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Inference for Means: AP Statistics Math Worksheet – PDF Download

    This ap statistics means worksheet gives 24 problems on inference for means, ordered from easy to hard, with a separate answer key.

    These 24 problems practice inference for means from the AP Statistics course: t-distributions, conditions, one-sample t intervals and tests, paired data, two-sample t procedures, claims justified by confidence intervals, and choosing the right procedure. Early items check one skill; the last items are full four-step investigations.

    AP StatisticsCommon Core: AP Statistics Unit 4 (2026-27)

    AP Statistics Means Worksheet: problems 1–5

    Problem 1: Degrees of freedom and t*

    Maya takes a random sample of 18 values to build a 95% confidence interval for a mean. State the degrees of freedom and find the critical value \(t^{*}\).

    Problem 2: Finding t* values

    Find \(t^{*}\) for (a) a 99% interval with \(n=8\) and (b) a 90% interval with \(n=25\).

    Problem 3: Comparing t* and z*

    For a 95% interval with \(n=10\), \(t^{*}=2.262\), while \(z^{*}=1.960\). Explain why \(t^{*}\) is larger.

    -4-3-2-101234t or z
    Normal curve (dashed) and t curve with df = 9 (blue).

    Problem 4: Checking the Normal/Large Sample condition

    Diego records the wait times at a drive-thru for 12 randomly selected cars, shown below. Decide whether the Normal/Large Sample condition for a t interval for the mean wait time is met. Justify the answer.

    02468101214161820222426Wait time (minutes)
    Wait times for 12 randomly selected drive-thru cars.

    Problem 5: Standard error of the mean

    A random sample of 36 customers has a mean checkout time with a standard deviation of \(s=4.2\) minutes. Calculate the standard error of the sample mean.

    AP Statistics Means Worksheet: problems 6–10

    Problem 6: One-sample t interval

    The commute times (in minutes) of 10 randomly selected workers at a city office are \(24, 31, 27, 35, 29, 33, 26, 30, 28, 32\). A dot plot shows no outliers and no strong skewness. Construct a 95% confidence interval for the mean commute time of all workers at the office.

    Problem 7: Interpreting a t interval

    The 95% confidence interval for the mean commute time at a city office is \((27.09, 31.91)\) minutes. Interpret the interval in context.

    Problem 8: Mean and margin of error from an interval

    A confidence interval for a population mean is \((23.4, 26.8)\). Find the sample mean and the margin of error.

    Interval23.426.822232425262728
    A confidence interval for a mean.

    Problem 9: Effect of sample size

    Two random samples have the same standard deviation \(s=6\). One has \(n=25\) and the other \(n=100\). Compare the margins of error for 95% confidence intervals and explain the effect of the sample size.

    Problem 10: Writing hypotheses

    A phone maker advertises a mean battery life of 12 hours. Ethan suspects the mean is lower. State the null and alternative hypotheses and define the parameter.

    AP Statistics Means Worksheet: problems 11–15

    Problem 11: One-sample t test, right-tailed

    A streaming service says the mean length of a listening session is 50 minutes. Liam thinks it is longer. A random sample of 25 sessions has \(\,\overline{x}=52.8\) minutes and \(s=9.5\) minutes, and a graph shows no strong skewness or outliers. Find the test statistic and P-value for \(H_0: \mu=50\) versus \(H_a: \mu>50\).

    Problem 12: Two-sided t test

    A school nurse says teens average 8 hours of sleep on school nights. In a random sample of 16 teens, the mean is \(\,\overline{x}=7.55\) hours with \(s=0.9\) hours, and a graph shows no strong skewness or outliers. Find the test statistic and P-value for a two-sided test of \(H_0: \mu=8\).

    Problem 13: Interpreting a P-value

    A test of \(H_0: \mu=50\) versus \(H_a: \mu>50\) for the mean listening-session length gave a P-value of 0.077 with \(\,\overline{x}=52.8\) minutes. Interpret the P-value in context.

    Problem 14: Drawing a conclusion

    The listening-session test gave a P-value of 0.077. State the conclusion in context at \(\alpha=0.05\), and say whether the conclusion changes at \(\alpha=0.10\).

    Problem 15: Interval and test agree

    A 95% confidence interval for a population mean \(\mu\) is \((4.1, 5.9)\). Decide what a two-sided significance test at \(\alpha=0.05\) concludes for (a) \(H_0: \mu=5\) and (b) \(H_0: \mu=6\).

