About the AIRE Assessment™

The AIRE Assessment™ (AI Readiness Employee Assessment) is a psychometric instrument that measures individual employees' AI readiness across four dimensions — Awareness, Initiative, Rigor, and Execution — and assigns one of nine industry-specific archetypes.

The 4 Dimensions

• Awareness — how curious and open a person is toward AI.
• Initiative — whether they self-start with new tools or wait to be told.
• Rigor — how critically they evaluate AI outputs.
• Execution — whether they actually integrate AI into their daily work.

Methodology

The AIRE draws on established psychometric research including the Big Five personality traits (IPIP), Cognitive Reflection Test (Frederick 2005), Personal Initiative Scale (Frese et al. 1997), Technology Readiness Index (Parasuraman 2000), Technology Acceptance Model (Davis 1989), UTAUT (Venkatesh et al. 2003), AI Learning Readiness Self-Efficacy (Oksanen et al. 2026), Need for Cognition (Cacioppo & Petty 1982), and Critical Thinking Disposition (Facione 1990s).

Every respondent answers 36 items on a 4-point Likert scale. Items include positively and negatively keyed pairs for consistency scoring, an attention check to filter careless responding, and a distinguishing item used for tiebreaks between adjacent archetypes.

Scoring

Reverse-scored items are flipped, dimensional sums are normalized to a 0–100 scale, and archetype assignment is a weighted match against primary and secondary dimension patterns. Confidence intervals are reported to communicate measurement precision honestly.

Limitations

The AIRE is informational and educational. Results do not constitute professional advice or employment recommendations, and shall not be used as the sole basis for hiring, firing, promotion, or compensation decisions.