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Muhammad Iqbal

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Model Predictive Analysis of Performance in Training and Course Institutions Using Naive Bayes and K-Means Clustering Eko Budianto; Muhammad Iqbal
Journal of Computer Science and Research (JoCoSiR) Vol. 3 No. 1 (2025): Jan: Computer Science
Publisher : Asosiasi Perguruan Tinggi Informatika dan Ilmu Komputer (APTIKOM) Provinsi Sumatera Utara

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The performance of course and training institutions (LKP) is a crucial factor in determining the quality of non-formal education in Indonesia. Performance assessments are currently conducted manually using the National Accreditation Board for Non-Formal Education (BAN-PNF) assessment instrument, which is time-consuming and prone to subjectivity. This research aims to develop a predictive analysis model for the performance of course and training institutions using a combination of the Naive Bayes and K-Means Clustering methods. The K-Means Clustering method is used to group institutions based on similar characteristics across key variables such as trainers, infrastructure, curriculum, management, and graduate outcomes. These clustering results are then used as additional features for the Naive Bayes classification model to predict performance categories (high, medium, or low). Testing of 150 institutions' data showed a predictive accuracy of 89.2%, with three main clusters representing high-, medium-, and low-performing institutions. This model has the potential to become a data-driven tool for governments and institutions to conduct performance evaluations quickly, objectively, and adaptively to changes in training data.

Classification of Student Activity Status Using Machine Learning Algorithms at Royal University Hermawan, Rudi; Muhammad Iqbal
Journal of Computer Science and Research (JoCoSiR) Vol. 3 No. 1 (2025): Jan: Computer Science
Publisher : Asosiasi Perguruan Tinggi Informatika dan Ilmu Komputer (APTIKOM) Provinsi Sumatera Utara

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Inactivity is a significant challenge that impacts academic performance, retention rates, and the operational effectiveness of higher education institutions. Royal University faces an urgent need to identify students at risk of becoming inactive early, so that academic interventions can be carried out appropriately and effectively. This study aims to develop a classification model for student inactivity status (Active or Passive) using a machine learning approach, by testing three main algorithms: Decision Tree (DT), Support Vector Machine (SVM), and Random Forest (RF). The dataset used consists of 642 student entries, including academic information such as Grade Point Average (GPA), total credits taken, attendance percentage, number of courses per semester, and semester level. The methodology steps include data cleaning and transformation, splitting the dataset into 80% training data and 20% testing data using a random sampling method ( train_test_split with random_state = 42), model training, and performance evaluation using accuracy, precision, recall, and F1-score metrics. The experimental results show that DT and SVM achieve the highest accuracy of 98.44%, with maximum precision in predicting active students, while RF excels in recall (0.96), making it more effective in detecting active students at risk of being missed. Feature importance analysis reveals that GPA and attendance are the most determining factors in predicting student active status, while the number of courses, credits taken, and semester level have a lower additional influence. The primary contribution of this research is the provision of an accurate and practically applicable classification model, enabling universities to conduct automated student monitoring, proactive academic interventions, and data-driven decision-making. Implementing this model in academic information systems can improve the effectiveness of advising programs, reduce the risk of student inactivity , and support efforts to improve retention and graduate quality. This research also emphasizes the importance of contextual features in improving prediction accuracy and provides insights that can be leveraged for the development of data-driven academic strategies

The Best Caregiver at SOS Children’s Villages Using a Decision Support System Muhammad Iqbal; Syahputri, Maulisa
Journal of Computer Science and Research (JoCoSiR) Vol. 3 No. 1 (2025): Jan: Computer Science
Publisher : Asosiasi Perguruan Tinggi Informatika dan Ilmu Komputer (APTIKOM) Provinsi Sumatera Utara

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This study focuses on the development and implementation of a Decision Support System (DSS) designed to determine the best caregiver at SOS Children’s Villages. The main objective is to enhance efficiency and objectivity in the decision-making process related to caregiver performance evaluation. The research methodology includes collecting caregiver performance data, analyzing organizational needs, and applying an appropriate decision-making model. The DSS developed in this study utilizes Artificial Intelligence (AI) techniques to process and analyze performance data, generate performance scores, and identify the best caregiver based on predetermined criteria. The results show that the implementation of the DSS improves the objectivity of performance evaluations and provides significant support in the decision-making process. With this system, the organization is expected to better identify and optimize the potential of each caregiver, thereby increasing productivity and strengthening the competitiveness of SOS Children’s Villages in Medan. The collected data is processed and evaluated using the Simple Additive Weighting (SAW) method. The results are presented in the form of rankings and scores for each caregiver, facilitating a more accurate and transparent decision-making process. This study is expected to contribute positively to improving the efficiency and effectiveness of human resource management at SOS Children’s Villages.

