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The Application of PROMETHEE Method in Determining Scholarship Recipients at University
Corresponding Author(s) : Wahyu Prima
Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control,
Vol. 9, No. 4, November 2024
Abstract
This study aims to use PROMETHEE method as a decision support system in determining the recipients of the Academic Achievement Improvement Scholarship at Universitas Dharmas Indonesia (UNDHARI). The methodological steps include problem identification, analysis, goal setting, and the application of PROMETHEE method. In this study, the criteria and alternatives have been identified to evaluate the scholarship recipients. The criteria weights are set, and the criteria preference types are determined. After obtaining the baseline data from the questionnaire assessments, pairwise preference values and multicriteria preference index values are calculated. Then, the rankings are compiled using Leaving Flow, Entering Flow, and Net Flow methods, resulting in the priority order of the scholarship recipients. The ranking results show that alternative 3 (IS) has the highest Net Flow value (0.30), while alternative 2 (AV) has the lowest Net Flow value (-0.35). Thus, the priority order from highest to lowest is IS, AV, RD, YM, and AV. In the context of Net Flow scores, these results indicate that alternative 3 (IS) has the greatest chance of receiving the academic achievement improvement scholarship. This study provides important insights for UNDHARI in the scholarship recipient determination process using the PROMETHEE method as a decision-making tool.
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- M. Mardison, S. Defit, and S. Alturky, ‘Prediction of Scholarship Recipients Using Hybrid Data Mining Method with ‘Combination of K-Means and C4.5 Algorithms’, International Journal of Artificial Intelligence Research, vol. 5, no. 2, pp. 168–179, Jun. 2021. https://doi.org/10.29099/ijair.v5i2.224
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- A. Ferico Octaviansyah Pasaribu and Nuroji, ‘Sistem Pendukung Keputusan Penentuan Pelanggan Terbaik Menggunakan Profile Matching’, Journal of Data Science and Information System (DIMIS), vol. 1, no. 1, pp. 24–31, 2023. https://doi.org/10.58602/dimis.v1i1.16
- S. Sandiwarno, ‘Penerapan Metode Service Quality (SERVQUAL) dan Simple Additive Weighting (SAW) untuk Menentukan Pengambilan Keputusan terhadap Kepuasan Pelanggan (Studi Kasus: Restoran Ayam Geprek)’, Jurnal Sistem Informasi Bisnis, vol. 14, no. 1, pp. 88–99, Jan. 2024. https://doi.org/10.21456/vol14iss1pp88-99
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- R. D. Gunawan, F. Ariany, and Novriyadi, ‘Implementasi Metode SAW Dalam Sistem Pendukung Keputusan Pemilihan Plano Kertas’, Journal of Artificial Intelligence and Technology Information (JAITI), vol. 1, no. 1, pp. 29–38, 2023. https://doi.org/10.58602/jaiti.v1i1.23
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- W. A. Purnomo and R. Efendi, ‘Metode AHP untuk Menentukan Metode Pengajaran yang Tepat Pada Mata Pelajaran Matematika’, International Journal of Technology Vocational Education and Training (IJTVET), vol. 2, no. 2, pp. 44–49, 2021.
- K. H. Manurung, A. E. Syaputra, and Y. S. Eirlangga, ‘Design the Best Student Selection Decision Support System With Simple Addictive Weighting (SAW) Method’, International Journal of Dynamics in Engineering and Sciences (IJDES) LLDIKTI Wilayah X, vol. 7, no. 2, 2022.
