Resources
Frameworks and guides for AI skills assessment.
Open frameworks, practical guides, and reference materials for measuring and developing AI proficiency. Everything here is public, citable, and based on the methodology Emeri uses to grade assessments.
Core resources
AI Skills Assessment Framework
The open, citable framework underlying Emeri: six competencies, four bands, behavioral markers, and methodology. Based on the published standard.
Read the guideAI Skills Matrix
Observable behaviors mapped to the six competencies at foundational, developing, and stronger proficiency levels. A practical reference for hiring and development.
Read the guideHow to Assess AI Skills
Practical guide for evaluators: defining purpose, choosing assessment methods, allowing AI use, interpreting results, and handling privacy and fairness concerns.
Read the guide