Co-Authors A Fachrin, Suharni Abd. Kahar Abdul Fattah Kholid Abdul Gafur Abdul Karim Abdul Rajab Abdul Wahid Safar Abdurrohman Abdurrozzaq Hasibuan Abisa, Jotian Achmad Samsudin Ade Bangun Wardana ade rahman Adi Tri Pramono adidi Adinda Armania Adinda Silvana Dewi Adinda Thalia Salsabila Adisty Aulia Zahra Adjie Gery Ramadhan Admiral Admiral Adris Ade Putra Affan Safani Adam Afriana Afrimon Afrinald Rizhan Afriyani Afthar Kautsar Agaphe Suluh Brahmantio Agatha Agnes Oktavi Maharani Agung Indariansyah Agung Wardoyo Agus Aditya Arisandi Saputra Agus Ganda Permana Agus Perry Kusuma Agusmadi Agusmadi Ahmad Aspiani Ahmad Fardan Ahmad Fauzen Ahmad Madany Ahmad Mahmuda Ahmad Sulaiman Siregar Ahmad Wahyudi Zein AHMADI Ahmed Zaranggi Ar Ridho Aidi Akbar Fauzi Mutaqin Akbar Juliandi Akhmad Kastalani Akmal Pratama Harahap Aksar, Muhammad Azrial Alam Fahlevi Pranata Aldi Pratama Alex Rikki Alex Siregar Alfiaturohmah Alfiaturohmah Ali Akbar Ali Amran Ali Anwar Delimunthe Amer Abdul Aziz Amir Fauzi Amiruddin Aminullah Ammar Fauzi Amrie Firmansyah Amunadi Amunadi Ananda Kurniawan Ananda Putra Anbiyah Anbiyah Andi Azra Indira Nur Andi Martina Kamaruddin Andi Nur'Aini Andi Nur’ Aini ANDIKA Andika Firman Yudistira Andri Irawan Andy Hermawan Andysah Putera Utama Siahaan Angelus Defananda Angga Sukma Budi Darmawan Angga Trisnanto Anggun Khairunnisa Agustin Ani Naryani Anisa Anisa ANISAH Anissa Yulianti Annisa Zahra Anwar Suhut Anzas Ibezato Zalukhu Aprian syukri ali nasution Aprilia Hikari Tamira Jasmine Aprilia Yuniardi, Nikita Aprinelita Aprinelita Aqil Muhammad Faqih Ardan Syukur Arfan Ari Sri Ulandari Ariya Agustin Asep Suhendi Ashabul Jannah Siregar Asmawati Achamad Asnia Zainudin Asniati Bindas Asnidar Asrul Karim Astri Permata Sari Aswin Rosadi Ati Kusmawati Atri Sri Ulandari Aulia Maghfirah Aulia Meidiati Aulia Ulfah aulia, izzmi Avia, Imelda Ayong Hiendro Ayu Lestari Ayu Tiara Fadhilah Ayyi Husbani Azalika, Elsa Azlim Azlim Azman Ismail Azzahra Annida Putri Bagas Alivia M Bahrudin, Muh. Bahtiar Bahtiar Bakti Sentosa Bambang Antoko Bambang Karsono Bambang Suryono Baskara Ade Putra Bayu Aji Nugroho Bayu Anggileo Pramesona Bayu Yoni Setyo Nugroho Bayu Yoni Setyo Nugroho Bintang Johan Permana Bintang Timur Bobby Indra Utama Bramandityo Prabowo Budi Aswin Budi Syahri Bungsu Keumalasari Cahya Amaylia Failatul Rohmah Camelia Firdausy Chaerul Rozikin Chairul Indra Angkat Cici El Dirrah Syafitri Simanungkalit Cindy Anggreni Citra Yuliyanda Citra Yuliyanda Pardilawati Cory Vidiati Dadan Nur Ramadan Daffa Zakaria Damayanti, Elok Dandi Sunardi Daniati Hi Arsyad Dara Ditha, Meylani Darli, Viny Volcherina Darmeli Nasution David Ari Mukti Deby Safitri Hasanah Dedi Irawan Defri Arisandi Delia Sariyulis Dellia Asdinisa A.S Deni Depi Anggraini DESI APRIANI, DESI desi Fitri Yani Sembiring Desmawan sholak Dessy Artina Dessy Masliani Lubis Destikasari DEWI RAHMAWATI Dewi Sartika Dhaffa Satria Pratama Dharmawan, Weiskhy Steven Dhea Savitri Dian Agung Pangaribowo Dian Indira Putri Sibarani Dian Lutrisia Diana Dewi Sartika, Diana Dewi Didi Riswan Dimas Armadansyah