Al Ishlah Jurnal Pendidikan
Vol 18, No 1 (2026): MARCH 2026

A Phased Model for Data-Driven Teacher Performance Management Using Educational Analytics in Indonesia

Irmawati Thahir (Universitas Muhammadiyah Makassar)
Nurasia Natsir (Institut Ilmu Kesehatan Pelamonia)



Article Info

Publish Date
02 Apr 2026

Abstract

Empirical evidence on data-driven teacher performance management in resource-constrained contexts remains limited, particularly in Eastern Indonesia. This study examines the transition from traditional to data-driven performance management in secondary schools in Makassar City. A concurrent embedded mixed-methods design was employed, prioritizing quantitative data with qualitative insights to explain contextual dynamics. The sample comprised 113 teachers (94.2% response rate) and 15 principals from 15 purposively selected schools categorized as adopters, transitional, or traditional. Teacher performance was measured across four domains: lesson planning, instructional delivery, assessment, and professional conduct. Validated questionnaires (α 0.87; CFI = 0.96, RMSEA = 0.048) were analyzed using t-tests and ANOVA with effect sizes and assumption checks. Qualitative data from interviews, focus groups, and observations were thematically analyzed and integrated. Traditional approaches predominated (67%). Adopter schools (33%) scored significantly higher across all performance management dimensions (p 0.001). Teachers in adopter schools demonstrated a 23% higher mean performance score over one academic year (F = 18.45, p 0.001, η² = 0.25). Key enabling factors included leadership, digital infrastructure, and data literacy, while barriers comprised resistance to change, budget limitations, and competency gaps. Although findings are associational due to the cross-sectional design, results suggest that data-driven systems are linked to improved teacher performance. The study proposes a phased implementation model—awareness, capacity building, piloting, scaling, and institutionalization—tailored to resource-constrained settings.

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Journal Info

Abbrev

alishlah

Publisher

Subject

Education Languange, Linguistic, Communication & Media Mathematics Other

Description

This journal focuses on advancing scholarly research and critical discourse in the field of education. It publishes original research articles that address contemporary issues and emerging trends in curriculum development, instructional practices, learning processes, educational policy, and teacher ...