All corrections
Substack September 24, 2026 at 11:21 AM

www.astralcodexten.com/p/kelly-bets-on-civilization

1 correction found

1
Claim
If you just bet $1 each time , then (on average), you’ll only have $1,008.
Correction

This expected-value calculation is off. Under the article’s own assumptions, five $1 bets have an expected total gain of $2.50, so the expected bankroll is $1,002.50, not $1,008.

Full reasoning

Using the game setup stated in the post, a $1 bet on a double-or-nothing coin flip with a 75% win chance has two outcomes: +$1 with probability 0.75 and -$1 with probability 0.25. Expected value is computed by multiplying each outcome by its probability and summing them.

So the expected gain from one $1 bet is:

  • $1 × 0.75 = +$0.75
  • -$1 × 0.25 = -$0.25
  • Total expected gain per bet = +$0.50

Over five such bets, linearity of expectation gives an expected total gain of 5 × $0.50 = $2.50. Starting from $1000, the expected bankroll after five $1 bets is therefore $1002.50.

So the article’s figure of $1,008 is a math error under the assumptions it gives. (By contrast, the preceding “bet everything” figure of about $7,500 is a reasonable rounding of the correct expected value, $7,593.75.)

2 sources
Model: OPENAI_GPT_5 Prompt: v1.16.0