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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Paramita: Historical Studies Journal Jurnal Tapis : Jurnal Teropong Aspirasi Politik Islam Gadjah Mada International Journal of Business Among Makarti Journal of Indonesian Economy and Business Jurnal Manajemen Dayasaing Jurnal Ekonomi Pembangunan: Kajian Masalah Ekonomi dan Pembangunan Jurnal Ekonomi & Kebijakan Publik The Journal of Educational Development Jurnal Surya Medika Conference SENATIK STT Adisutjipto Yogyakarta Jurnal Sisfokom (Sistem Informasi dan Komputer) KACANEGARA Jurnal Pengabdian pada Masyarakat IJID (International Journal on Informatics for Development) Majalah Ilmiah Pengkajian Industri Jambura Journal of Informatics Economics and Finance in Indonesia Jurnal Ilmu Manajemen dan Akuntansi Terapan Jurnal Informatika dan Rekayasa Elektronik Jurnal Ilmiah Edunomika (JIE) Wacana Publik Jurnal Humaniora Teknologi JISA (Jurnal Informatika dan Sains) JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Jurnal Sistem Komputer dan Informatika (JSON) TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Humaniora Teknologi Journal Industrial Manufacturing Jurnal Rekayasa, Teknologi, dan Sains Pengabdian Kampus: Jurnal Informasi Kegiatan Pengabdian Pada Masyarakat Jurnal Janitra Informatika dan Sistem Informasi International Journal Software Engineering and Computer Science (IJSECS) Utsaha: Journal of Entrepreneurship Paradigma Khuluqiyya: Jurnal Kajian Hukum dan Studi Islam Malcom: Indonesian Journal of Machine Learning and Computer Science Acitya Wisesa: Journal of Multidisciplinary Research Journal of Internet and Software Engineering Jurnal Yoga Dan Kesehatan Jurnal Media Borneo Jurnal Informatika: Jurnal Pengembangan IT Journal of Information Technology, Software Engineering and Computer Science Barigas: Jurnal Riset Mahasiswa Jurnal Ekonomi dan Pembangunan Indonesia Jurnal Teknik Elektro dan Komputer Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) Perwira Journal of Economics and Business (PJEB) Komunikatif : Jurnal Ilmiah Komunikasi Tapis : Jurnal Penelitian Ilmiah
Tri Widodo
Sekolah Tinggi Ilmu Ekonomi AMA Salatiga
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Journal : paradigma

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A Hybrid Objective Weighting and MUNRA Model for Multi-Criteria Decision-Making with Heterogeneous Data Ardiansah, Temi; Sulistiyawati, Ari; Widodo, Tri
Paradigma - Jurnal Komputer dan Informatika Vol. 28 No. 2 (2026): September 2026 Period
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/p.v28i2.14212

