Module 8 · Evaluate outcomes and claims

Evaluate outcomes and claims — Trading Academy

Combine payoff, costs, drawdown and sample quality. Finishing these lessons is a study milestone, not proof of a trading edge.

Start this module View the course map

First lesson: Separate payoff from expectancy. No sign-up required.

Saved resources

Lesson 1 of 3

Separate payoff from expectancy

Not completed

By the end of this lesson

  • Calculate a simple two-outcome break-even win rate.
  • Explain why a favourable target ratio does not establish positive expectancy.

Suggested preparation: Include costs consistently, Account for a breakout’s execution

Read the reference guide

Work it through

For a simplified model with USD 100 lost per loser and USD 200 gained per winner, calculate the gross break-even win rate. Then explain how costs and non-target exits change the model.

Check your understanding

1. Ignoring costs and other exit types, what win rate breaks even if winners gain USD 200 and losers lose USD 100?
2. A plan has a 2:1 gross reward-to-risk ratio. What additional evidence is needed to assess expectancy?

Lesson 2 of 3

Understand recovery and loss sequences

Not completed

By the end of this lesson

  • Calculate recovery from the reduced balance.
  • Distinguish an assumed loss sequence from a forecast of its likelihood.

Suggested preparation: Separate payoff from expectancy

Read the reference guide

Work it through

Start with a hypothetical USD 10,000 balance, reduce it by 20%, and calculate the gain needed to return to the starting balance. Record why equal percentages do not cancel.

Check your understanding

1. A balance falls from USD 10,000 to USD 8,000. What percentage gain on USD 8,000 restores USD 10,000?
2. A calculator shows the effect of ten losses at a chosen percentage of the changing balance. What has it measured?

Lesson 3 of 3

Assess signals and performance claims

Not completed

By the end of this lesson

  • Check signal completeness and execution assumptions.
  • Evaluate win-rate claims alongside payoff, costs, drawdown and sample selection.

Suggested preparation: Understand recovery and loss sequences, Read beyond the FOMC headline

Read the reference guide

Work it through

Create a review checklist for a sample signal: instrument, direction, time, entry rule, expiry, stop, target, size assumptions and costs. Treat incomplete evidence as an unanswered question.

Check your understanding

1. A hypothetical ten-trade record has eight gains of USD 10 and two losses of USD 60. What is the total before costs?
2. Which evidence would make a signal-service performance claim more assessable?

Deepen this module.

Prepared by InsomniCapital. Checked 2 October 2026. Sources and detailed assumptions appear in each linked guide. Read the risk disclosure.