Questions / Quant trading, Information & Bayes

Separate joint and conditional probabilities

Foundation, about 6 minutes. Question T010.

Market regime H occurs 30% of days. A signal fires on 60% of H days and 20% of other days. What fraction of all days have a signal?

Answer it in the app It's free. You get hints, a second try if you miss, and a follow-up question.

Show the answer and worked solution

Answer: 32% (8/25)

  1. Split all days into regime H (30%) and its complement (70%).
  2. Signal-day mass from H is 0.3 × 0.6 = 0.18; signal-day mass from other regimes is 0.7 × 0.2 = 0.14.
  3. The total is 0.18 + 0.14 = 0.32 of all days, which equals 32%. Both 0.32 and 32% represent the same answer.

Interview shortcut. Total probability: 0.3 × 0.6 + 0.7 × 0.2.

Takeaway. The law of total probability weights each conditional rate by its group frequency.

In the app this has a follow-up where one thing about the setup changes. Try the follow-up.

More information & bayes questions