. Data were collected from 382 permanent employees of Indonesian state-owned enterprises (BUMN) using a structured questionnaire. Three classification algorithms—Logistic Regression, Support Vector Machine (SVM), and Random Forest—were implemented to evaluate predictive performance. The results indicate that Random Forest achieved the highest predictive accuracy and discrimination capability. Feature importance analysis reveals that perceived behavioral control is the strongest predictor of whistleblowing intention, followed by ethical awareness and attitude, while subjective norms show comparatively weaker influence. These findings refine TPB by demonstrating the dominant role of perceived behavioral control in high-risk ethical decisions and reinforce the importance of ethical awareness as a cognitive trigger within the IEDM framework. The study contributes by bridging behavioral theory and predictive analytics while offering governance insights for strengthening whistleblowing systems in state-owned enterprises.
Co-Authors Adela Agustinus Susilo Aldifayan, Nisrina Amelia Setiawan Amelia Setiawan Andhella, Sylviana Andriana, Gisella Angela Kayla Jannessa Agustinus Angelina Cindy Setiawan Anjarany, Shabrina Antonio Alfio Audrey Aurelia Binekas, Bani Calista, Nissa Chandra, Haryani Devina Nathania Devinsa Aurelle Gunawan Devita Wulandari Dewanti, Monica Paramita Ratna Putri Enung Nurhayati Erwin Kornelius Faninda, Sandra Fanji Farman Fannyra Lianty Felicia, Jane Felita Aileen Fransisca Ardieta Amabel Christy Gisella Andriana Glorie Fajar Paularine Golda Chrissty Natalie Grace Meyliana Hermawan Gunawan, Agnes Regina Gustantio, Esther Rendy Hafiz Rahmansyah Yusup Haki, Billy Adriyadi Halim, Fidelia Vanessa Hanna Priscilla Haryani Chandra Haryanto Haryanto Haryono, Jane Magdalena Heryadi , Alicya Irma Suryani Iskandar, Sesilia Abigail Jesslyn, Vellicia Jesslyn Jocelyn Andhari Avrilly Joseph Ferigandhi Bede Josephine Patricia Bunga Rimta Joychristy, Eveline Judith Tagal Gallena Sinaga Katlea Fitriani Khaliza, Lidya Adisti Ghaida Nur Kusuma Natita, Rendi Lilian Danil Lusanjaya, Gery Lusanjaya, Gery Raphael Marcella Virginia, Agnes Marjuka, Martinus Yuwana Marshanda Azalia Michael Michael Michael Michael Monica, Cassia Muhammad Rizal Satria, Muhammad Rizal Muhammad Syahrudin Nikolaus, Khoe Felicia Nina Septina Noviana, Yosephine Artha Nurhadewa, Kresna Patrick Pebrian Pratama Putri, Alma Nabila Kuntoro Rahman, Erpi Renisha Rizki Indrawan Robert Vincent Kristanto Rustanto, Vina Regina Samuel Wirawan Santoso, Nathalia Santoso, Urip Sasmitapura, Angga Setiawan , Amelia Setiawan, Stanley Shafira Meiza Paradisha Shavinna Dwi Gunawan Sinaga, Judith Gallena Stephen Sanjaya Kusnandar Susilo, Agustinus Sylvia Fettry Sylvia Fettry E.M Tanaya, Alicia Tarigan, Rita Corolina Valencia, Jessica Valerie Vania Vashti Vareen Canovala Veronika Veronika Vicky Dzaky Cahaya Putra Viony Fransiska Widyawan, Margareta Jane Wijaya, Chandra Ferdinand Yane Devi Anna Yanuarita Hendrani Yeremias Budi Irawan Yuwono, Aurelia Marvetta