Replication Package for "Modeling Responsible Generative Artificial Intelligence Evaluation through Ethical Concerns among Higher Education Students"

This repository contains the dataset and supporting materials for the study “Modeling Responsible Generative Artificial Intelligence Evaluation through Ethical Concerns among Higher Education Students.” The study employed a cross-sectional quantitative survey involving 492 higher education students in Indonesia. The primary constructs examined were Ethical Concerns (B11-B15) and Perceived Usefulness (B16-B20), measured using a five-point Likert scale. The repository includes an analysis-ready dataset, questionnaire documentation, a data dictionary, the final Jamovi analysis file, and the corresponding statistical output. The reported analyses include descriptive statistics, reliability analysis using Cronbach’s alpha, Pearson and Spearman correlations, simple linear regression, and hierarchical regression with demographic and institutional control variables. The final analysis showed a positive association between Ethical Concerns and Perceived Usefulness. Ethical Concerns explained 53.0% of the variance in Perceived Usefulness in the simple regression model (R² = 0.530, p < .001). In the hierarchical model, the addition of Ethical Concerns increased explained variance from R² = 0.613 to R² = 0.652 (ΔR² = 0.039, p < .001). These materials are provided to support transparency, reproducibility, and secondary verification of the statistical analyses reported in the associated manuscript.