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Journal : jurnal varian

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Segmentation of Teachers Using Gower-Based Hierarchical Clustering Kaloka, Tesdiq Prigel; Yudhistira, Danang Bagus; Mariyam, Mariyam; Azzahra, Hurul A’ini Sekar; Widagdo, Muhammad Rudito
Jurnal Varian Vol. 9 No. 1 (2026)
Publisher : Universitas Bumigora

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/varian.v9i1.5903

Abstract

The core issue addressed in this study is the reliance of teacher development and welfare policies on aggregated indicators that obscure variations in teachers’ demographic, professional, and economic conditions. This research aims to identify teacher profiles across multiple educational levels. The method used in this research is hierarchical clustering utilizing Gower distance applied to mixed-type survey data collected from 376 teachers across all educational levels. The analysis incorporates demographic, professional, and socioeconomic variables, including age, education, years of service, income, economic class, number of dependents, income satisfaction, and interest in technology. The analysis identifies two distinct teacher clusters. The first cluster is characterized by more experienced teachers with longer service periods, relatively stable financial conditions, and higher income satisfaction, while the second cluster comprises younger teachers with shorter teaching experience, lower income levels, and lower financial satisfaction. These findings highlight substantial heterogeneity among teachers and suggest that teacher development and welfare policies should be formulated in a differentiated manner by considering career stages and economic conditions, thereby enabling more targeted and data-driven policy interventions.  
Co-Authors A.A. Ketut Agung Cahyawan W Abdul Kudus , Wahid Aden, Christine Agustin, Desi Aldri Frinaldi Ambalika, Ni Komang Ayu Diah Amin Samiasih Andriani, Selvy Anitra, Rien Apit Priatna Apriescha, Yolanda Arif Maulana Yusuf Ayuwulanda, Aditya Azzahra, Hurul A’ini Sekar Budiana, Angela Catur Buyung Buyung, Buyung Citra Utami, Citra Dera Alfiyanti Desi Ariyana Rahayu Dumila, Sri Muliati Eka, Maharani Elok Nuradita Emi Sulistri, Emi Eni Hidayati Enjelia, Enjelia Erni Purwani Fajar Tri Waluyanti Fifin Nazilah, Fanis Frima, Fina Khaerunnisa Hawa Purnama Celala Ary Cane Hayat, Nurul Ilya Krisnana, Ilya Indah Febriani, Indah Indah Pranata, Teofilus Jeni, Patrisia Kartida, Lusiani Kedaton, Adinda Kusumaning L A, Cindy Moyna Clara Lestari, Nika Arista Ayu Luh Titi Handayani, Luh Titi Lusi Fatmawati Mafulatun, Siti Marhusin , Maryamah, Siti Muti'ah, Ana N, Andriyani Mustika N, Andriyani Mustika Nabela, Anggun Nadila Deryza Syofrin Nur Sofia Madani, Nadea Nurhayati Nurhayati Nursalam Nursalam Nurul Husna Nurwulandari, Wida Nuryati, Eka Oktavian, Muhammad Noer P, Nindy Citroresmi Pandiangan, Sefti Yollanda Uli Pawestri, Pawestri permita ayundana, permita Prihatiningtyas, Nindy Citro Prihatiningtyas, Nindy Citroresmi Resy Nirawati, Resy Retno Yuliati Riana, Elva Rika Wahyuni Rinadiantika, Septy Rini Setyowati, Rini Riu, Silvia Dewi Mayasari Rosmaiyadi Ruslawati, Ruslawati Rusli, Dias Alfaida Lysandra Rusmini, Sri S.Pd., M.Pd , Dewi Mariana, S.Pd., M.Pd , Mertika, S.Pd., M.Pd Sari, Nadia Nila Silvia, Canda Sri Mulyani Sumarli Sumarli, Sumarli Suprana, Okky Wijaya Tesdiq Prigel Kaloka Ulhaq Mahfudzoh, Dhiya’ Umi Rahmawati Utami, Minarti Dyan Vivi Yosafianti Pohan Waridah Waridah, Waridah Widagdo, Muhammad Rudito Yartati, Rosmini Yeni Rustina Yoga Anjas Pratama Yudhistira, Danang Bagus Zafira, Zahra Zina, Anggelia