How long does a bankroll survive?

Set a bankroll, a bet, a win chance and a strategy. Every number below updates as you change them. Nothing here is a prediction — it is what the mathematics of the scenario implies.

Scenario

Current game: an abstract betting round — each round wins with probability 49.00%, paying 1 to 1. This is not any real casino game; to try one, pick a preset above, such as baccarat.

Drag this first. It changes the conclusion more than anything else on the page.

Advanced — win chance, payout, push, table limits, seed

Rounds are capped at 100,000.

72.5% of sessions finish ahead — typically by $245.

27.2% run out of bankroll or can no longer place the next required bet, typically down $871.

Across all 50,000 simulated sessions the expectation is −$48.

Estimated from 50,000 simulated sessions and still converging. Figures carry a margin of error that narrows as the run completes.

startmeanmedian
Ending bankroll. Grey shows flat betting on the same scenario. Estimated by simulation.

Expected versus typical

Expected ending bankroll
$952

The average across every simulated session (−$48).

Typical ending bankroll
$1,239

What the middle session experienced ($239).

These differ because the distribution is lopsided. The average is pulled by outcomes that occur rarely; the median describes the session in the middle.

Preparing sample paths…

Outcomes

Finish ahead
72.5%
Finish behind
27.5%
Bankroll exhausted
0.1%

Could not place even the minimum bet.

Strategy could not continue
27.1%

The next required bet exceeded the bankroll or the table maximum, with money still left.

Full detail — percentiles, risk metrics, and the exact figures

Distribution of ending bankroll

P1
$8
P5
$44
P25
$502
P50
$1,239
P75
$1,249
P95
$1,261
P99
$1,270

Risk

Average largest bet
$307
Median maximum drawdown
$255
Average longest losing streak
8
Average total wagered
$2,244

Exact figures

Computed in closed form. No simulation, no margin of error.

Expected loss per $100 wagered
$2
Fair payout for this win chance
1.0408 to 1
Break-even win chance at this payout
50.00%
Chance the next 10 resolved rounds all lose
0.12%
Chance of at least one 10-loss streak within 500 rounds
25.08%

A different question from the one above, and a much larger number.

Typical longest losing streak
8

95th percentile: 12.

Worked example

Starting with $1,000, betting $1 at a 49.00% win chance and doubling after every loss, over 500 rounds, simulated many times:

Expected ending bankroll$952
Typical (median) ending bankroll$1,239
Chance of finishing ahead72.5%
Chance the strategy cannot continue27.1%
Expected loss per $100 wagered$2
Typical longest losing streak8

72.5% of sessions finish ahead — typically by $245.

27.2% run out of bankroll or can no longer place the next required bet, typically down $871.

Across all 50,000 simulated sessions the expectation is −$48.

Questions

How long will my bankroll last?

It depends far more on the strategy than on the bankroll. With $1,000 betting $1 and doubling after every loss, the average session completes 208 winning cycles before the progression needs a bet it cannot cover. Over 500 rounds, 27.1% of sessions reach that point.

What is risk of ruin?

The probability of being unable to place another bet within a stated number of rounds. This page separates two ways that happens: the bankroll reaching zero, and the strategy requiring a bet larger than the bankroll while money remains. The second is far more common with a doubling progression, and conflating them understates the risk.

Does doubling after a loss change the odds?

No. The expected loss is $2 per $100 wagered regardless of how the bets are sized. What doubling changes is the shape of the distribution: many small completed cycles, and rare losses large enough to end the session. Over 500 rounds 72.5% of sessions finish ahead, and the average result is still −$48.

Why is the average different from the typical result?

The average ending bankroll here is $952 while the median is $1,239. When a distribution has a long tail on one side, the average is pulled toward outcomes that occur rarely. The median describes what the middle session actually experienced.

How likely is a losing streak?

Two different questions get confused here. The chance that the next 10 resolved rounds all lose is 0.12%. The chance of seeing at least one 10-loss streak somewhere within 500 rounds is 25.08% — much larger, because there are many places for it to happen. Both are computed exactly.

Are these results exact?

Some are. Expected value, fair payout, break-even win chance and every streak probability are computed in closed form and carry no error. Flat betting is solved exactly by dynamic programming when the payout allows it. Path-dependent results — anything involving a progression, maximum drawdown, or the largest bet reached — are estimated by simulation and are shown with a margin of error. The page marks which is which.