AIRS & Appropriate Reliance Research

Domain knowledge for AI adoption measurement, psychometric instrument development, and appropriate reliance research

This skill contains knowledge about the AIRS-16 validated instrument, the proposed AIRS-18 extension with Appropriate Reliance (AR), and research methodologies for studying AI adoption and human-AI collaboration.

When to Use

• Discussing AIRS-16 or AIRS-18 instruments
• Developing or extending psychometric scales
• Analyzing AI adoption patterns
• Researching appropriate reliance / trust calibration
• Preparing academic papers or research briefs
• Meeting preparation with researchers

Assets