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All Journal Jurnal Manajemen Teknologi Journal of Consumer Science E-Dimas: Jurnal Pengabdian kepada Masyarakat Jurnal Ecodemica : Jurnal Ekonomi Manajemen dan Bisnis Jurnal Manajemen Indonesia Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Mitra Manajemen JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI SEIKO : Journal of Management & Business EQIEN - JURNAL EKONOMI DAN BISNIS Demandia : Jurnal Desain Komunikasi Visual, Manajemen Desain, dan Periklanan Jurnal Ilmiah Manajemen Kesatuan BUDGETING : Journal of Business, Management and Accounting Jurnal Ilmu Manajemen Terapan (JIMT) International Journal Of Science, Technology & Management (IJSTM) Economics and Digital Business Review Journal of Economics and Business UBS Charity : Jurnal Pengabdian Masyarakat International Journal of Educational Research and Social Sciences (IJERSC) Jurnal Abdi Masyarakat Indonesia Indonesian Journal of Multidisciplinary Science Society: Jurnal Pengabdian Masyarakat Jurnal Inovasi Masyarakat Jurnal Pengabdian Masyarakat Akademisi Utsaha: Journal of Entrepreneurship Journal of Management, Accounting, General Finance and International Economic Issues (MARGINAL) ASEAN Marketing Journal International Journal of Entrepreneurship and Business Management Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) eProceedings of Engineering Economics Professional in Action (E-Profit) Jurnal Ekonomi, Teknologi dan Bisnis eProceedings of Management Journal of Computer Engineering: Progress, Application and Technology Enrichment: Journal of Multidisciplinary Research and Development INTERNATIONAL JOURNAL OF ECONOMICS AND MANAGEMENT REVIEW Journal Integration of Social Studies and Business Development KISA INSTITUE : Journal of Economics, Accounting, Business, Management, Engineering and Society Jesocin : Journal of Jabar Economic Society Networking Forum Al-Kharaj: Jurnal Ekonomi, Keuangan & Bisnis Syariah Jesocin : Journal of Economics, Accounting, Business, Management, Engineering and Society International Journal of Management and Business Applied International Journal of Economics, Business and Innovation Research Journal of Multidisciplinary Academic Business Studies International Journal of Accounting and Management Information Systems Global Academy of Business Studies Journal of Digital Business and Marketing Journal of Indonesia Business Research (JIBR)
Maya Ariyanti
Universitas Telkom
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Journal : journal of consumer science

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Analysis of Demography, Psychograph and Behavioral Aspects of Telecom Customers Using Predictive Analytics to Increase Voice Package Sales Billy Goenandar; Maya Ariyanti
Journal of Consumer Sciences Vol. 6 No. 1 (2021): Journal of Consumer Sciences
Publisher : Department of Family and Consumer Sciences, Faculty of Social and Human Ecology, IPB University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/jcs.6.1.1-19

