It is a scientific platitude that there can be neither precise control nor prediction of phenomena without measurement ~ Scott & Suppes (1957)
About this book
This is an evolving and free book on Artificial Intelligence (AI) for psychological measurement. It explores the intersection of psychometrics and AI, providing case studies, reproducible examples, and deep dives on ethics and privacy. The book can be cited as:
Guenole, N. (2025). Psychometrics.ai: AI for Psychological Measurement. https://psychometrics.ai.
The Python and R code used to create and test all methods in this book, including the inputs and outputs for the Seedling Large Language Model (LLM) training demo, is available on my GitHub page here.
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Nigel Guenole, PhD
London, May, 2025
Book purposeTable of contentsReferencesNote of thanksEndorsementsLicenseUpdate trackingThis work is licensed under a Creative Commons Attribution‑NonCommercial 4.0 International License
