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what's a "high-validity environment"

A high-validity environment is a context or domain in which:

  1. Cues reliably correlate with outcomes – The information available to a decision-maker has a strong, stable, and predictable relationship with the correct answer or successful outcome.
  2. Regularities are statistically consistent – The environment exhibits structured, repeatable patterns that can be learned over time.
  3. Feedback is accurate and timely – The decision-maker receives clear, unambiguous feedback that enables effective learning and calibration.

High-validity environments support the development of expertise through experience and are conducive to accurate intuitive judgments.