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Academic Support AP Statistics Unit 4: Inference for Quantitative Data: Means

One-Sample T Interval for a Population Mean

Learn one sample t interval with current AP Statistics scope, proper formulas, worked examples, and original Easy, Tough, and Toughest questions.

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Statistical Procedure

One-Sample T Interval for a Population Mean

A decision-and-workflow guide for a one-sample t interval, covering method selection, conditions, mathematics, calculator evidence, and contextual reporting.

Course status: Revised 2026-27 course
Updated: July 18, 2026
Practice: Easy, Tough and Toughest

Method at a Glance: One Sample t-Interval

A one-sample t interval estimates a population mean using x-bar, s over square root n, and n-1 degrees of freedom when population sigma is unknown.

Reader taskrandomness, independence, normality or robustness, degrees of freedom, and interpretation
Planned modules8
Mathematics1 expressions
Worked checks57

Boundary: Use t with sample standard deviation when population sigma is unknown.

Procedure Workflow

  1. Identify the data structure and parameter before selecting one sample t interval; the name of a calculator menu is not method evidence.
  2. State the hypotheses or estimation target for one sample t interval using population notation and the order defined by the question.
  3. Verify the design, independence, and approximation conditions that specifically justify one sample t interval rather than reciting every condition learned in the course.
  4. Compute the statistic, standard error, interval, or p-value for one sample t interval with defined symbols, guard digits, and an independent arithmetic check.
  5. Interpret one sample t interval in the population and units named by the problem, then limit causation and generalization to what the collection design supports.

Procedure Formulas and Notation

One-sample t interval

x¯±tn1*sn

One-sample t interval in One Sample t-Interval: Keep the population mean, sample mean, sample standard deviation, and standard error distinct, including their original measurement units.

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Step 1

When σ is unknown

Decision

For When σ is unknown in one sample t interval, A constructed sample from a recycling-behavior survey has n=22, x¯=70.10, and s=8.10. Using t*=2.07, construct a confidence interval for the population mean.

When σ is unknown result in one sample t interval: The t interval is (66.525, 73.675).

x¯±t*sn=70.10±3.575.

Interpretation and validity

When σ is unknown interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and When σ is unknown: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.
Step 2

Random and 10% conditions

Decision

For Random and 10% conditions in one sample t interval, A constructed sample from a school library checkout study has n=23, x¯=72.10, and s=9.10. Using t*=2.07, construct a confidence interval for the population mean.

Random and 10% conditions result in one sample t interval: The t interval is (68.172, 76.028).

x¯±t*sn=72.10±3.928.

Interpretation and validity

Random and 10% conditions interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and Random and 10% conditions: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.
Step 3

Nearly normal condition

Decision

For Nearly normal condition in one sample t interval, A constructed sample from a commuter route study has n=24, x¯=70.30, and s=8.30. Using t*=2.07, construct a confidence interval for the population mean.

Nearly normal condition result in one sample t interval: The t interval is (66.793, 73.807).

x¯±t*sn=70.30±3.507.

Interpretation and validity

Nearly normal condition interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and Nearly normal condition: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.
Step 4

Degrees of freedom

Decision

For Degrees of freedom in one sample t interval, A constructed sample from a battery-life laboratory trial has n=25, x¯=74.80, and s=9.80. Using t*=2.07, construct a confidence interval for the population mean.

Degrees of freedom result in one sample t interval: The t interval is (70.743, 78.857).

x¯±t*sn=74.80±4.057.

Interpretation and validity

Degrees of freedom interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and Degrees of freedom: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.
Step 5

Formula

Decision

For Formula in one sample t interval, A constructed sample from a greenhouse germination experiment has n=26, x¯=70.50, and s=8.50. Using t*=2.07, construct a confidence interval for the population mean.

Formula result in one sample t interval: The t interval is (67.049, 73.951).

x¯±t*sn=70.50±3.451.

Interpretation and validity

Formula interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and Formula: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.
Step 6

Calculator

Decision

For Calculator in one sample t interval, A constructed sample from a commuter route study has n=27, x¯=71.80, and s=9.80. Using t*=2.07, construct a confidence interval for the population mean.

Calculator result in one sample t interval: The t interval is (67.896, 75.704).

x¯±t*sn=71.80±3.904.