- A. Soldati, A. Chiozzi, Ž. Nikolić, C. Vaccaro, and E. Benvenuti, ‘A PROMETHEE Multiple‐Criteria Approach to Combined Seismic and Flood Risk Assessment at the Regional Scale’, Applied Sciences (Switzerland), vol. 12, no. 3, Feb. 2022. https://doi.org/10.3390/app12031527
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- L. Oubahman and S. Duleba, ‘A Comparative Analysis of Homogenous Groups’ Preferences by Using AIP and AIJ Group AHP-PROMETHEE Model’, Sustainability (Switzerland), vol. 14, no. 10, May 2022. https://doi.org/10.3390/su14105980
- W. Prima and B. Putra, ‘Analisis Tingkat Kompetensi Dosen Stmik Dharmasraya Dengan Menggunakan Metode Preference Ranking Organization Method For Enrichment Evaluation (Promethee)’, JOISIE (Journal Of Information Systems And Informatics Engineering), vol. 1, no. 1, pp. 1–68, 2017. https://doi.org/10.35145/joisie.v1i1.385
- H. Santoso, R. Azhar, I. P. Hariyadi, Husain, and Y. Suganda, ‘Sistem Pendukung Keputusan Kelompok Penentuan Dosen Pengampu Mata Kuliah Dengan Metode PROMETHEE dan Borda’, Jurnal TEKNIMEDIA: Teknologi Informasi dan Multimedia, vol. 4, no. 1, pp. 17–22, 2023. https://doi.org/10.46764/teknimedia.v4i1.88
- S. Aulia, Hardiyan, and M. Rosmiati, ‘Implementasi Metode Promethee dalam Menentukan Kenaikan Jabatan pada Nuansa Agung Garment’, MULTINETICS: Jurnal Multimedia Networking Informatics, vol. 8, no. 2, pp. 160–167, 2023. https://doi.org/10.32722/multinetics.v8i2.5140
- M. A. Setiawan and S. Hartini, ‘Pemilihan Supplier Bahan Baku Daging Untuk Proses Produksi Catering Dengan Metode AHP Dan PROMETHEE’, Jurnal Optimasi Teknik Industri (JOTI), vol. 4, no. 2, p. 59, 2022. http://dx.doi.org/10.30998/joti.v4i2.13633
- F. Huzaeni, M. A. Faizal, and A. P. Widyassari, ‘Implementation of the Promethee Method for Decision Support in Laptop Selection’, Jurnal Ilmiah Intech : Information Technology Journal of UMUS, vol. 3, no. 01, pp. 21–31, 2021.
- D. F. Sihite, ‘Penerapan Metode Promethee Pada Sistem Pendukung Keputusan Dalam Pemilihan Kepala Sekolah Pada SMK Swasta Nurul Amaliyah Tanjung Morawa’, KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer), vol. 6, no. 1, pp. 603–612, 2022. http://dx.doi.org/10.30865/komik.v6i1.5766
- Gusrianty, D. Oktarina, and W. J. Kurniawan, ‘Sistem Pendukung Keputusan Dengan Metode Promethee Untuk Menentukan Kepuasan Pelanggan Penjualan Sepeda Motor Bekas’, Sistemasi: Jurnal Sistem Informasi, vol. 8, no. 1, pp. 62–69, 2019. https://doi.org/10.32520/stmsi.v8i1.419
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References
M. Mardison, S. Defit, and S. Alturky, ‘Prediction of Scholarship Recipients Using Hybrid Data Mining Method with ‘Combination of K-Means and C4.5 Algorithms’, International Journal of Artificial Intelligence Research, vol. 5, no. 2, pp. 168–179, Jun. 2021. https://doi.org/10.29099/ijair.v5i2.224
A. J. P. Delima, ‘Predicting Scholarship Grants using Data Mining Techniques’, Int J Mach Learn Comput, vol. 9, no. 4, pp. 513–519, Aug. 2019. https://doi.org/10.18178/ijmlc.2019.9.4.834
N. A. Khaliq, A. Josi, and L. Fujiyanti, ‘Sistem Informasi Pendukung Keputusan Seleksi Beasiswa Menggunakan Metode SAW’, JSITIK: Jurnal Sistem Informasi dan Teknologi Informasi Komputer, vol. 1, no. 2, pp. 94–108, Mar. 2023. https://doi.org/10.53624/jsitik.v1i2.162
T. Radillah, ‘Menyeleksi Beasiswa Berprestasi Pada Sman 2 Mandau’, Jurnal Informatika, Manajemen dan Komputer, vol. 14, no. 1, pp. 49–55, May 2022.
P. Aji Sasmito, Ilhamsyah, and R. Puspita Sari, ‘Sistem Pendukung Keputusan Penerima Beasiswa Dengan Menerapkan Metode Simple Additive Weighting (SAW)’, 2019. Accessed: Apr. 16, 2024.