Abstract

Multi-criteria decision-making (MCDM) problems often involve heterogeneous criteria with different levels of importance, making objective and consistent criterion weighting essential for reliable decision outcomes. This study proposes A Hybrid Objective Weighting and Multi-Normalized Rating Analysis (MUNRA) Model for Multi-Criteria Decision-Making with Heterogeneous Data by integrating Respond to Criteria (RECA) and Grey Geometric Mean (G2M) as objective weighting methods with MUNRA as the ranking method. RECA and G2M are used to determine criterion weights based on the information characteristics of the dataset, while MUNRA is applied to calculate the preference values and rank the alternatives. The performance of the proposed approaches is evaluated through ranking comparison, Spearman rank correlation, and sensitivity analysis using 12 weight-variation scenarios. The ranking results show that A9, A3, and A1 consistently occupy the first, second, and third positions in both hybrid approaches, while differences occur mainly among the middle-ranked alternatives. The Spearman correlation results indicate a correlation coefficient of 0.950 for RECA-MUNRA and 1.000 for G2M-MUNRA, demonstrating very high and perfect agreement with the original ranking, respectively. The sensitivity analysis further shows that RECA-MUNRA maintains stable rankings, with only one rank exchange between A7 and A5 in Scenario 11, while G2M-MUNRA exhibits changes mainly among A6, A7, and A5 in the fourth-to-sixth ranking positions. These findings demonstrate that the proposed hybrid framework provides consistent and robust ranking results while reducing dependence on a single objective weighting method.
Co-Authors AA Sudharmawan, AA Abdul Jamil Adam Qowiy, Okghi Adi Prasetyo Adityo Suksmono, Adityo Agustina Al Fansyah, Fajar Alexandra, Francisca Diana Alfian, Ganjar alwiyanti, namira anjany Angeline Novia Toemon, Angeline Novia Angga Prastiyo Anggraini, Weli Anhar, Khansa Hanifah Aniyatussaidah Annisa Rahmadita Ardiansah, Temi Ari Sulistiyawati Arif Rahman Jabal Arini Ratnasari Arnilia, Okma Aryani, Wiwin Asyadi, Dodi Austin Bertilova Carmelita, Austin Bertilova Avrilida, Era Zaher Azhara, Lulu Bambang Sugiantoro Bismantoko, Sahid Chasanah, Umi Dian Mutiasari, Dian Djoko Widodo Donny Avianto Duddy Roesmana Donna Duddy Roesmara Donna Dwi Ratnawati, Dwi DYP Sugiharto, DYP Elvanisa Ayu Muhsina, Elvanisa Ayu Emanuel, Andi W. R. Eny Sulistyaningrum Fachry Abda El Rahman Fadiah, Khalisha Dwi Fadilah, Aidil Risqi Farah Fauziyah Fadhiyatulqalbi Ahmad Fardiansyah, Ismail Fauzi Fahlefi, Muhamad Feny Setiawan Ferdiansyah, Ismail Fitrady, Ardyanto Frimantama, Yohanes Putra Furtuna, Dwi Klarita Gufron, Ali Hanafi, Hanan Hanasia Hardiyantari, Oktavia Haryono, Asep Haryono, Diajeng Akbar Hendajany, Nenny Herlina Eka Shinta Hidayat, Ahmad Tri Hidayat, Sofwan Inarae, Gabriella Irman maulana Ishak, Sahrial Ihsani Joko Pramono Khabibi , Akhmad Khaerunisa, Unis Khusyaini, Ahmad Komara, Nisa Kartika Kuntoro, Hizkia Fernando Kurnia kusuma wardani Lestarisa, Trilianty Lutfi, Mohamad Anwari Luthfiyah, Hilda Marliah, Dinda Mauludi, Putri Nabila Mayesti, Freya Ekklesia Midiawati Mokhammad Khukaim Barkhowa Mugiarto, Mugiarto Muhammad Edhie Purnawan Muhammad Syafrudin Muinah, Siti Nararya Budiyono Natalia Sri Martani Ni Putu Wiwin Setyari Nugraha, Aditya Bagas Nugroho, Rendy Febry Nur Widiastuti Nurfianto, Sigit Nurochman, Rizal Sofyan Patricia, Tisha Permatasari, Silvani Pita Sari, Nita Pratama, Faras Sulthan Puspita, Maria Entina Putra S, Ravenalla Abdurrahman Al Hakim Sampurna Rosyidi, M. Rosyidi, Mohammad Salenda, Rivangga Samosir, Angelika Samsubar Saleh Santoso, Angga Bayu Sari, Seftin ludfita Setiawan, Muhamad Anjas Setiawan, Muhammad Ilham Setioko, Sigit Setioko, Sigit Setyawan, Andri Sie Motik Nainggolan, Michael Sitohang, Megawati Soraya Fatmawati Sri Rejeki Retnaningdyastuti, Sri Rejeki SUHIRMAN SUHIRMAN Sukmawati, Ade Irma Syahlarriyadi, Syahlarriyadi Syamsuddin Hasrito, Eko Syamsul Arifin Tatwa, I Gusti Nyoman Agung Bisma Teresa, Astrid Tri Untoro, Iwan Hartadi Trisia, Adelgrit Triwidadi, Kurniawan Adhisukma Ula, Syarifatul Umi Salamah Utami, Dwi Jasela Veronica, Anna Marthea Vivianti Wahdan Wahyu Widodo Waluyo, Bambang Suhardi Wardani, Kurnia Warmin Warmin, Warmin Widiarti, Astri Widodo, Faradila Widyaningtyas, Dian Widyanti, Agnes Wiharta, Trisna YULI WIJAYANTI Yuliani, Ni Nyoman Sri Zahara, Tomi Zebua, Sukriyadin