THE FUTURE MARKETACADEMY
Your classroomRoom 18 · Trading Floor
School of Trading (education only)

Risk & Performance Analysis: statistics, drawdowns and journaling

What you'll be able to do
  • Measure a list of results honestly with R-multiples, expectancy, profit factor and costs, and explain why a positive number on paper is not a promise.
  • Judge how much a small sample of trades can really tell you (and how much is luck).
  • Analyse drawdowns: depth, time under water and the math of recovery.
  • Read the Sharpe ratio, the Sortino ratio and similar measures, and know what they hide.
  • Spot edge cases that break risk math: gaps, correlated positions, leverage, and the trap of backtest overfitting.
  • Audit a trading claim (a course, a signal group, a "track record") against research and regulator warnings.

This course is education only. It teaches how to analyse results, and how easy it is to fool yourself. It gives no signals, no trade ideas and no recommendations to buy or sell anything, and it does not say that any method "works" or that any number below can be earned. Studies of real people (Lesson 7) show that most active retail traders lose money, and past results do not predict future results. Every exercise uses made-up data, demo or paper-trading records only. Consult a licensed professional registered with your provincial or territorial securities regulator before making any decision with real money.

Before this course: Trading Basics (course 5.5) and Trading Strategies and Risk Management (course 5.12). We assume you can already work out position size, risk-to-reward and break-even win rate, keep a journal, and name the backtesting traps. This course does not repeat those lessons. It goes one step deeper: statistics, drawdown analysis, performance measures, edge cases and honest records.

Words in this course 74Open the Vocabulary Hall
01

R-multiples, expectancy and costs

In simple words

Imagine you shoot baskets and keep score in "attempts", not dollars. Some shots score a lot, most score nothing. To know if your game is any good, you count what you risk on each shot, add up all shots, and subtract the cost of renting the gym. Many players forget the gym fee.

Key facts
  • Education only. The numbers here are invented to show the math. They are not results of any real method.
  • An R-multiple measures a trade in units of the amount you risked. If you risked $100 (1R), a $200 result is +2R and a full stop-out is -1R. This lets you compare trades of different sizes. (Risk per trade: course 5.5 and 5.12.)
  • Expectancy is the average result per trade, in R: Expectancy = (win rate x average win) - (loss rate x average loss). Example: win 40% of the time, average win 2R, average loss 1R. Expectancy = 0.4 x 2 - 0.6 x 1 = +0.2R per trade before costs.
  • Costs are measured in R too. If fees, spread and slippage cost 0.25R per trade, the same example becomes 0.2 - 0.25 = -0.05R per trade. It turns from a winner to a loser on paper.
  • Profit factor = total gross profit / total gross loss (before or after costs, say which). Above 1 means the winners were bigger than the losers in that list. It says nothing about the future.
  • A list is only a description of the past. An expectancy computed from 20 trades is an estimate with a large error (Lesson 2).
  • Failure modes:
  • Ignoring costs, or using the "ideal" price instead of the real fill.
  • Using average win and average loss from a few trades.
  • Removing "outliers" (one big winner) that actually made the whole result. If you remove the best trade, check what is left.
  • Mixing styles and markets in one list, so the numbers describe nothing in particular.
Example (made-up data)

Twenty pretend trades, results in R: +2, -1, -1, +3, -1, -1, +2, -1, -1, -1, +4, -1, -1, +2, -1, -1, -1, +3, -1, -1. Wins: 6 (30%), total +16R. Losses: 14, total -14R. Net +2R, so expectancy = +0.1R per trade. Profit factor = 16 / 14 = about 1.14. If costs were 0.15R per trade (3R over 20 trades), the net becomes -1R, and expectancy becomes -0.05R. Without the +4R trade, the net would be -2R before costs.

Step by step
  1. Open a spreadsheet and paste the 20 made-up results above in one column.
  2. Count the wins and losses (use COUNTIF; names can differ by app) and write the win rate.
  3. Add the wins and the losses separately, and divide to get the profit factor.
  4. Divide the net result by 20 to get the expectancy in R.
  5. Subtract a made-up cost of 0.15R from every trade and recompute everything.
  6. Delete the best trade and recompute once more.
  7. Check: you should get +2R, 30%, profit factor about 1.14, expectancy +0.1R, after costs -1R, and -2R without the +4R trade. Write one sentence on why a result that depends on one trade is fragile.
Watch on YouTube
Your trade plan objectiveCME Group · YouTube · youtube.com

Videos by other creators on YouTube, for reference. They are not made by or affiliated with The Future Market.