M. Hatta, ‘Implementasi Metode Simple Additive Weighting Pada Sistem DSS Seleksi Penerimaan Beasiswa Perguruan Tinggi’, Jurnal Ilmiah Intech: Information Technology Jurnal of UMUS, vol. 2, no. 01, pp. 31–40, 2020. https://doi.org/10.46772/intech.v2i01.184
V. Vevila Wang, A. Srimurdianti Sukamto, E. Esyudha Pratama, and J. H. Hadari Nawawi Pontianak, ‘Sistem Pendukung Keputusan Seleksi Mahasiswa Penerima Beasiswa BBP-PPA dengan Metode TOPSIS pada Fakultas Teknik UNTAN’, Jurnal Sistem dan Teknologi Informasi, vol. 7, no. 2, pp. 20–32, 2019. https://doi.org/10.26418/justin.v7i2.29656
M. Fadlan, Muhammad, and H. Muhammad, ‘Terapan Kombinasi Metode Topsis dan Analytical Hierarchy Process Pada Perekomendasian Penerima Beasiswa Peningkatan Prestasi Akademik (Studi Kasus pada STMIK PPKIA Tarakanita Rahmawati)’, Simetris : Jurnal Teknik Mesin, Elektro dan Ilmu Komputer, vol. 8, no. 2, p. 663, 2017. https://doi.org/10.24176/simet.v8i2.1565
C. D. Taneo and Y. Malelak, ‘Sistem Pendukung Keputusan Penerimaan Beasiswa PPA dan BB dengan Metode SAW Berbasis Web (Studi Kasus: STIKOM Uyelindo Kupang)’, HOAQ: JURNAL TEKNOLOGI INFORMASI, vol. 11, no. 2, pp. 12–16, 2019.
A. Ferico Octaviansyah Pasaribu and Nuroji, ‘Sistem Pendukung Keputusan Penentuan Pelanggan Terbaik Menggunakan Profile Matching’, Journal of Data Science and Information System (DIMIS), vol. 1, no. 1, pp. 24–31, 2023. https://doi.org/10.58602/dimis.v1i1.16
S. Sandiwarno, ‘Penerapan Metode Service Quality (SERVQUAL) dan Simple Additive Weighting (SAW) untuk Menentukan Pengambilan Keputusan terhadap Kepuasan Pelanggan (Studi Kasus: Restoran Ayam Geprek)’, Jurnal Sistem Informasi Bisnis, vol. 14, no. 1, pp. 88–99, Jan. 2024. https://doi.org/10.21456/vol14iss1pp88-99
R. Akbar, A. Arga Arifnur, J. Rahmadoni, and S. Julia Putri, ‘Pemanfaatan Metode TOPSIS dalam Merancang Aplikasi Pendukung Keputusan untuk Memberikan Rekomendasi Hasil Medical Check Up pada Rumah Sakit’, JEPIN (Jurnal Edukasi dan Penelitian Informatika) , vol. 9, no. 1, pp. 96–104, 2023. https://doi.org/10.26418/jp.v9i1.60173
A. Damuri, T. Lisnawati, W. T. Fariati, and R. J. Rumandan, ‘Impelementasi Metode MOORA Pada Sistem Pendukung Keputusan Pemilihan Pegawai Teladan’, Journal of Computer System and Informatics (JoSYC), vol. 4, no. 3, pp. 492–500, 2023. https://doi.org/10.47065/josyc.v4i3.3389
W. Prima, F. Putra, and Y. Yusran, ‘Metode Analytical Hierarchy Process Dalam Pemilihan Guru Berprestasi di SDN 01 Abai Siat’, Jurnal Sisfokom (Sistem Informasi dan Komputer), vol. 11, no. 2, pp. 257–265, 2022. https://doi.org/10.32736/sisfokom.v11i2.1313
R. D. Gunawan, F. Ariany, and Novriyadi, ‘Implementasi Metode SAW Dalam Sistem Pendukung Keputusan Pemilihan Plano Kertas’, Journal of Artificial Intelligence and Technology Information (JAITI), vol. 1, no. 1, pp. 29–38, 2023. https://doi.org/10.58602/jaiti.v1i1.23
J. Kuswanto, M. N. Al Kodri, T. Devana, L. Pebriantika, and S. Ningsih, ‘Implementation of Simple Additive Weighting For Scholarship Admission Selection’, TIERS Information Technology Journal, vol. 4, no. 1, pp. 1–7, Jun. 2023. https://doi.org/10.38043/tiers.v4i1.4022
W. A. Purnomo and R. Efendi, ‘Metode AHP untuk Menentukan Metode Pengajaran yang Tepat Pada Mata Pelajaran Matematika’, International Journal of Technology Vocational Education and Training (IJTVET), vol. 2, no. 2, pp. 44–49, 2021.
K. H. Manurung, A. E. Syaputra, and Y. S. Eirlangga, ‘Design the Best Student Selection Decision Support System With Simple Addictive Weighting (SAW) Method’, International Journal of Dynamics in Engineering and Sciences (IJDES) LLDIKTI Wilayah X, vol. 7, no. 2, 2022.
