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GCSE/Mathematics/Edexcel

P5Empirical samples tend to theoretical distributions with sample size

Notes

Convergence of relative frequency

A conceptual Edexcel topic — short on calculation, heavy on reasoning. Tests understanding that more trials = better estimate.

The principle

As the number of trials in an experiment increases, the relative frequency of an outcome tends towards the true (theoretical) probability.

Formally: if outcome A has true probability p, and we run n trials with frequency f, then f/n → p as n → ∞.

Why we care

This justifies using large samples:

  • A small sample (10–50 trials) gives a rough estimate.
  • A medium sample (100–500) gives a usable estimate.
  • A large sample (5000+) gives a very accurate estimate.

Worked example

A drawing pin is thrown 100 times. It lands point-up 67 times. Estimated P(point up) ≈ 0.67. The same pin is thrown 10 000 times. It lands point-up 6543 times. Now estimated P ≈ 0.6543.

The second estimate is more reliable.

Edexcel exam wording

Typical phrasing:

  • "Sara thinks the dice is biased. She rolled it 30 times and got 9 sixes. Is this evidence the dice is biased? Explain."
    • Expected (if fair) = 5; observed 9 — higher. But sample size 30 is small; deviation is plausible. Conclusion: insufficient evidence.
  • "How could Sara improve her experiment?"
    • Roll the dice many more times.

Edexcel exam tip

When asked "is this evidence of bias?" or "how could the experiment be improved?", Edexcel mark schemes consistently award:

  • "Increase the number of trials" or "use a larger sample" B1.
  • "Compare to expected number" B1.
  • "Use a confidence interval / standard error" — A-Level level, not GCSE.

Common mistakesCommon errors

  1. Treating relative frequency from a tiny sample (5–20 trials) as exact.
  2. Concluding bias from a small deviation in a small sample.
  3. Failing to reference sample size when criticising or improving an experiment.

AI-generated · claude-opus-4-7 · v3-edexcel-maths-leaves

Practice questions

Try each before peeking at the worked solution.

  1. Question 16 marks

    Effect of sample size

    Edexcel Paper 2F (calculator)

    Tom is testing whether a coin is fair. He flips it 50 times and gets 28 heads.

    (a) Calculate the relative frequency of heads. (2 marks)
    (b) Tom claims the coin is biased toward heads. State whether his evidence is strong enough. Justify. (3 marks)
    (c) How could Tom improve his test? (1 mark)

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    AI-generated · claude-opus-4-7 · v3-edexcel-maths-leaves

  2. Question 26 marks

    Estimate population probability

    Edexcel Paper 1F (non-calculator)

    A factory checks a sample of 200 light bulbs. 6 are faulty.

    (a) Estimate the probability that a bulb is faulty. (2 marks)
    (b) Estimate the number of faulty bulbs in a batch of 5000. (2 marks)
    (c) Why is this only an estimate? (2 marks)

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    AI-generated · claude-opus-4-7 · v3-edexcel-maths-leaves

  3. Question 36 marks

    Combining samples

    Edexcel Paper 2H — Higher

    A spinner has 4 sectors. Two students each conducted experiments:

    • Aisha: 100 spins, 32 reds.
    • Brian: 400 spins, 120 reds.

    (a) Estimate P(red) using Aisha's data. (1 mark)
    (b) Estimate P(red) using Brian's data. (1 mark)
    (c) Estimate P(red) using both data sets combined. (3 marks)
    (d) Whose estimate would you trust most, and why? (1 mark)

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    AI-generated · claude-opus-4-7 · v3-edexcel-maths-leaves

Flashcards

P5 — Empirical samples tend to theoretical distributions with sample size

7-card SR deck for Edexcel GCSE Mathematics (1MA1) — Leaves topic P5

7 cards · spaced repetition (SM-2)