Phase 2 introduction
Probability and risk. Decide with probabilities rather than opinions; learn to survive before focusing on profits.
What this phase establishes
“BTC will rise” is an opinion. “Under this condition, BTC has a 55% chance of rising 3% and a 45% chance of falling 2%” is a calculable decision.
This phase begins with probability, then expectancy, win rate and payoff ratio, variance and drawdown, and ends with the two things determining whether you survive: position sizing and risk of ruin.
Six chapters
What differs between saying BTC will rise and saying it has a 60% chance of rising?
Is a trade with only a 40% chance of winning worthwhile?
Why can a strategy with a 90% win rate keep losing money?
Why can a positive-expectancy strategy lose several times consecutively?
What size suits the same trading idea?
Why can a positive-expectancy strategy still cause ruin?
Phase project: Risk Calculator
Use the calculator below to produce a copyable simulated risk report after completing six chapters. No registration or orders are needed. Editing inputs does not automatically save them. After generating a valid report, copy it or explicitly save a local snapshot. Refreshing clears unsaved inputs.
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.
Inputs:
- Account size and the fraction you are willing to risk per trade
- Entry and stop prices
- Assumed win rate, average payoff ratio, and total cost per trade (R)
- Number of trades and shutdown threshold (remaining fraction of initial capital)
Outputs:
- Position quantity, notional value, and account exposure implied by your assumptions—not live position advice
- The trade's expectancy
- Account balance after 5 and 10 consecutive losses
- The fraction of 1,000 simulated paths that touched the shutdown threshold during the observation period, and the drawdown distribution
Submission and self-check
- Keep the default teaching assumptions initially; verify planned risk, quantity, and results including costs.
- Change only the risk fraction and save a second report. Then add costs separately and save a third. Recalculate after each change; reports include input snapshots and seeds.
- State the evidence, sample dates, and invalidation conditions behind probability and payoff estimates. Explicitly label unknowns.
- Add a shutdown rule: what to do after a breach, what to inspect, and what evidence permits restarting.
Distinguish expectancy from a single outcome, planned stops from guaranteed losses, and peak-to-trough drawdown from an initial-capital shutdown threshold. Completion requires recalculating the default quantity, explaining cost changes, distinguishing threshold touches from final profit/loss, and identifying omitted gap and dependence risks. If automatic copying is unavailable, copy manually from the report text box.
Knowledge nodes
| concept_id | Nodes | Foundation | Advanced | 3D |
|---|---|---|---|---|
| TRD-PROB-001 | Probability Probability | Chapter 7 | A | — |
| TRD-PROB-002 | Expected value Expected Value | Chapter 8 | A | — |
| TRD-PROB-003 | Win rate and reward/risk Win Rate & Payoff | Chapter 9 | B | — |
| TRD-PROB-004 | Variance and drawdown Variance & Drawdown | Chapter 10 | A | — |
| TRD-PROB-005 | Position management Position Sizing | Chapter 11 | D | — |
| TRD-PROB-006 | Risk of ruin Risk of Ruin | Chapter 12 | D | — |
Self-test before skipping
No. If its average win is twice its average loss, expectancy = 0.4 × 2 − 0.6 × 1 = 0.2: an average gain of 0.2 units per unit of risk.
Not necessarily. With independent trades and a constant 40% win rate, the probability of losing eight specified trades is about 1.7%; the probability of at least one eight-loss streak somewhere in 200 trades is about 75%. These ask different questions. Invalidation still needs sample and mechanism evidence.
100%. Losses and recovery are asymmetric; drawdown control is therefore position management's first objective.
Planned risk is $1,000; loss per unit is $3,000. Quantity is one third, worth $20,000. This assumes execution at those prices and excludes costs; it does not guarantee a maximum $1,000 loss.
No. Report only the finite-sample result for the stated horizon, seed, and assumptions. The model may omit gaps, correlation, changing probabilities, and liquidation.
A 40% win rate and payoff ratio of 2 give gross expectancy of 0.2R. Deducting 0.05R per trade yields 0.15R net expectancy: $150 when first-trade risk is $1,000.