Coaching practices for How to Use Base Rates in Decisions

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Does this sound like the set of challenges you might be facing?

  • One story has completely sold me on something and I’m about to act on it
  • I build my estimate from my own optimistic story first and only glance at how long these things usually take at the very end as a sanity check
  • I always build my whole story first
  • When I look for examples of people who did what I’m about to do, all I find are the success stories
  • I keep hearing about the handful of people this worked out for and it’s pulling me in

Practices that may help

  1. Base-Rate Neglect: Why We Ignore the Odds
    Base-rate neglect is the tendency to underweight or ignore prior probabilities (how often things happen in general) when vivid, specific information is available. Identified by Kahneman and Tversky, it is one of the most robustly replicated biases in judgment research, and it leads to systematic overconfidence in predictions about specific cases. Correcting it requires actively looking up or estimating base rates before evaluating individual information.
  2. Ask the base rate before evaluating the specific case
    Before judging any individual instance, first establish how often this kind of thing happens in general.
    Base-Rate Neglect: Why We Ignore the Odds
  3. Anchor on the base rate before adding inside-view details
    Start your forecast from the class median, then adjust — do not start from your narrative and adjust to the base rate.
    Reference Class Forecasting
  4. Reference Class Forecasting
    Reference class forecasting, developed by Daniel Kahneman and Amos Tversky and formalized by Bent Flyvbjerg, improves forecast accuracy by anchoring on the statistical distribution of outcomes for similar past projects rather than on the details of the current one. The method reliably corrects the optimism bias that inflates cost, time, and benefit estimates in planning — the evidence base here is real and specific.
  5. Lead with statistics, then interpret with narrative — not the reverse
    Use the base rate as your anchor, then adjust for your specific situation — not the other way around.
    The Availability Heuristic: Why Memorable Feels Probable
  6. Actively seek disconfirming cases
    When researching base rates, specifically look for cases where things went badly — failure cases are underrepresented in natural memory.
    The Outside View
  7. Always identify the denominator when evaluating risk or success
    When a number or story is striking, ask: "Out of how many total cases?"
    Base-Rate Neglect: Why We Ignore the Odds
  8. Choose the right reference class for any prediction
    Find the statistical base rate for the category your decision belongs to — not just the inspiring examples.
    Survivorship Bias: Learning from What You Can’t See
  9. Check the actual base rate before trusting your intuitive estimate
    When an event feels common or rare, look up how often it actually happens.
    The Availability Heuristic: Why Memorable Feels Probable
  10. Deliberately invoke the outside view for important decisions
    For any high-stakes prediction, force yourself to start with how things typically go, not how your situation feels.
    Base-Rate Neglect: Why We Ignore the Odds

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