Interpretation and validity

Calculator interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and Calculator: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.
Step 7

Interpretation

Decision

For Interpretation in one sample t interval, A constructed sample from a classroom memory study has n=28, x¯=70.20, and s=8.20. Using t*=2.07, construct a confidence interval for the population mean.

Interpretation result in one sample t interval: The t interval is (66.992, 73.408).

x¯±t*sn=70.20±3.208.

Interpretation and validity

Interpretation interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and Interpretation: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.
Step 8

Worked FRQ

Decision

For Worked FRQ in one sample t interval, A constructed sample from a commuter route study has n=29, x¯=71.20, and s=8.20. Using t*=2.07, construct a confidence interval for the population mean.

Worked FRQ result in one sample t interval: The t interval is (68.048, 74.352).

x¯±t*sn=71.20±3.152.

Interpretation and validity

Worked FRQ interpretation for one sample t interval: The interval estimates a population mean in the original measurement units and must name the represented population.

Condition evidence for one sample t interval and Worked FRQ: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

Procedure error: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Procedure Practice and Full Solutions

Every question in One-Sample T Interval for a Population Mean is newly written from the revised framework and the logic visible in public College Board materials. Constructed numerical settings are identified as instructional scenarios and are never represented as measurements from a real population. No released or secure question wording is reproduced.

Easy Practice

Easy 1: When σ is unknown

Question P58-Easy-1. A constructed sample from a seedling-growth comparison has n=22, x¯=70.20, and s=9.20. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-1. The t interval is (66.140, 74.260). x¯±t*sn=70.20±4.060. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 2: Random and 10% conditions

Question P58-Easy-2. A constructed sample from a commuter route study has n=23, x¯=72.40, and s=9.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-2. The t interval is (68.343, 76.457). x¯±t*sn=72.40±4.057. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 3: Nearly normal condition

Question P58-Easy-3. A constructed sample from a manufacturing fill-volume check has n=24, x¯=73.70, and s=9.70. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-3. The t interval is (69.601, 77.799). x¯±t*sn=73.70±4.099. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 4: Degrees of freedom

Question P58-Easy-4. A constructed sample from a quality-control inspection has n=25, x¯=73.00, and s=8.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-4. The t interval is (69.688, 76.312). x¯±t*sn=73.00±3.312. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 5: Formula

Question P58-Easy-5. A constructed sample from a seedling-growth comparison has n=26, x¯=74.60, and s=8.60. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-5. The t interval is (71.109, 78.091). x¯±t*sn=74.60±3.491. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 6: Calculator

Question P58-Easy-6. A constructed sample from a website response-time study has n=27, x¯=70.40, and s=8.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-6. The t interval is (67.054, 73.746). x¯±t*sn=70.40±3.346. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 7: Interpretation

Question P58-Easy-7. A constructed sample from a public-parks visitor survey has n=28, x¯=72.20, and s=9.20. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-7. The t interval is (68.601, 75.799). x¯±t*sn=72.20±3.599. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 8: Worked FRQ

Question P58-Easy-8. A constructed sample from a quality-control inspection has n=29, x¯=74.40, and s=8.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-8. The t interval is (71.171, 77.629). x¯±t*sn=74.40±3.229. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 9: When σ is unknown

Question P58-Easy-9. A constructed sample from a greenhouse germination experiment has n=30, x¯=70.70, and s=9.70. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-9. The t interval is (67.034, 74.366). x¯±t*sn=70.70±3.666. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 10: Random and 10% conditions

Question P58-Easy-10. A constructed sample from a seedling-growth comparison has n=31, x¯=74.10, and s=9.10. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-10. The t interval is (70.717, 77.483). x¯±t*sn=74.10±3.383. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 11: Nearly normal condition

Question P58-Easy-11. A constructed sample from a greenhouse germination experiment has n=32, x¯=71.90, and s=8.90. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-11. The t interval is (68.643, 75.157). x¯±t*sn=71.90±3.257. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 12: Degrees of freedom

Question P58-Easy-12. A constructed sample from a water-filtration experiment has n=33, x¯=73.00, and s=8.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-12. The t interval is (70.117, 75.883). x¯±t*sn=73.00±2.883. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 13: Formula

