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thinking-probabilisticlisted

Express confidence in ranges, update predictions with new information, and track calibration over time. Use for project estimation, risk assessment, and decision making under uncertainty.
babypochi06/cc-thinking-skills · ★ 1 · AI & Automation · score 74
Install: claude install-skill babypochi06/cc-thinking-skills
# Probabilistic Thinking ## Overview Probabilistic thinking, informed by the research of Philip Tetlock's "Superforecasting," treats beliefs as probabilities rather than certainties. Good probabilistic thinkers express confidence in ranges, update beliefs when evidence changes, and track their accuracy to improve calibration over time. **Core Principle:** Express beliefs as probabilities. Track predictions. Update when wrong. Calibrate over time. ## When to Use - Project timeline estimation - Risk assessment - Predicting outcomes (launches, decisions, events) - Evaluating uncertain technical choices - Making decisions without complete information - Any forecast or prediction Decision flow: ``` Making a prediction? → Is outcome uncertain? → yes → EXPRESS AS PROBABILITY → Can you track the outcome? → yes → RECORD AND CALIBRATE → New information available? → yes → UPDATE PROBABILITY ``` ## Core Concepts ### Probability as Confidence Convert vague language to numbers: | Vague Statement | Probability Range | |-----------------|-------------------| | "Certain" | 99%+ | | "Almost certain" | 90-99% | | "Very likely" | 80-90% | | "Likely" / "Probable" | 65-80% | | "Better than even" | 55-65% | | "Toss-up" | 45-55% | | "Unlikely" | 20-35% | | "Very unlikely" | 10-20% | | "Almost impossible" | 1-10% | | "Impossible" | <1% | ### Confidence Intervals Express estimates as ranges, not points: ``` BAD: "The project will take 6 weeks" GOOD: "I'm 80% confident the project w