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All Journal TEKNIK INFORMATIKA TELKOMNIKA (Telecommunication Computing Electronics and Control) Explore: Jurnal Sistem Informasi dan Telematika (Telekomunikasi, Multimedia dan Informatika) Transformasi: Jurnal Pengabdian Masyarakat Sistemasi: Jurnal Sistem Informasi Indonesian Journal of Information System JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI JITTER (Jurnal Ilmiah Teknologi Informasi Terapan) Jurnal Sisfokom (Sistem Informasi dan Komputer) SEIKO : Journal of Management & Business Jiko (Jurnal Informatika dan komputer) JURIKOM (Jurnal Riset Komputer) YUME : Journal of Management Journal of Humanities and Social Studies JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Media Informatika JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Management and Bussines (JOMB) Journal of Education Research Universitas Muhammadiyah Yogyakarta Undergraduate Conference Proceeding Blend Sains Jurnal Teknik eProceedings of Engineering Eduvest - Journal of Universal Studies Jurnal Hukum Caraka Justitia Electronic Integrated Computer Algorithm Journal JER AQILA : Acceleration, Quantum, Information Technology and Algorithm Journal Journal of Production, Enterprise, and Industrial Applications Proceeding of Community Service and Engagement JRTI (Jurnal Riset Tindakan Indonesia)
Lukman Abdurrahman
Universitas Telkom
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Neuroscience Public Health Social Sciences Other

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A Systematic Literature Review on Multi-Criteria Decision Analysis and Machine Learning for Decision-Making in Digital Payment Investment Rahmat Rambe; Lukman Abdurrahman; Hanif Fakhrurroja
Indonesian Journal of Information Systems Vol. 9 No. 1 (2026): August 2026
Publisher : Program Studi Sistem Informasi Universitas Atma Jaya Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24002/ijis.v9i1.13797

Abstract

The growth of financial technology has strengthened the role of digital payments indriving the digital economy and influencing investment decision-making. This developmentcreates both opportunities and challenges for investors in evaluating digital payment investments.Multi-Criteria Decision Analysis (MCDA) supports structured evaluation across multiple criteria,while Machine Learning (ML) enhances predictive capabilities using historical and market data.However, studies integrating MCDA and ML remain limited and unsystematic. This studyconducts a systematic literature review (SLR) based on the PRISMA framework, analyzingpublications from 2019 to 2024 related to the application of MCDA and ML in digital paymentinvestment and decision-making. The results indicate an increasing research trend, with commonlyapplied MCDA methods such as AHP, TOPSIS, and PROMETHEE, and ML algorithms includingSupport Vector Machine and Gradient Boosting. This review identifies research gaps and providesdirections for future studies and practical investment strategies in the digital payment sector. Keywords: Digital Payment; Investment; MCDA; Machine Learning; Systematic Literature Review.
Co-Authors Abdulmana, Sahidan Adinda Laras Ayu Alqahtani, Raied Ali Anindya Tyas Wulandari Ardhana, Sonia Frisca Putri Ari Fajar Santoso Ayta Boangmanalu Ayu, Adinda Laras Azzahra, Nilam Eria Basuki Rahmad Bremana , Rhiko Candido , Wan Liufang Bagus Candiwan Deden Witarsyah Dinda Sekar Cendani Djusnimar Zultilisna Doloksaribu, Lastri M. A Endang Chumaidiyah Erlangga, Faezal Estiningtyas, Elysia Faezal Erlangga Fakhrurroja, Hanif Farhan Febryan Fasya, Muhammad Haikal Fauzi, Rokhman Firdaus, Fitri Adini Fitrah Sulthon, Muhammad Fredella, Anisah Fritasya Dwiputri Suryoputro Garcia-Constantino, Matias Ghina Khaerunnisa Ikhlas Fuad Zamzami Ikhsan , Alif Muhammad Iqbal Santosa Iqbal Santoso Iqbal Yulizar Mukti Karina Tarigan Kinanti Andaiary Kresnaufal Nur Fadhillah Luthfi Ramadani Made Marshall Vira Deva Matias Garcia-Constantino Moch Arif Bijaksana Mohammad Tyas Pawitra Muhamad Daffa Rial Muhammad Fadhly Arham Muhammad Faza Zharfan Muhammad Fitrah Sulthon Muhammad Haikal Fasya Muharman Lubis Mutiara Natiqoh Purwanto Nadiya Mardiyanti Nandika, Luthfi Rahmansyah Naufal M. Fadilah Nazmi Robbiyani Ningrum, Devi Permata Nurhakim, Maiziah Azka Nurul Afifah Possumah, Mercy Kristina Pradana, Vega Putra Raden Ichsan Achmad Falach Rafian Ramadhani Rahmat Mulyana Rahmat Rambe Rahmat Rambe Raied Ali Alqahtani Ramadhan, Muhammad Firly Ramadhani, Rafian Rio Savero Aranov Risky, Surya Achmad Rismadewi, Kessya Azzahra Riyadi, Muhammad Affan Rizka Putri Wahyuni Rohmat, Mila Ruri Fadhilah Ryan Adhitya Anugrah Ryan Adhitya Nugraha Sabil Nararya Safitra, Muhammad Fakhrul Sahidan Abdulmana Sandy, Muhammad Dwi Hary Sinandhi, Raihan Achmad Sinta Aryani Tampubolon, Claery Jessica Tania Ayu Sekar Arum Tania Nielsany Simbolon Taufik Safar Hidayat Tegar Kurnia Fajar Titisari Ramadhane Trias Zulfa Nurafifah Trigama, Ginna Vega Putra Pradana Wiwin Aminah Yudistira, Muhammad Kevin Yuli Adam Prasetyo Zamzami, Ikhlas Fuad