Question P58-Easy-13. A constructed sample from a school library checkout study has n=34, x¯=71.00, and s=8.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-13. The t interval is (68.160, 73.840). x¯±t*sn=71.00±2.840. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 14: Calculator

Question P58-Easy-14. A constructed sample from a tutoring-program evaluation has n=35, x¯=73.70, and s=9.70. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-14. The t interval is (70.306, 77.094). x¯±t*sn=73.70±3.394. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 15: Interpretation

Question P58-Easy-15. A constructed sample from a classroom memory study has n=36, x¯=73.00, and s=8.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-15. The t interval is (70.240, 75.760). x¯±t*sn=73.00±2.760. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 16: Worked FRQ

Question P58-Easy-16. A constructed sample from a website response-time study has n=22, x¯=74.20, and s=9.20. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-16. The t interval is (70.140, 78.260). x¯±t*sn=74.20±4.060. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 17: When σ is unknown

Question P58-Easy-17. A constructed sample from a water-filtration experiment has n=23, x¯=74.30, and s=9.30. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-17. The t interval is (70.286, 78.314). x¯±t*sn=74.30±4.014. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 18: Random and 10% conditions

Question P58-Easy-18. A constructed sample from a commuter route study has n=24, x¯=71.20, and s=8.20. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-18. The t interval is (67.735, 74.665). x¯±t*sn=71.20±3.465. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Easy 19: Nearly normal condition

Question P58-Easy-19. A constructed sample from a battery-life laboratory trial has n=25, x¯=72.30, and s=8.30. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Easy-19. The t interval is (68.864, 75.736). x¯±t*sn=72.30±3.436. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough Practice

Tough 1: Interpretation

Question P58-Tough-1. A constructed sample from a campus dining survey has n=22, x¯=73.40, and s=8.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-1. The t interval is (69.693, 77.107). x¯±t*sn=73.40±3.707. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 2: Worked FRQ

Question P58-Tough-2. A constructed sample from a seedling-growth comparison has n=23, x¯=73.70, and s=9.70. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-2. The t interval is (69.513, 77.887). x¯±t*sn=73.70±4.187. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 3: When σ is unknown

Question P58-Tough-3. A constructed sample from a tutoring-program evaluation has n=24, x¯=71.40, and s=9.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-3. The t interval is (67.428, 75.372). x¯±t*sn=71.40±3.972. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 4: Random and 10% conditions

Question P58-Tough-4. A constructed sample from an online-course completion sample has n=25, x¯=70.50, and s=9.50. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-4. The t interval is (66.567, 74.433). x¯±t*sn=70.50±3.933. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 5: Nearly normal condition

Question P58-Tough-5. A constructed sample from a manufacturing fill-volume check has n=26, x¯=72.70, and s=8.70. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-5. The t interval is (69.168, 76.232). x¯±t*sn=72.70±3.532. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 6: Degrees of freedom

Question P58-Tough-6. A constructed sample from a recycling-behavior survey has n=27, x¯=74.00, and s=9.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-6. The t interval is (70.415, 77.585). x¯±t*sn=74.00±3.585. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 7: Formula

Question P58-Tough-7. A constructed sample from a reading-speed investigation has n=28, x¯=71.10, and s=8.10. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-7. The t interval is (67.931, 74.269). x¯±t*sn=71.10±3.169. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 8: Calculator

Question P58-Tough-8. A constructed sample from a tutoring-program evaluation has n=29, x¯=70.30, and s=9.30. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-8. The t interval is (66.725, 73.875). x¯±t*sn=70.30±3.575. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 9: Interpretation

Question P58-Tough-9. A constructed sample from a website response-time study has n=30, x¯=72.90, and s=9.90. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-9. The t interval is (69.159, 76.641). x¯±t*sn=72.90±3.741. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 10: Worked FRQ

Question P58-Tough-10. A constructed sample from a reading-speed investigation has n=31, x¯=71.00, and s=9.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-10. The t interval is (67.654, 74.346). x¯±t*sn=71.00±3.346. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 11: When σ is unknown

Question P58-Tough-11. A constructed sample from a seedling-growth comparison has n=32, x¯=73.40, and s=9.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-11. The t interval is (69.960, 76.840). x¯±t*sn=73.40±3.440. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 12: Random and 10% conditions