Dina Auliana Dina Mardiana Dina Sonia Diza Aulia Kusnadi DWi Aulia Ramdini Dwi Rahmadani Purba Dwi Sulistya Kusumaningrum Dwi Yuli Prasetyo Dwipayana, Mahendar Dwita Nurmumpuni Dyan Rosita Edi Istiyono Efendi, Ridwan Effan Fahrizal Eka Alzahra Eka De Patmonsela Liow Eko Budianto Ella Nurmaini Elsa Yuniarti Elvanri Anggi Widianti Elvira Andriyani EM Yusuf Iis Emarlina Emzia Fajri Endang Suparsetyani Endicha Eklis Syahputra Eri H. Jubhari Erie Kresna Andana Eriek Aristya Pradana Putra Erina Riski Dwi Nurcahyani Erlisa Saraswati Ernawarnelis Ersari Ervina Damayanti Espa , Vitriyan Estu Sinduningrum Eswin Syahputra Eti Rimawati Eva Herlina Evelyn Neos Evi Sribudiani Fadil Ramadhan Fadila, Az Zahra Nur Fadli Mappisabbi Faizal Makhrus Farada Aulia Farraz Ariel Gubita Farraz Ariel Gumita Fathia Zuhra Nasution Fathurohman, Ferdi Fauzi Catur Pamungkas Fauziah Rahmi Febriyanto Febriyanto Febriyanto, Ferdy Femmy Andrifianie Fenti Siregar Ferica Ferica Firmansyah Kholiq Pradana P.H. Fithria Sari Andalas Fitri Eka Aliyanti Fitri Ernalis Fitri Hayati Fitria Marisya Fredison Fredison Fuadi Fuadi Ge Gatra Gova Capatagi Gendis Raihan Ardha Ghanif Faoziansyah Ghina Reftantia Ghina Ulfa Saefurrohman Gilang Vabio Gilar Budi Pratama Gizhella Mulyani Putri Gliceri Yumidiona gultom, martinus Haddaf Abror Hafidudin . Hafiz Mursalan Hafsah Haikal Haikal Hamas Putra Iqra Halen Dwistia Haliza, Siti Nur Halmadi Asmara Hamzah, Iswadi Hanifah Hanifah Harahap, Hasriyati Harahap, Indra Ramadona Hardiansyah Hardo Aprilio HARYANTO Haryono Umar Hasbih Sholeh Suryadi Hasugian , Paska Marto Hatidah Hatidah Haura Afanani Zanjabila Heggy Selmi Helmi Hendra Harnanda Hendrias Hendrias Heni Noviarita Heni Susanti Herdianto Heribertus Yulianton Herman Fithra Herry Rahma Cahyadi Hery Widijanto Hibatullah Zuhdii Hidayat, Muhammad Ryan Hubaybah, Hubaybah Hulaemi Husyairi, Khoirul Aziz I Gede Putu Suardana Ibnu Utomo W.M. Ibnur Rusi Ibrahim Ibrahim Ice Ratnalela Siregar Ichlasul Farhan Nouvensi Ida Adhani Ihsan Auliya Arrasyid Ihsanti Dwi Rahayu Ika Kurnia Sofiani Ika Lestari Ika Lestari Salim Ilham Budi Santoso Imas Mulyani Immawati Asniar Indah Royani Indah Sarina Sihaloho Indah Wahyu Utami INDANA ZULFA Indira Fatra Deni Intan Sari Iradatul Hasanah Irma Irwan Anwar Irwan Syahputra, Irwan Irwansyah - ISKANDAR Isma Nabilah Ismail Yusuf Ismi Nurwaqiah Ibnu Isnaniah Isnawati, Iin Aini Isrial Isrial Ita Irianti Ita Iryanti Iyas Alwi Siregar Izzatusolekha Jasiah Jasmine Ghina Sanniya Jen Surya Jihan Suwifania Jordan Simanjuntak, Mikhael Jummaidi Saputra Junaidi Junaidi Kasmanto Rinaldi Kelas A Geografi Stambuk 2023 Kemal Muhammad Hiero Khaeriyah Khaeriyah Khairul Khairul Amri Silalahi Khairul Khairul, Khairul Khoirul Jamil Kiki Artika Krismadayanti Krismadayanti Krisna Pradana Krisnawati, Hani Kulup Bina Buono L, Lisnawanty La Ode Reskiaddin Laila Hayati Lailan Nur leddi Leni Marlina Leonard Tambunan Lestari Wuryanti Liber Tommy Hutabarat Lila Bismala Lucky Tirta Ardiansyah Lukmanul Hakim M Bambang Purwanto M Dian Hikmawan M Imam Santoso M Supriyadi M. Faqih M. Ghifari