A. Soldati, A. Chiozzi, Ž. Nikolić, C. Vaccaro, and E. Benvenuti, ‘A PROMETHEE Multiple‐Criteria Approach to Combined Seismic and Flood Risk Assessment at the Regional Scale’, Applied Sciences (Switzerland), vol. 12, no. 3, Feb. 2022. https://doi.org/10.3390/app12031527
J. Wang, S. Li, and X. Zhou, ‘A Novel GDMD-PROMETHEE Algorithm Based on the Maximizing Deviation Method and Social Media Data Mining for Large Group Decision Making’, Symmetry (Basel), vol. 15, no. 2, Feb. 2023. https://doi.org/10.3390/sym15020387
L. Oubahman and S. Duleba, ‘A Comparative Analysis of Homogenous Groups’ Preferences by Using AIP and AIJ Group AHP-PROMETHEE Model’, Sustainability (Switzerland), vol. 14, no. 10, May 2022. https://doi.org/10.3390/su14105980
W. Prima and B. Putra, ‘Analisis Tingkat Kompetensi Dosen Stmik Dharmasraya Dengan Menggunakan Metode Preference Ranking Organization Method For Enrichment Evaluation (Promethee)’, JOISIE (Journal Of Information Systems And Informatics Engineering), vol. 1, no. 1, pp. 1–68, 2017. https://doi.org/10.35145/joisie.v1i1.385
H. Santoso, R. Azhar, I. P. Hariyadi, Husain, and Y. Suganda, ‘Sistem Pendukung Keputusan Kelompok Penentuan Dosen Pengampu Mata Kuliah Dengan Metode PROMETHEE dan Borda’, Jurnal TEKNIMEDIA: Teknologi Informasi dan Multimedia, vol. 4, no. 1, pp. 17–22, 2023. https://doi.org/10.46764/teknimedia.v4i1.88
S. Aulia, Hardiyan, and M. Rosmiati, ‘Implementasi Metode Promethee dalam Menentukan Kenaikan Jabatan pada Nuansa Agung Garment’, MULTINETICS: Jurnal Multimedia Networking Informatics, vol. 8, no. 2, pp. 160–167, 2023. https://doi.org/10.32722/multinetics.v8i2.5140
M. A. Setiawan and S. Hartini, ‘Pemilihan Supplier Bahan Baku Daging Untuk Proses Produksi Catering Dengan Metode AHP Dan PROMETHEE’, Jurnal Optimasi Teknik Industri (JOTI), vol. 4, no. 2, p. 59, 2022. http://dx.doi.org/10.30998/joti.v4i2.13633
F. Huzaeni, M. A. Faizal, and A. P. Widyassari, ‘Implementation of the Promethee Method for Decision Support in Laptop Selection’, Jurnal Ilmiah Intech : Information Technology Journal of UMUS, vol. 3, no. 01, pp. 21–31, 2021.
D. F. Sihite, ‘Penerapan Metode Promethee Pada Sistem Pendukung Keputusan Dalam Pemilihan Kepala Sekolah Pada SMK Swasta Nurul Amaliyah Tanjung Morawa’, KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer), vol. 6, no. 1, pp. 603–612, 2022. http://dx.doi.org/10.30865/komik.v6i1.5766
Gusrianty, D. Oktarina, and W. J. Kurniawan, ‘Sistem Pendukung Keputusan Dengan Metode Promethee Untuk Menentukan Kepuasan Pelanggan Penjualan Sepeda Motor Bekas’, Sistemasi: Jurnal Sistem Informasi, vol. 8, no. 1, pp. 62–69, 2019. https://doi.org/10.32520/stmsi.v8i1.419
L. Oubahman, ‘A Comparative Analysis of Homogenous Groups’ Preferences by Using AIP and AIJ Group AHP-PROMETHEE Model’, Sustainability (Switzerland), vol. 14, no. 10, 2022. https://doi.org/10.3390/su14105980
H. Taherdoost and M. Madanchiar, ‘Using PROMETHEE Method for Multi-Criteria Decision Making: Applications and Procedures’, Iris Journal of Economics & Business Management, vol. 1, no. 1, pp. 1–7, May 2023. https://doi.org/10.33552/ijebm.2023.01.000502
T. Juninda, E. Andri, U. Khairunnisa, N. Kurniawati, and Mustakim, ‘Penerapan Metode Promethee Untuk Pendukung’, Jurnal Ilmiah Rekayasa dan Manajemen Sistem Informasi, vol. 5, no. 2, pp. 224–229, 2019. http://dx.doi.org/10.24014/rmsi.v5i2.7677