A Unified Validation Framework for Assessing Green Skills Implementation from Basic to Vocational Education: A Measurement Invariance Approach
<ns7:p>The transition toward greener economies has heightened the need for education systems to cultivate green skills from early schooling through vocational pathways. Despite growing interest, existing assessments remain fragmented and lack validation across educational levels. This study develops and validates a unified measurement framework for assessing green skills implementation across basic, lower-secondary, and vocational education. A multi-phase quantitative design was employed, including item development, expert review, exploratory factor analysis, confirmatory factor analysis, and multi-group measurement invariance testing. The final instrument comprised 36 items across six constructs: environmental awareness, sustainable behaviour, critical sustainability thinking, sustainability participation, resource management skills, and technical green practices. Using data from 215 students, the six-factor CFA model demonstrated excellent fit (CFI = .953; RMSEA = .052) and strong reliability and convergent validity across all constructs. Multi-group CFA supported configural and metric invariance, while partial scalar invariance was achieved after freeing four intercepts, enabling valid latent mean comparisons across educational levels. Results indicated a clear developmental progression of green skills, with foundational competencies stronger in primary education and technical competencies highest in vocational students. These findings confirm that green skills evolve along a continuum and can be measured consistently across schooling stages. The validated framework provides a robust tool for curriculum alignment, professional development, and monitoring sustainability competencies within national education systems. This study advances psychometric approaches in sustainability education and offers empirical guidance for policymakers seeking coherent strategies to support future green workforces.</ns7:p>
Authors
- Witri Ramadhani (ORCID: https://orcid.org/0009-0002-1616-7465)
- Anisah Anisah (ORCID: https://orcid.org/0000-0003-2112-4347)
- Aris Susanto
- Arik Umi Pujiastuti
- Andry Ananda Putra Tanggu Mara
- Fitri Alfarisa
- Zuli Nuraeni
- Dewi Puji Rahayu
- Nur Nafisatul Fithriyah
Institutions
- Yogyakarta State University (ID)
- Indonesia University of Education (ID)
- Sriwijaya University (ID)
- Musamus Merauke University (ID)
- Universitas Prima Nusantara Bukittinggi (ID)
- Universitas Muhammadiyah Sidoarjo (ID)
- Ghana Education Service (GH)
- Fondazione Stella Maris (IT)
- Universitas Muhammadiyah Riau (ID)
- Universitas Pgri Banyuwangi (ID)
Publication Details
- Journal
- F1000Research
- Published
- 2026-02-06
- DOI
- https://doi.org/10.12688/f1000research.175658.1
- Primary Topic
- Environmental Education and Sustainability
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Ministrstvo za visoko šolstvo, znanost in tehnologijo
- Lembaga Pengelola Dana Pendidikan