Guide + workbook
What Makes a Skill Measurable?
Measurement basics
A practical guide to constructs, indicators, evidence, scoring, interpretation limits, and common measurement failure patterns.
Free resources
A public library for serious learning, available directly on this website.
The library includes website-exclusive explainers, reading guides, methods notes, checklists, templates, and practical guides that help people think more clearly about psychology, skills, measurement, work, evidence, and AI.
Open library
Useful starting points before you take a course.
Browse concise explanations, checklists, reading routes, and practical notes that help you understand key ideas and apply them more confidently.
Library
Free resources by topic.
Each resource card marks its format, availability, and downloadable materials for direct use.
Reading route
Reading List: Social and Emotional Skills
Psychology and SEL
A structured route through SEL concepts, frameworks, development, assessment, critical reading, and practical transfer.
Methods note + worksheet
Measurement Invariance in One Map
Psychometrics and Assessment
A practical methods note explaining why cross-group comparisons can fail and how to review comparability evidence before interpreting differences.
Reader protocol
How to Read an Assessment Report
Assessment literacy
A reader protocol for interpreting scores, profiles, categories, uncertainty, recommendations, provider claims, and limits.
Checklist + review log
Responsible AI Feedback Checklist
AI and Digital Assessment
A human review framework for AI-supported feedback in educational, HR, learning, reporting, and assessment contexts.
Primer + worksheet
Skill Mismatch: A Practical Primer
Work and Skills
A practical primer on qualification mismatch, skill gaps, underuse, skill obsolescence, opportunity barriers, and learning decisions.