Abdllah M. Hanif Ash Shiddiqi M. Hayyun Alfarezi M. Heru Riza Chakim M. Iqbal Perdana M. Rasyid M. Rifqi Akbar M. Sawal Pitriyadi M.Dedek Hamdalah Putra M.Musa M.Musa M.Rizky Ramadhan Made Dwi Cahaya Permana Mahendra Widyartono Mahfudz Mailantika Maissy Nabila Maisyura Makruf Mardhotillah Mardhotillah Mario Raka Narendra Marpaung, Dian Pratiwi Br. Marzuki Marzuki Marzuki Marzuki Masrin Gafar Massus Subekti Masyhur Aziz Mega Norsita Meylda Adheista Mia Puspita Michelle Jovelyna My Angel Pasaribu Miftahir Rizqa Miftahudin Nawawi Mitra Musika Lubis Mochammad Rivan Akhsa Moh Slamet Sutrimo Moh. Ma'ruf Bantilan Moh. Slamet Sutrimo Mohammad Ahsanuddin Mohammad Sawir Moza Dela Fudika Muahammad Zacky Muflihatul Fauza Muh Try Chaesar J Ongirwalu Muh. Ikhwan Fauzan Muhamad Sadikin Muhammad A. Rauf Muhammad Akbar Muhammad Akmal Muhammad Al Khudori Muhammad Alfan Muhammad Alfiansyah Muhammad Amsyar Akil Muhammad Ansari Muhammad Arqam Muhammad Cendika Pramono Muhammad Fajar Muhammad Febryandi Muhammad Habibi Muhammad Hafidz Azizi Muhammad Hamzani Muhammad Hurmaini Muhammad Ibnu Sina Muhammad Iqbal Mukhsen Muhammad Khair Muhammad Kurniawan Muhammad Maulana Muhammad Mutaqin Muhammad Muttaqin Muhammad Noor Muhammad Puja Dwi Surya Muhammad Rahmadani Muhammad Ramadhan Muhammad Rezal Muhammad Ridho Maghfiroh Muhammad Rifal Junaidi Muhammad Rizal Muhammad Rizky Muhammad Rusydi Muhammad Sadat Hamzah Muhammad Saeri Muhammad Subianto Muhammad Su’eb Muhammad Syahrin Muhammad Syaiful Fadly Muhammad Taufiq Hidayatullah Muhammad Turmuzi Muhammad Zen, Muhammad Mukhlis Mula Juliana Mulkan Azhiman Muntaromah Mustikawati Mutia Arda Mutia Floresa Wea Mutiara Rengganis AR Mu’tasim Billah Nabila Karima Nadia Br Sembiring Nadian Nadian Nadila Zulfa Nadilla Silva Fitri Nadira, Nadira Nailatun Ni’mah Najmi Najmuddin MA, Najmuddin Najmuddin Najmuddin Najwan Yusnianda Nasution, Ali Napiah Nata, Andri Natalia Michelle Simatupang Naufal Azriel Zheinuary Naufal Dzaky Arrachman Nazariwati Nelly Indriani Widiastuti Nelva Sofia Neti Regita Niati Syafputri Nico Sinaga NIKE VONIKA Nila Rusiardi Jayanti Nining Sri Fahroyati Nispi Syahbani Noftania Alfando Mikael Noniyanti Nourma Ulva Nova Damayanti Lendris Nova Sari Novi Prihatiningrum Novrianti Nungky Pawarti Nur Aisyah Nur Amrillah Nur Anisa Nur fath, Fath irsaz Nur Hamim Nur Hikmah Nur Ratna Nurafni Yulianti Nurani Khoerunnisa Nurfiza Nurfiza Nurhadiyanti Nurhadiyanti Nurhayati Nurhayati Nurhayati Nurizzi Rifqi Ferdian Nurroyian Nursam Nursifa Nursifa Nursifa Nurul Fadhilah Nurul Haqqi Haqqoni Ismail Nurwijayanti Nyanyu Ully Auliana Oktoba, Zulpakor Omah Rochmah Opi Andriani panjaitan, fahrul syahrijal Parhusip, Nelviony Peronica Tamba Popi Dea Ananda Pp Rabiah Al Adawiyah DND Pradana PH, Firmansyah Kholiq Pramana, Setia Pramesta, I Gede Ardi Prihatin Ika Wahyuningrum Purnama Ramadani Silalahi Putri Larasia Putri mawar Sari Putri Nathasya Dhimastika Putri Suci Ramadhan R.A Rodia Fitri Indriani Rachma Adelia Rachmawati, Windasari Radhiah Zakaria Radzu Anjani Rafi'i, Mhd. 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