Abstract

In 2018, Telkomsel's core business shifted its main services from Telephone and SMS services to Data and Digital services, since a declining trend of revenue starting 2014. However, telephone service still contributed 28.4% to the revenue and was the second largest, while SMS gave 4.1%. This research predicts voice package buyers using predictive analytics to identify customer profiles and significant variables to form appropriate target customer segmentation. Logistic regression was used to predict customers who would buy voice packages using 15 input variables. Next, analytics was done by dividing the data into 70% training data sets and 30% testing data obtained from customer voice package user data. The model accuracy gained 97.2%, and the top seven significant variables were formed. Then five clusters of customer segmentation were formed based on top significant variables using the K-Means clustering technique. Based on the results of the prediction model and clustering, behavioral targeting was conducted to provide targeted gimmick products based on five segmentations formed, and then it was divided into two main target customers by considering the similarity of behaviors based on revenue voice, minutes of voice usage, voice transactions, day of voice usage and data payload, thus it was more targeted.
Co-Authors Adang Haryaman Adhi Prasetio Adhi Prasetyo, Adhi Ahmad Darajat Basallama Anak Agung Gede Sugianthara Andarina, Feby Anggun Yolistina Anna Tsamarah Yudiawati Arif Budi Raharja Arif Budi Raharja Astri Ghina Billy Goenandar Candiwan Christalia, Windy Davin, Hans Dede Kurniawan Dedi Iskamto Denta Rahmadani Dewi Purwati Dewi, Fianti Krisna Dezila, Raissa Diah Fatma Sjoraida Dian Pertiwi Wulandari Dwi Fitrizal Salim Elly Suryani Endang Ruchiyat Eva Nurazizah Eva Nurhazizah Fadhilla, Muhammad Iqbal Faisal Matriadi Farida, Ajeng Luthiyatul Fatnan Setyo Hariwibowo Fauzi, Adryan Finny Redjeki Fitra Ayu Larasati Gadang Ramantoko Gatot Amri Gioliano Putra Goenandar, Billy Hadyningtyas, Ivy Anindhita Hanifah Aprillia, Wahyuning Helni Mutiarsih Jumhur Heppy Millanyani Heris, Faradisya Hilman Fauzi, Hilman Ilham Majid Rabbani Ilma Aliya Sahal Indrajati Wahyuningtyastuti Indrajati Wahyuningtyastuti Januar, Rifat Kharisma, Mita Lili Adi Wibowo Lira Parahita Agni Putri Lubis, Reza Armanda M Farhan Ramadhan M Yudha Febrianta M. Syafarudin Mahaputra Mahayasa, I Made Prasetya Wiguna Majid Rabbani, Ilham Mardotillah, Aini Restu Maria Apsari Sugiat Maulana Malik Ibrahim Meileny S.A.B, Findy Mesayu Ana Hanifah Yahsallah Mita Kharisma Mochamad Arif Rachman Muhammad Saiful Arifin Nadia Putri Karenina Nafila, Tasya Navira Wirvani Nazhira Nindya Padma Hanuun Nia Handayani Nia Riana Nida Garnida Fitrianti Nida Garnida Fitrianti Nida Nurfadila Nur Lela sari Nurohman, Choirudin Alza Nurul Hafizah Nurvita Trianasari Nyoman Dwika Ayu Amrita Pramono, Indro Pratiwi, Daulika Putri Fariska Sugestie Putri, Kartika Aulia Rachman, Mochamad Arif Rachmat Ramadhani, Muh. Raden Roro Fatma Sari Raden Roro Fatmasari Raden Roro Fatmasari Rahmadani, Denta Raissa Dezila Ratih Hendayani Refi Rifaldi Windya Giri Reza Armanda Lubis Reza Azkia Rahmi Ricky Agusiady Rifki Hariadi, Maghfira Rinarika, Dewi Riski Taufik Hidayah Rizka Utami, Fany Rizqi Aina Rizqullah, Rafif Rudy Hermanto, Muchamad Ruli Kuniawati, Novia Safii, Ahmad Saleh, Rusdi Sari, Marisa Puspita Setiana, Gege Arum Siska P Yudowati Soeparwoto Dharmoputra Sri Rochani Mulyan Sri Rochani Mulyani Sri Widiyanesti Sunu Puguh Hayu Triono Syahril Kevin Maulana Tazkia, Yumna Tiara Salsabila Fasya Trinadisha, Thalia Sabina Tyas Pawitra, Mohammad Ucu Supriatna Veronita, Rika Virghina Dhia Elwitrisnasafitri Vyanna Zuleika Wahyudi Wahyu Yunanto Wahyuningtyastuti, Indrajati Wibowo, Dimas Kartiko Windy Christalia Yunanto, Wahyu Yusza Reditya Murti Zaenal Aripin Zahra Aqilla Putri Chandra Zahra Rahmi Hanifah Zaki Chandra Negara