- breaching a prop firm’s daily or overall loss limit;
- falling below required margin or operating capital;
- reaching a drawdown at which the strategy must stop;
- losing enough capital that recovery is no longer acceptable.
What determines the estimate
- probability and size of wins and losses;
- trading costs and financing;
- position-sizing method;
- starting capital and failure threshold;
- number of trades or time horizon;
- dependence between outcomes;
- gaps, slippage, and tail losses;
- changes in market regime or strategy edge.
Why simple formulas can mislead
Closed-form formulas often assume independent trades, fixed win/loss amounts, stable probabilities, and an unlimited sequence. Real strategies can have variable payoffs, clustered losses, correlated positions, regime changes, and external rules based on equity at particular times. Monte Carlo simulation can incorporate more realistic distributions and rule mechanics, but it remains dependent on the quality of the inputs.Practical estimation process
1
Define ruin
Specify the exact balance, equity, daily-loss, or trailing-drawdown threshold.
2
Build a net outcome distribution
Include costs and live execution, not only ideal backtest trades.
3
Model position sizing
Recalculate size as the account changes and aggregate simultaneous risk.
4
Add dependence and stress
Test clustered losses, wider slippage, correlation, and strategy degradation.
5
Estimate breach frequency
Run many paths and report the percentage that cross the boundary.
6
Repeat with uncertainty
Vary the assumptions instead of presenting one precise probability as fact.
Risk of ruin vs drawdown
Drawdown measures the decline from a prior peak. Risk of ruin estimates the probability of crossing a chosen failure level. A system can have a low probability of literal bankruptcy and a high probability of violating a 10% account rule.Monte Carlo simulation
Model distributions and rule-specific breaches.
How losing streaks behave
Understand run risk and dependence.
How much to risk
Translate acceptable failure risk into a sizing decision.
Prop risk management
Define ruin using external loss rules.
Risk-of-ruin figures are estimates, not guarantees. Small changes in assumptions can materially change the result.