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Anfal-AR / ordinal-mediation-advocacy

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Ordinal regression and mediation analysis examining the gap between AI adoption and advocacy among K-12 educators. Part 3 of a three-paper series using JASP and Python. N=189 teachers in Jordan.

artificial-intelligence bootstrap-method mediation-analysis structural-equation-modeling ordinal-regression educational-technology jasp education-research technology-adoption ai-in-education diffusion-of-innovation proportional-odds k12-education teacher-technology
  • Updated Dec 12, 2025
  • Python

Anfal-AR / rf-perception-dominance

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Random Forest vs nested logistic regression comparing predictors of AI adoption among K-12 educators (N=189). Beliefs about student learning dominate all predictors (importance=0.415). 97.3% accuracy, AUC=1.000. JASP for stats/ML, Python for visualization. DOI: 10.5281/zenodo.17519163

python data-science machine-learning random-forest scikit-learn data-visualization artificial-intelligence classification logistic-regression predictive-modeling mann-whitney model-comparison jasp education-research technology-adoption research-portfolio k12-education published-research teacher-perception
  • Updated Dec 11, 2025
  • Python

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