Decision math
How much to bet, how to mix strategies, and what information is worth.
Pen and paper is fine · no calculator needed why?
Opens at level 49.
Lesson and untimed practice
Read the full lesson and try each skill without a clock. About 3 minutes to read.
skills · practice stats
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Information in bits not tried yet
worked example
Four outcomes have probabilities 1/2, 1/4, 1/8 and 1/8. What is the entropy in bits?
Answer: 1.75 bits
- An outcome with chance 1/2ᵏ carries k bits. Entropy = Σ p × bits.
- 1/2 × 1 + 1/4 × 2 + 2 × 1/8 × 3 = 0.5 + 0.5 + 0.75 = 1.75 bits.
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How much to bet not tried yet
worked example
A bet pays 4-to-1 (win $4 for each $1 staked; lose the $1 otherwise), and you win 46% of the time. What fraction of your bankroll does the Kelly rule say to stake? Give a percent.
Answer: 32.5%
- Kelly: f = p − q/b = 0.46 − 0.54/4 = 0.325, so stake 32.5%.
- (Many people bet half of that to cut the swings.)
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Mixed strategies not tried yet
worked example
A zero-sum game: you pick High or Low, and so does your opponent. Your payoffs: you High, they High: +4; you High, they Low: −1; you Low, they High: +3; you Low, they Low: +4. Your opponent gets the negative of your payoff. At equilibrium, with what probability should you play High? Give a fraction.
Answer: 1/6
- Choose p (your chance of High) so your opponent can't exploit you.
- If they play High, you average 4p + 3(1 − p) = p + 3; if Low, −p + 4(1 − p) = −5p + 4.
- Setting them equal: 6p = 1, so p = 1/6.
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What information is worth not tried yet
worked example
Opening a second store earns +$130,000 if foot traffic is strong (20% chance) and −$460,000 if it's weak. A perfect traffic study would tell you which before you decide. What is the most you should pay for the study?
Answer: $26,000.00
- Without it, opening expects 0.2 × $130,000 − 0.8 × $460,000 = −$342,000, so you wouldn't: $0.
- With it you go ahead only when traffic is strong: 0.2 × $130,000 = $26,000.
- The information is worth $26,000 − $0 = $26,000.
rest ladder
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- mastered · every 90 days