Trader OS
Phase 2 · Probability and risk

Chapter 12 · Risk of Ruin

Why can a positive-expectancy strategy still bankrupt someone?

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Skills to practice
Control lossesProbabilistic decisions
3D simulation
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Market scene

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Zhe stops new trades once teaching capital falls to half its initial amount. The rule stays 40% wins of two units, otherwise loss one, independently repeated 200 times without costs.

Across the same 1,000 seeds, changing only risk fraction gives no threshold hits at 1%, 111 at 5%, 436 at 10%, and 972 at 30%.

Per-trade weighted means remain positive. Why does trying to earn faster make losing the right to continue more likely?

Your decision

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Observe the result

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Risk per tradeThreshold-touch fraction among 1,000 pathsMedian maximum drawdown
1%0.0%12.4%
5%11.1%51.2%
10%43.6%79.6%
30%97.2%About 100.0%

Touches use half initial capital; drawdowns use previous peaks. They cannot replace each other. Approximately 100.0% reflects display rounding, not mathematically zero capital.

The mechanism

Fixed 40% wins, payoff two, loss one, risk proportional to current funds. Seeds 1–1,000 each run 200 trades. Any capital at or below half initial records a touch permanently, even after recovery.

  1. Larger trade amounts
  2. Streaks affect capital more
  3. Remaining capital shrinks
  4. Advance shutdown line is reached
  5. Eligibility to continue is lost

Without costs, initial 100,000 and 1% risk leave about 95,099 after five losses and 90,438 after ten. At 10% risk, ten losses leave about 34,868.

Fractions below all capital with bounded losses never reach exactly zero over finite trades. We measure a predefined survival boundary. Gaps, liquidation, and debt beyond capital are separate mechanisms this model cannot exclude. Chapter 18 shows forced exits.

What it is called

Risk of ruinRisk of Ruin
Probability of touching an operational capital boundary within a specified horizon. Define it first; it need not be zero. Here half initial capital is a teaching stop.
LeverageLeverage
Margin/financing creates notional above equity. This differs from trade-risk fraction and needs separate liquidation rules.
Irreversible lossIrreversible Loss
Lost capital, eligibility, or operational ability. A later model rebound does not automatically restore these.
Survival firstSurvival First
Meet capital/execution constraints before long-run returns. Define pauses, reductions, and restart conditions before outcomes.

Real markets

After forced selling, the rebound is not yoursDerivatives

Chapter 17's liquidated positions cannot participate in flash-crash recovery. Prices returning do not prove holders survived.

Liquidity gaps amplify exitsOrder books

Chapter 14 shows size/cancellations affecting fills. Lack of counterparties during reductions may invalidate fixed one-unit losses.

Adverse outcomes reinforce each otherLiquidation cascades

Forced sales in Chapter 18 trigger the next batch. More independent paths cannot substitute for clustered-loss stresses.

Hands-on

LabWrite a simulated shutdown rule30 minutesRisk Calculator and local reports

Use hypothetical numbers only; no registration or orders. Risk percentage is the budget before stop execution; fees are deducted separately. Edits remain in this page's memory. After calculating, explicitly save a local snapshot or copy the report.

Complete the assumptions and calculate. Invalid inputs will not be replaced by old results.

  1. Record default touches, then change only risk to 5% and 10%, saving reports.
  2. Hold risk and change shutdown line. Inspect stricter-trigger frequency and record horizons/seeds.
  3. Try blank input and equal entry/stop, then restore valid values. Invalid plans must not produce usable position reports.
  4. Specify stopping, reviewers, restarting evidence, and omitted independent-model risks. No real money or entry.

Change one variable

IfRaise risk from 1% to 2%
Same seeds/settings produce 0.1% touches. Small changes alter paths; returns and survival need not scale linearly.
IfMove shutdown closer to initial capital
Earlier triggers cannot reduce hits on identical paths. Eligibility changes; old 50% threshold rates no longer apply.
IfAdd only fixed per-trade costs
Every outcome loses extra cash. Same-seed paths cannot exceed costless paths, and hits cannot decrease. Thin net edges may become negative.

Three depths

One knowledge nodeTRD-PROB-006: one question at each of three depths
  1. FoundationWhy can a positive-expectancy strategy still cause ruin?Chapter 12
  2. AdvancedHow can simulation estimate a sizing rule's ruin probability and maximum tolerable leverage?Advanced D · Portfolio and risk
  3. InstitutionalHow do institutions set stop-loss, liquidation, and Kill Switch thresholds to avoid irreversible loss?Institutional

Report capital boundaries, horizons, rules, and assumptions with touch rates. A standalone percentage cannot explain safety.

Questions to take away

5
What is the worst-case loss?
Write noncontinuation boundaries before return targets.
6
How large should the position be?
Compare fractions with common seeds, stating separate leverage constraints.
10
After the outcome, how do I distinguish luck from decisions?
Do not count hypothetical post-touch recovery as achievable performance.

Chapter self-test

One idea to take away

Excessive size lets bad luck push equity beyond the boundary where trading cannot continue. Define survival constraints before expected returns.

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Why can a positive-expectancy strategy still cause ruin?

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