Unit 4: Statistics and Probability
Topic 4.18: t & z tests, errors (HL only) Questions
Practice 20 exam-style questions for IB Math AI SL Topic 4.18. Review the question stems below, then unlock the full Question Bank to access markschemes, model answers, and AI grading.
1Write down1 mark
2026
Write down what a Type I error is.
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You are told the population standard deviation. Which test is appropriate?
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In a hypothesis test, H₀ usually represents:
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H₁: μ ≠ 50 corresponds to a test that is:
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The probability of a Type I error is equal to:
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Rejecting H₀ when it is actually true is called a:
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A textbook states a species of beetle has mean wing length 11.0 mm. A biologist suspects the local population is larger and measures a sample, obtaining p = 0.032 from a one-tailed t-test at the 5% level. State the hypotheses and the conclusion in context.
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Two delivery firms are compared. A two-sample t-test of H₀: μA = μB against H₁: μA ≠ μB gives p = 0.27 at the 5% significance level. State the conclusion and explain whether firm A is faster.
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A teacher records each of 8 students' typing speed before and after a course. A paired t-test of H₀: μd = 0 (d = after − before) against H₁: μd > 0 gives p = 0.09 at the 5% level. State the conclusion in context.
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2026
To compute the probability of a Type II error you must be given:
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Explain (i) why an AI HL question almost always asks for a t-test rather than a z-test, and (ii) how the significance level α relates to the conclusion.
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At the 5% level a test gives p = 0.046. The correct decision is:
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The same group of patients has blood pressure measured before and after a drug. The appropriate test for a mean change is a:
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Find the probability of a Type I error, and state what would reduce the chance of a Type II error.
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Explain why making a test stricter (lowering the significance level from 5% to 1%) reduces the chance of a Type I error but increases the chance of a Type II error.
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A clinic's blood-test machine normally reports a mean reading of 100 units with known sd σ = 8. A sample of n = 16 is taken and H₀: μ = 100 is tested against H₁: μ > 100 at the 5% level (reject H₀ for large sample means). Find the critical value of the sample mean.
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A discrete (e.g. binomial) test rejects H₀ for X in a critical region. P(Type I error) is found by computing:
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2026
A spam filter is tuned to flag emails. Let H₀ be 'the email is genuine'. Describe, in context, what a Type I error and a Type II error mean for this filter, and which is usually worse for the user.
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2026
A café claims its lattes contain 180 mg of caffeine on average. A sample of 15 lattes has mean 188 mg and sample sd 14 mg (σ unknown). Test at the 5% level whether the mean differs from 180 mg.
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Making a test stricter by lowering α from 5% to 1% will:
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