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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.
A Python tool to calculate the Midpoint Score Index (MSI) from Likert-scale questionnaire data. It reads responses from Excel, optionally applies reverse coding, computes key metrics (frequencies, cumulative proportions, z-scores), and outputs a summary report automatically.
SEM & correlation analysis of project selection criteria vs organisational performance in construction Β· Elsevier 2024. This Methodology is also applicable to IoT data pipelines real-world data collection, ML-based prediction, and evidence-based decision support for physical infrastructure systems.