Fooled By Randomness

What you will learn

Separate evidence of skill from selected successes and consider losses outside a typical period.

Read and apply

Read the Fooled By Randomness book page (opens in a new tab)

On the book page, choose one idea relevant to the objective above. Write what evidence would support it and what could weaken it. Then complete the filing or source activity below and return to these course questions.

Check your understanding

Choose an answer, then open the feedback.

  1. What is survivorship bias?
    A. Looking mainly at winners while missing failures. B. Reading all available outcomes. C. Measuring costs.

    Show answer and feedback

    A. A selected set of successes can overstate how repeatable a strategy is.

  2. Why can one good result be weak evidence of skill?
    A. Skill never matters. B. Chance and favorable conditions may contribute. C. It guarantees the next result.

    Show answer and feedback

    B. Repeated, risk-adjusted evidence is needed before attributing results to skill.

  3. What is a tail risk?
    A. A daily average. B. A certain forecast. C. An uncommon event with potentially large impact.

    Show answer and feedback

    C. Rare outcomes can dominate losses even when typical periods look calm.

Why question: Why should an investor inspect losing cases alongside successful examples?

Show a sample explanation

Failures reveal risks and selection effects that disappear when only winners are highlighted.

Try a chart-selection check

Open the course AAPL chart tool. Compare the same stock over a short and a long window. Record how the chosen dates alter the story, and explain why neither selected period proves skill or a future return.

Key takeaways

  • A selected set of successes can overstate how repeatable a strategy is.
  • Repeated, risk-adjusted evidence is needed before attributing results to skill.
  • Rare outcomes can dominate losses even when typical periods look calm.

This activity is for financial education. An example or book framework does not guarantee investment results.

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Sources and reference material

Primary sources and original reference material for the concepts discussed on this page.

References added 14 October 2026.

AI Tutor Online
Ask Anything
AI
Hi! I'm your AI tutor for this lesson. Ask me anything about the content — I'm here to help you understand it deeply.

AI responses are for educational purposes. Always verify with official course materials.

This lesson teaches a concept. It is general education, not advice about your money. Before you act on anything you learn here, speak to someone licensed.

This lesson teaches a concept. It is general education, not advice about your money. Before you act on anything you learn here, speak to someone licensed.