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Journal : TAMIKA: Jurnal Tugas Akhir Manajemen Informatika

 1 
Analisis Big Data APS SLTA dan Strategi Pendidikan Menggunakan K-Means Berbasis Rapidminer Menuju Indonesia Emas Khoirun Nisa; Nor Anisa
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 5 No 1 (2025): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol5No1.pp11-16

Abstract

The Golden Indonesia Vision 2045 places education as the main pillar in creating superior human resources. School Participation Rate (APS) data is an important indicator to evaluate student access and participation in education. This study utilizes the K-Means Clustering method to analyze APS big data to identify patterns of education participation in Indonesia. The results of the analysis show significant participation clusters based on demographic, socio-economic, and geographical factors, and reveal gaps and potential for education improvement in various regions. In this study, RapidMiner is used as an analysis tool to process and visualize APS data. The results of clustering show a striking difference between areas with good access to education and areas with poor access to education. Factors such as income levels, educational infrastructure, and geographical location were found to have a major impact on student participation rates. Strategic recommendations include increasing access to education in disadvantaged areas through equitable distribution of education facilities, infrastructure development, and flexible data-based policies. In addition, scholarship programs in vulnerable areas are also proposed as a solution. This research supports strategic efforts towards the vision of Golden Indonesia 2045 by providing a strong foundation for policies that focus on the sustainability of national education.
Analisis Big Data APS SLTA dan Strategi Pendidikan Menggunakan K-Means Berbasis Rapidminer Menuju Indonesia Emas Khoirun Nisa; Nor Anisa
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 5 No 1 (2025): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol5No1.pp11-16

Abstract

The Golden Indonesia Vision 2045 places education as the main pillar in creating superior human resources. School Participation Rate (APS) data is an important indicator to evaluate student access and participation in education. This study utilizes the K-Means Clustering method to analyze APS big data to identify patterns of education participation in Indonesia. The results of the analysis show significant participation clusters based on demographic, socio-economic, and geographical factors, and reveal gaps and potential for education improvement in various regions. In this study, RapidMiner is used as an analysis tool to process and visualize APS data. The results of clustering show a striking difference between areas with good access to education and areas with poor access to education. Factors such as income levels, educational infrastructure, and geographical location were found to have a major impact on student participation rates. Strategic recommendations include increasing access to education in disadvantaged areas through equitable distribution of education facilities, infrastructure development, and flexible data-based policies. In addition, scholarship programs in vulnerable areas are also proposed as a solution. This research supports strategic efforts towards the vision of Golden Indonesia 2045 by providing a strong foundation for policies that focus on the sustainability of national education.
Co-Authors Abdul Fattah Nasution Addina Tafaquh. F Adib Ahmada Aditya Dwi Prananda Agisca Arifien Ahmad Sulaiman Ahmad Syihabuddin A.F Ahmad Zainuri Ainul Padilah Aji Pramudya Akbar Rafsanjani Alip Laila Bintar Wati Amalia Wahyuningtyas Amaluddin Tanjung Anastasia Wheni Indrianingsih Andra Abel Guvinda Angel Vionika Saharani Anika Ardila Annastasya Nabila Elsa Wulandari Anzilly Ifadatun Ummah Arif Setia Sandi A. Arimbi Syahkila Simangunsong Aslikhatun Khoiriyah Asqia Viani Auffah Yumni Aulia Utami Aripin Ayu Lucy Larassaty Ayu Salsabila Ayu Shaumina Mubarokah Ayuda Dyah Nurekawati Baihakil Aziz carmidah carmidah Chusnul Chotimah Cici Darsih Deberina Syurfi Yunina Dede Cahyati Sahrir Dedi Masri Deny Tri Prasetia Devy Kusuma Dian Andani DEWI LEYLA RAHMAH Dian Sulistyorini Wulandari Diardana Prima Sintasari Dina Oktapia Dina Oktavia Dina Tri Mulyani Djatnicka, Erlina Een Juhriah Elsa Amelia. A Elva Meilani Sagita Erlin Maulidatus. S Eva Ulfiana Dewi Fajarwati, Salsabila Fani Laffanillah Fara Amalia Dewi Fatimatus Zahro Fiki Khoirotussiha Firdatul Izza Fithriyani, Dina Frida Aprilia Frika Fatimah Zahra Gentio Harsono H. Moeljadi Haq, Furqonul Hendra Kurniawan Hendri Stiawan Ignatia Esti Sumarah Ika Ika Iksan Adi Nugroho Ilvi Mawaddah Inom Nasution Irma Tussa’diah Hasibuan Ismatul Izzah Iva Nur Zakiya Ivan Ilham Riyandi Izzatun Nafis Kale Khairi Putik Nurikhwani Kenconojati, Hapsari Khairun A Roni Khotimatul Husna Lenni Khairani Lestari Yusuf Lulu Nazma Lailatul Muchlis M. Mun’im M. Yunus Abu Bakar Machful Indra Kurniawan Manik, Santini Mauliana, Metatia Intan Maulidayani Maulidayani Mega Dewi Ambarwati Mela Safitri Situmorang Meysah Wanda Sari Mia Indriyani Minsih Mochamad Rizal Yulianto Mochamad Wahyudi Moh. Hafidh Ubaidillah Al Hasan Moh. Mahmud Moh. Rofiki Mohammad Ahyar Ma'arif Mohammad Falahuddin Muhammad Aidil Fitri Muhammad Alfiansyah Muhammad Ispan Muhammad Kasran Munawaroh Munirul Abidin Mursyidan Auliya Nasution MUZAYANAH Nafia Ilhama Qurratu’aini Narwikah Narwikah Nashihin Naswa Ika Febrianty Nihayatus Sakhiyah Niken Eriana Azzahra Fauzi Noly Shifiyah Nor Anisa Novelya Aleena Rofani Novi Arilia Safitri Novia Dwi Rahmawati Novrina Feronita Br.Sibuea NUR HASANAH Nur Izzah Nur Subekti Nurheny Rahmawati Nurul Ismaiyah Nurul Lathifatul Fithriya Prayoga, Estu Purwono Purwono, Purwono PUTRI HANDAYANI Putri Syafaatun Qoni'ah Nur Wijayani Qurrotul A’yuni Rachman Hidayat Reni Endrawat Retno Septiwulan Riani Nur Azizah Ridlotun Nuvi Setyan Rina Devianty Riska Nur Aini Riska Suaibah Rismadefi - Woferst Rizal Fadly Ardiansyah Riziq Syehab Sabrienda Najwa. A Salwa Nabila Damanik Septi Nurhayati Shalvena Aura Azzura Sholihah Roekhana Silma Zulfaika Sibli Siti Anisah Siti Fatimah, Eva Sofyan Syamsuddin Soomro, Suhaib Ahmed Sri Wahyuni Subhi Indriyani Subi anto Sukendra Martha Supriyanta Supriyanta Susan Widianingsih Tengku Darmansyah Tina Novi Lestari Valent Milenio Boas Santosa Vanda Rezania Viraesti Damayati Vita Taufika Rosyida Wahyu Eko Pujianto Wahyu Ningsih Waluyo, Dangan Winih Budiarti Wisnu Panggah Setyono Wiwin Eka Kristina Wuri Apriyana Yayuk Sri Kasiani Yesi Hasneli Yudhi Novriansyah Yumi Kholifah Yunianita Rahmawati Zahro Ulfaturrohmatiririn Zakiyatun Nabila Zenni Khairani Putri zulfatun anisah Zuyyina Fihayati