Sefthy P B Syahailatua
Yogyakarta State University

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Negative-Worded Items Functioning as Method Artifacts in the Chemistry Identity Scale: Evidence from Exploratory, Confirmatory, and Bifactor Analyses Yuleks Juru Mudi; Aeda Kasrianti; Sefthy P B Syahailatua; Nurul Isnaini; Balthasar Eba
Integrated Science Education Journal Vol 7 No 3 (2026): May
Publisher : Cahaya Ilmu Cendekia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37251/isej.v7i3.2960

Abstract

Purpose of the study: Chemistry identity is an important affective construct in science education because it is associated with learning engagement, academic persistence, and STEM career aspirations. This study aims to evaluate whether negatively worded items represent substantive dimensions of the construct or merely methodological artifacts. Methodology: This study involved 300 senior high school students in Indonesia who completed the Chemistry Identity Scale, consisting of 27 items, including five negatively worded items. Data were analyzed using a comprehensive psychometric approach that incorporated exploratory factor analysis (EFA), confirmatory factor analysis (CFA), and bifactor modeling to distinguish substantive construct variance from method variance attributable to item wording. Main Findings: The findings showed that negatively worded items tended to form a distinct cluster during the exploratory stage, indicating shared method variance. The best-fitting CFA model was the four-factor model with an additional negative wording method factor. Bifactor analysis revealed the dominance of a general chemistry identity factor; however, negatively worded items contributed minimally to the general construct, suggesting that these items function more as sources of method variance than as substantive indicators. Novelty/Originality of this study: The novelty of this study lies in its comprehensive evaluation of wording effects in chemistry identity measurement through the integration of EFA, competitive CFA, and bifactor modeling. These findings have practical implications for educational instrument developers, highlighting the need for greater caution when using negatively worded items, as they may affect score interpretation and lead to less accurate evaluative decisions.
Mapping Research Trends, Themes, and Future Directions of Teaching Factory in Vocational Education: A Systematic Literature Review Sefthy P B Syahailatua; Widihastuti Widihastuti
Integrated Science Education Journal Vol 7 No 4 (2026): July
Publisher : Cahaya Ilmu Cendekia Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37251/isej.v7i4.3551

Abstract

Purpose of the study: Despite the growing number of Teaching Factory studies, a comprehensive synthesis of its research development remains limited. Therefore, this study systematically reviews Teaching Factory research in vocational education published between 2017 and 2026 to identify publication trends, methodological characteristics, major research themes, research gaps, and future research directions. Methodology: This study employed a Systematic Literature Review (SLR) following the PRISMA 2020 guidelines. Literature was retrieved exclusively from the Scopus database using predefined search terms related to Teaching Factory and vocational education. Of 64 identified records, 20 peer-reviewed journal articles meeting the inclusion criteria were analyzed using descriptive and thematic synthesis. Main Findings: The findings revealed a fluctuating but increasing publication trend, with quantitative studies representing the dominant research approach. Six major research themes were identified: Teaching Factory implementation and evaluation, employability and work readiness, industry collaboration, entrepreneurship and industrial work culture, model development, and digital transformation. Several research gaps were also identified, particularly regarding empirical validation, longitudinal research, industry partnership evaluation, and Digital Teaching Factory development. Novelty/Originality of this study: Unlike previous reviews that examined specific aspects of Teaching Factory, this study provides an integrated evidence-based synthesis of publication trends, methodological characteristics, thematic evolution, research gaps, and future research directions. It also proposes a future research agenda highlighting the shift from implementation-focused studies toward impact-oriented and digitally driven vocational education research.