Coaching practices for How to Estimate From Reference Points

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

  • 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’m staring at a question that feels totally out of reach, and it never occurs to me that I already know one solid number nearby that I could just scale up or down from
  • I’m guessing how this goal of mine will play out purely from my own picture of it, and it feels sure to work
  • I’m convinced my project is special and the usual horror stories don’t apply to me
  • Each project wraps up and I move straight on without ever writing down what I’d guessed versus what actually happened

Practices that may help

  1. 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
  2. Anchor on what you know and scale from there
    Start from a number you are confident about, then reason to the unknown.
    Fermi Estimation
  3. 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.
  4. Use reference classes to ground personal estimates in base rates
    Before estimating how your situation will unfold, find similar past situations and check what happened.
    Bayesian Thinking: How to Update Beliefs Rationally
  5. Identify the right reference class for your situation
    Find a well-defined set of past situations that are structurally similar to yours and collect their outcome data.
    Reference Class Forecasting
  6. Conduct post-project debriefs to contribute to the class data
    Record actual vs. forecast outcomes honestly — this builds the reference class that future forecasts depend on.
    Reference Class Forecasting
  7. Use reference class forecasting for project estimates
    Estimate how long similar projects have taken historically before estimating your specific project.
    Base-Rate Neglect: Why We Ignore the Odds
  8. Log actual vs. estimated time for every task
    Build a personal database of your own estimation errors so you can calibrate future predictions.
    The Planning Fallacy — Why Your Estimates Are Always Wrong
  9. Reference class forecasting
    Before estimating, look up how long similar past projects actually took — not how they felt.
    The Planning Fallacy — Why Your Estimates Are Always Wrong
  10. Track your estimates and calibrate
    Compare your Fermi estimates to actual figures when you can, and use the gap to improve future estimates.
    Fermi Estimation

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