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AIRS & Appropriate Reliance Research - AI Adoption Measurement & Appropriate Reliance Research

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

Tags

Updated: 2026-05-11

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • discuss AIRS instruments
  • develop psychometric scales
  • analyze adoption patterns
  • research appropriate reliance
  • prepare research documents
  • coordinate research meetings

Inputs

  • Survey response data
  • Research objectives
  • Statistical analysis requirements

Outputs

  • AIRS assessment scores
  • Adoption typology reports
  • Psychometric validation results
  • Research briefs
  • Calibration metrics

Requirements

  • Psychometrics knowledge
  • Statistical analysis tools
  • Research methodology understanding

Source

  • Spec: SKILL.md

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AI adoption
Psychometrics
Appropriate reliance
AIRS scale
Trust calibration
discuss AIRS instruments
develop psychometric scales
analyze adoption patterns
research appropriate reliance
Survey response data
Research objectives
Statistical analysis requirements
AIRS assessment scores
Adoption typology reports
Psychometric validation results