Quote:
Originally Posted by sports_quant99
The thing i'm not following you on is "expected growth". It doesnt make sense ... expected *value* is how your bankroll will truly grow in the long run.
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The example you gave in your Rx thread, whereby raising your bet to 25% of bankroll, your expected growth rate then becomes negative, defies common sense. The only thing that changes is your volatility, but your long term bankroll will grow.
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First off, welcome to SBR.
I take it you've already read the first article in this series where I tried to illustrate the difference between expected value and expected growth? Guess I didn't do such a good job. huh?
The difference between expected value and growth is the same as that between an arithmetic and a geometric mean.
You can think of the expected value of a bet as the arithmetic mean of all outcomes were you to repeat the same dollar-value bet an infinite number of times.
Expected growth, on the other hand, corresponds to the
geometric mean outcome you'd obtain were you to repeat the same
percentage-of-bankroll bet an infinite number of times.
This is a subtle but extremely importance difference.
The best way to see the difference is by considering a bet of 100% of one's bankroll. The win probability and payout odds are irrelevant to the discussion, just long as they're less than 100% and infinity respectively. For the sake of this discussion we'll assume the win probability is 99% and the bet is made at +100 (decimal: 2.0000). This bet has an expected value of 2*99% - 1 * 100% = 98% of bankroll, and corresponds to expected growth of (1+(2-1)*100%)
99% * (1-100%)
1% = -100% (this latter figure implies that as your number of sequential bets increases, your probability of going bankrupt approaches certainty). We'll assume the starting bankroll is $100.
After 1 bet, there's a 99% probability of winning and ending up with a bankroll of $200, and a 1% probability of ending up with a bankroll of zero (in which case betting would stop as the player would have no more money with which to play).
After 10 bets, there's a 1-99% ≈ 90.4% probability of ending up with a bankroll of 210* $100 = $102,400 and a roughly 9.6% probability of ending up bankrupt.
After 1,000 bets, there's a 1-99%1,000 ≈ 0.00431712% probability of ending up with a bankroll of 21,000* $100 ≈ $1.07151 × 10303 and a 99%1,000 ≈ 99.995683% probability of ending up bankrupt.
What we see is that the
expected return per bet is always constant at 98%. However, the expected average growth rate per bet is -100%.
Another way to think of expected growth after a large number of bets is that it represents the single
most likely outcome. Expected value, on the other hand, represents the average outcome regardless of its relative likelihood.