Question P58-Tough-12. A constructed sample from a classroom memory study has n=33, x¯=73.90, and s=9.90. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-12. The t interval is (70.333, 77.467). x¯±t*sn=73.90±3.567. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 13: Nearly normal condition

Question P58-Tough-13. A constructed sample from a city bus arrival investigation has n=34, x¯=70.80, and s=8.80. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-13. The t interval is (67.676, 73.924). x¯±t*sn=70.80±3.124. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 14: Degrees of freedom

Question P58-Tough-14. A constructed sample from a commuter route study has n=35, x¯=70.80, and s=8.80. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-14. The t interval is (67.721, 73.879). x¯±t*sn=70.80±3.079. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 15: Formula

Question P58-Tough-15. A constructed sample from a commuter route study has n=36, x¯=72.10, and s=8.10. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-15. The t interval is (69.305, 74.894). x¯±t*sn=72.10±2.794. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 16: Calculator

Question P58-Tough-16. A constructed sample from a reading-speed investigation has n=22, x¯=73.60, and s=8.60. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-16. The t interval is (69.805, 77.395). x¯±t*sn=73.60±3.795. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 17: Interpretation

Question P58-Tough-17. A constructed sample from a public-parks visitor survey has n=23, x¯=71.60, and s=9.60. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-17. The t interval is (67.456, 75.744). x¯±t*sn=71.60±4.144. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 18: Worked FRQ

Question P58-Tough-18. A constructed sample from a recycling-behavior survey has n=24, x¯=70.40, and s=8.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-18. The t interval is (66.851, 73.949). x¯±t*sn=70.40±3.549. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Tough 19: When σ is unknown

Question P58-Tough-19. A constructed sample from a campus dining survey has n=25, x¯=71.00, and s=8.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Tough-19. The t interval is (67.688, 74.312). x¯±t*sn=71.00±3.312. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest Practice

Toughest 1: Degrees of freedom

Question P58-Toughest-1. A constructed sample from a city bus arrival investigation has n=22, x¯=74.60, and s=9.60. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-1. The t interval is (70.363, 78.837). x¯±t*sn=74.60±4.237. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 2: Formula

Question P58-Toughest-2. A constructed sample from a website response-time study has n=23, x¯=74.80, and s=9.80. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-2. The t interval is (70.570, 79.030). x¯±t*sn=74.80±4.230. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 3: Calculator

Question P58-Toughest-3. A constructed sample from an online-course completion sample has n=24, x¯=71.20, and s=8.20. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-3. The t interval is (67.735, 74.665). x¯±t*sn=71.20±3.465. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 4: Interpretation

Question P58-Toughest-4. A constructed sample from a website response-time study has n=25, x¯=73.00, and s=8.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-4. The t interval is (69.688, 76.312). x¯±t*sn=73.00±3.312. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 5: Worked FRQ

Question P58-Toughest-5. A constructed sample from a school library checkout study has n=26, x¯=74.40, and s=8.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-5. The t interval is (70.990, 77.810). x¯±t*sn=74.40±3.410. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 6: When σ is unknown

Question P58-Toughest-6. A constructed sample from a website response-time study has n=27, x¯=73.40, and s=8.40. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-6. The t interval is (70.054, 76.746). x¯±t*sn=73.40±3.346. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 7: Random and 10% conditions

Question P58-Toughest-7. A constructed sample from a public-parks visitor survey has n=28, x¯=70.20, and s=9.20. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-7. The t interval is (66.601, 73.799). x¯±t*sn=70.20±3.599. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 8: Nearly normal condition

Question P58-Toughest-8. A constructed sample from a commuter route study has n=29, x¯=70.60, and s=8.60. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-8. The t interval is (67.294, 73.906). x¯±t*sn=70.60±3.306. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 9: Degrees of freedom

Question P58-Toughest-9. A constructed sample from a battery-life laboratory trial has n=30, x¯=72.30, and s=8.30. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-9. The t interval is (69.163, 75.437). x¯±t*sn=72.30±3.137. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 10: Formula

Question P58-Toughest-10. A constructed sample from a tutoring-program evaluation has n=31, x¯=73.50, and s=9.50. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-10. The t interval is (69.968, 77.032). x¯±t*sn=73.50±3.532. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 11: Calculator

Question P58-Toughest-11. A constructed sample from a commuter route study has n=32, x¯=73.10, and s=8.10. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-11. The t interval is (70.136, 76.064). x¯±t*sn=73.10±2.964. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 12: Interpretation