LESSON 01R-multiples, expectancy and costs
LESSON 01 / ANIMATED LESSON / AI VOICE00:00 / 01:00
Read the video script
[Host] "Count your trades in units of risk, not in dollars. That is an R-multiple."
[Text on screen: expectancy = win rate x average win - loss rate x average loss] "Expectancy is the average result per trade."
[Text on screen: 40% x 2R - 60% x 1R = +0.2R] "Win forty percent of the time, win two R, lose one R: plus point two R, on paper, before costs."
[Text on screen: costs 0.25R per trade: -0.05R] "Take off costs of a quarter R per trade, and the same list is a loser."
[Host] "A list of past results describes the past. It does not promise anything. Made-up numbers only."
Try it now

Make up a second list of 20 results in R (include at least one big loss). Compute win rate, profit factor and expectancy, then re-compute with a cost of 0.1R and without your best trade. Write two sentences on how fragile your list is.

ClaudeStuck? Copy a ready-made prompt for Claude

Copy this, open Claude, paste it, and Claude will walk you through the lesson step by step.

For a grown-up: Claude is for adults (18+). Copy this, paste it into Claude, and use the answer to explain the lesson to your child.

I'm learning "Risk & Performance Analysis: statistics, drawdowns and journaling" on The Future Market. Lesson 1: "R-multiples, expectancy and costs".

What the lesson teaches:
- Education only. The numbers here are invented to show the math. They are not results of any real method.
- An R-multiple measures a trade in units of the amount you risked. If you risked $100 (1R), a $200 result is +2R and a full stop-out is -1R. This lets you compare trades of different sizes. (Risk per trade: course 5.5 and 5.12.)
- Expectancy is the average result per trade, in R:
- Costs are measured in R too. If fees, spread and slippage cost 0.25R per trade, the same example becomes 0.2 - 0.25 = -0.05R per trade. It turns from a winner to a loser on paper.
- Profit factor = total gross profit / total gross loss (before or after costs, say which). Above 1 means the winners were bigger than the losers in that list. It says nothing about the future.
- A list is only a description of the past. An expectancy computed from 20 trades is an estimate with a large error (Lesson 2).
- Failure modes:

The exercise I'm working on:
Make up a second list of 20 results in R (include at least one big loss). Compute win rate, profit factor and expectancy, then re-compute with a cost of 0.1R and without your best trade. Write two sentences on how fragile your list is. ---

I'm stuck. Please:
1. Explain the main idea in plain, simple words with one everyday example.
2. Walk me through the exercise one small step at a time. Ask me what I've done so far before giving the next step.
3. Don't just give me the final answer. Help me do it myself, and check my work when I share it.
4. This is for learning only. Remind me to check with a licensed professional before I make a real decision about my own money, health or legal situation.
I'm a parent helping my child (about 8 years old) with a lesson called "R-multiples, expectancy and costs" from the course "Risk & Performance Analysis: statistics, drawdowns and journaling".

Here's what the lesson says:
Imagine you shoot baskets and keep score in "attempts", not dollars. Some shots score a lot, most score nothing. To know if your game is any good, you count what you risk on each shot, add up all shots, and subtract the cost of renting the gym. Many players forget the gym fee.

The activity:
Make up a second list of 20 results in R (include at least one big loss). Compute win rate, profit factor and expectancy, then re-compute with a cost of 0.1R and without your best trade. Write two sentences on how fragile your list is. ---

Please explain this so an 8-year-old understands: short sentences, a fun everyday example, and no hard words.
Then give me 3 simple questions I can ask my child to check they understood, and a way to do the activity together, one tiny step at a time.
Keep it general and educational. This is not advice for a real situation.
Open Claude
My notes
02

Sample size, luck and confidence

This lesson is part of full access: every course and every level for one payment.

03

Drawdown analysis

This lesson is part of full access: every course and every level for one payment.

04

Sharpe, Sortino and what ratios hide

This lesson is part of full access: every course and every level for one payment.

05

Edge cases: gaps, correlation and leverage

This lesson is part of full access: every course and every level for one payment.

06

Backtest overfitting and honest records

This lesson is part of full access: every course and every level for one payment.

07

Auditing claims, studies and regulators

This lesson is part of full access: every course and every level for one payment.

++

Final project

This lesson is part of full access: every course and every level for one payment.

??

Quiz

  1. What is an R-multiple?

  2. How is expectancy calculated?

  3. A list shows +0.2R expectancy before costs. Costs are 0.25R per trade. What is the result?

  4. Why does a 20-trade win rate tell you little?

  5. If 1,000 people flip a fair coin 20 times each, about how many get 15 or more heads?

  6. What is time under water?

  7. How much gain is needed to recover from a 20% loss?

  8. What does the Sharpe ratio measure?

  9. Name two things a ratio can hide.

  10. A stop at $48 fills at $44 after a gap on 50 shares entered at $50. What is the loss?

  11. What is backtest overfitting?

  12. Name two things to check before believing a trading track record.

EX

Final exam

This lesson is part of full access: every course and every level for one payment.

CE

Certificate

This lesson is part of full access: every course and every level for one payment.