ED · Experiential Depth
The richness of what you have lived through professionally.
Consequence-bearing decision history, pattern exposure across diverse situations, reflective integration of past experiences. Grounded in Ericsson et al.'s deliberate practice framework and Klein's naturalistic decision-making research. Not just years of experience — the quality of what those years contained.
Klein (1993) · Ericsson et al. (1993)
IA · Intuitive Accuracy
How well-calibrated your professional instincts actually are.
Expert pattern recognition, metacognitive calibration, the ability to distinguish genuine intuition from bias or habit. Grounded in Klein's Recognition-Primed Decision model. High IA means your gut is right more often than chance — and you know when to trust it versus question it.
Klein (1998) · Kahneman & Klein (2009)
CI · Cognitive Independence
How much of your thinking you actually do yourself.
The dimension most directly eroded by AI overuse. Measures your unassisted cognitive performance — working through problems before reaching for any external tool. Includes the timed, AI-free writing task that provides objective performance data. This is also the dimension that generates your AI-Gap Score™.
Kosmyna et al. (2025) · Risko & Gilbert (2016)
EK · Embodied Knowledge
Knowledge that lives in you, not in your tools.
The degree to which your professional knowledge is truly internalized versus externally dependent. Under stress, under time pressure, without digital access — how much do you genuinely own? Grounded in Sloman & Fernbach's knowledge illusion research. Most professionals dramatically overestimate this score.
Sloman & Fernbach (2017) · Lakoff & Johnson (1999)
AJ · Adaptive Judgment
The apex dimension — applying accumulated wisdom to genuinely novel situations.
The rarest and most valuable of the five PQ dimensions. Measures your capacity to take experience from known territory and apply it creatively when you encounter situations outside your direct expertise. Cross-domain transfer, mental simulation, first-principles reasoning. What most people call wisdom, made measurable. Grounded in Ericsson's expert adaptability research.
Ericsson et al. (1993) · Klein (1998) · Hatano & Inagaki (1986)
The results that
surprised people most.