The Conjunction Fallacy: More Conditions, Lower Odds

Lesson 1.3 · 8 min read

Meet Lin: a computer science graduate who loves new tech and spends weekends coding at home. Which is more likely?

Many people pick B because it fits Lin better. But B is just a slice of A: everyone who fits B also fits A, so B can never be more likely than A. Mistaking “more detailed and more believable” for “more probable” is the conjunction fallacy.

Every added condition lowers the odds (or leaves them unchanged)

When an outcome needs several things to go right at once, the overall probability is the product of each step. Say you’re planning a hike with friends next Saturday:

If these are roughly independent, the chance that all three work out is 0.8 × 0.7 × 0.9 ≈ 50%. Each one looks promising on its own, yet together it’s a coin flip.

A starker example: a project has 5 stages, and you’re 90% confident in each. The chance that all go smoothly is 0.9⁵ ≈ 59%. The more stages there are, the wider the gap between “every step looks fine” and “the whole thing works.”

If the steps affect each other, replace each one with “the chance this step succeeds, given the previous ones did” and multiply those — the logic is the same.

Try the multiplier below: add or remove steps, adjust each probability, and watch how fast the total drops.

This is where the interactive demo “Multi-step probability multiplier” lives: in the FoMind app you can drag the controls and see results update live.

Using it in forecasts

In the “Key uncertainties” field, list each condition that has to hold, estimate each one, multiply, and compare the result with your first gut feeling. If your gut was much higher, you were probably won over by a vivid, complete story.

The more specific a story, the more convincing it feels — but every extra condition makes it less likely, not more.

Key points

Continue this lesson in the app

  • Interactive demo: Multi-step probability multiplier
  • 4-question quiz (80% to pass)
  • Practice task: apply this lesson to a real prediction

FoMind ties every lesson to a real prediction: learn it, use it, check the outcome, and see where your judgment is sharp.

Learn about FoMind → Coming soon to the App Store · Free