    AP Statistics Means Worksheet: problems 16–20

    Problem 16: Paired or independent?

    Classify each study as paired data or two independent samples. (a) Each of 20 runners is timed before and after a training plan. (b) One random sample of 30 sophomores and a separate random sample of 30 seniors take the same quiz. (c) Twelve identical twin pairs are formed; one twin in each pair is randomly assigned to a new tutoring program and the other is not.

    Problem 17: Paired t interval

    Eight randomly selected students typed the same passage before and after a week of practice. The numbers of typing errors are listed below. Construct a 95% confidence interval for the mean decrease in errors (before minus after). Assume the conditions are met.

    Student 1 2 3 4 5 6 7 8
    Before 31 28 35 30 27 33 29 34
    After 27 26 30 29 24 30 28 29

    Problem 18: Paired t test

    Ten randomly selected students take a math quiz before and after a review session. The differences (after minus before) have mean \(\,\overline{x}_d=3.2\) points and standard deviation \(s_d=4.1\) points, with no strong skewness or outliers. Test whether the review session increases the mean score at \(\alpha=0.05\).

    Problem 19: Two-sample t interval

    Independent random samples of students take a reading test. Group 1 (\(n_1=30\)) has \(\,\overline{x}_1=78.4\) and \(s_1=8.2\); group 2 (\(n_2=28\)) has \(\,\overline{x}_2=73.1\) and \(s_2=9.5\). Assume the conditions are met. Construct a 95% confidence interval for \(\mu_1-\mu_2\), using the degrees of freedom from a calculator.

    Problem 20: Two-sample t test

    A teacher randomly assigns students to two study methods. Method 1 (\(n_1=20\)) has a mean score of \(\,\overline{x}_1=14.2\) with \(s_1=3.1\); method 2 (\(n_2=18\)) has \(\,\overline{x}_2=12.1\) with \(s_2=2.8\). Assume the conditions are met. Find the test statistic and P-value for \(H_a: \mu_1>\mu_2\), and state a conclusion at \(\alpha=0.05\).

    AP Statistics Means Worksheet: problems 21–24

    Problem 21: Justifying a claim with an interval

    Two studies each give a 95% confidence interval for \(\mu_1-\mu_2\), the difference in mean weekly study hours. Interval A is \((0.6, 4.2)\) and interval B is \((-0.9, 2.5)\). For each interval, decide whether it provides convincing evidence that \(\mu_1\) is greater than \(\mu_2\). Justify the answers.

    0Interval A0.64.2Interval B-0.92.5-2-1012345
    Two 95% intervals for mu1 – mu2 (hours).

    Problem 22: Selecting a procedure

    Name the appropriate inference procedure for each situation. (a) Estimate the proportion of 400 randomly sampled voters who support a ballot measure. (b) Estimate the mean weight of 25 randomly selected backpacks. (c) Test whether a diet changes weight, using the weights of 12 people before and after. (d) Compare mean exam scores of two independent random samples of students. (e) Compare the proportion who improve in two randomly assigned treatment groups.

    Problem 23: Four-step two-sample test

    Priya randomly assigns 26 identical seedlings to fertilizer A (14 plants) or fertilizer B (12 plants). After six weeks the heights (cm) are:

    A: 21.4, 24.1, 22.8, 25.0, 23.6, 22.1, 24.7, 23.3, 25.6, 22.9, 24.2, 23.8, 21.9, 24.9

    B: 20.1, 22.3, 21.5, 23.0, 20.8, 22.6, 21.2, 23.4, 20.4, 22.0, 21.8, 22.9

    Do the data provide convincing evidence that fertilizer A produces a greater mean height than fertilizer B? Use \(\alpha=0.05\).

    Fertilizer AFertilizer B192021222324252627Height (cm)
    Plant heights after six weeks (cm).

    Problem 24: Four-step paired test

    Nine randomly selected runners complete a 5K before and after an eight-week training program. Times in minutes, before: 27.5, 29.1, 26.4, 30.2, 28.0, 27.2, 31.0, 26.8, 29.5. After: 26.9, 28.0, 26.6, 28.9, 27.1, 26.5, 29.4, 26.9, 28.2 (in the same runner order). Test at \(\alpha=0.05\) whether the program reduces the mean 5K time. The dot plot of the differences (before minus after) is shown.

    0.00.51.01.52.0Improvement (minutes)
    Differences (before minus after) in minutes.

    Inference for Means: AP Statistics worksheet answer key

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