Question P58-Toughest-12. A constructed sample from a tutoring-program evaluation has n=33, x¯=72.30, and s=9.30. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-12. The t interval is (68.949, 75.651). x¯±t*sn=72.30±3.351. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 13: Worked FRQ

Question P58-Toughest-13. A constructed sample from a quality-control inspection has n=34, x¯=74.90, and s=9.90. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-13. The t interval is (71.385, 78.415). x¯±t*sn=74.90±3.515. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 14: When σ is unknown

Question P58-Toughest-14. A constructed sample from a seedling-growth comparison has n=35, x¯=74.10, and s=8.10. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-14. The t interval is (71.266, 76.934). x¯±t*sn=74.10±2.834. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 15: Random and 10% conditions

Question P58-Toughest-15. A constructed sample from a water-filtration experiment has n=36, x¯=73.10, and s=9.10. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-15. The t interval is (69.960, 76.239). x¯±t*sn=73.10±3.139. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 16: Nearly normal condition

Question P58-Toughest-16. A constructed sample from a public-parks visitor survey has n=22, x¯=74.30, and s=9.30. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-16. The t interval is (70.196, 78.404). x¯±t*sn=74.30±4.104. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 17: Degrees of freedom

Question P58-Toughest-17. A constructed sample from a water-filtration experiment has n=23, x¯=73.30, and s=8.30. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-17. The t interval is (69.718, 76.882). x¯±t*sn=73.30±3.582. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 18: Formula

Question P58-Toughest-18. A constructed sample from a reading-speed investigation has n=24, x¯=74.00, and s=9.00. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-18. The t interval is (70.197, 77.803). x¯±t*sn=74.00±3.803. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

Toughest 19: Calculator

Question P58-Toughest-19. A constructed sample from a water-filtration experiment has n=25, x¯=72.90, and s=8.90. Using t*=2.07, construct a confidence interval for the population mean.

Worked solution and validity check

Worked solution P58-Toughest-19. The t interval is (69.215, 76.585). x¯±t*sn=72.90±3.685. Interpretation: The interval estimates a population mean in the original measurement units and must name the represented population. Validity: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable. Error to reject: Use t rather than z when sigma is unknown and sample standard deviation s estimates it.

AP Response and Publication Checklist

Audit pointRequired evidence for one sample t interval
ScopeUse t with sample standard deviation when population sigma is unknown.
Method or sourceA one-sample t interval estimates a population mean using x-bar, s over square root n, and n-1 degrees of freedom when population sigma is unknown.
Calculationx¯±t*sn=72.20±3.619.
InterpretationThe interval estimates a population mean in the original measurement units and must name the represented population.
ValidityUse a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.
CorrectionUse t rather than z when sigma is unknown and sample standard deviation s estimates it.

Frequently Asked Questions

How does when σ is unknown work in one sample t interval?

Answer for one sample t interval and When σ is unknown. The t interval is (70.770, 77.430). The interval estimates a population mean in the original measurement units and must name the represented population. The required validity evidence is: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

How does random and 10% conditions work in one sample t interval?

Answer for one sample t interval and Random and 10% conditions. The t interval is (71.565, 77.835). The interval estimates a population mean in the original measurement units and must name the represented population. The required validity evidence is: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

How does nearly normal condition work in one sample t interval?

Answer for one sample t interval and Nearly normal condition. The t interval is (71.740, 78.060). The interval estimates a population mean in the original measurement units and must name the represented population. The required validity evidence is: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

How does degrees of freedom work in one sample t interval?

Answer for one sample t interval and Degrees of freedom. The t interval is (69.591, 75.609). The interval estimates a population mean in the original measurement units and must name the represented population. The required validity evidence is: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

How does formula work in one sample t interval?

Answer for one sample t interval and Formula. The t interval is (69.895, 76.105). The interval estimates a population mean in the original measurement units and must name the represented population. The required validity evidence is: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

How does calculator work in one sample t interval?

Answer for one sample t interval and Calculator. The t interval is (70.307, 78.693). The interval estimates a population mean in the original measurement units and must name the represented population. The required validity evidence is: Use a random sample or randomized design, independence, and a population shape or sample size that makes the t procedure reliable.

How does construct the confidence interval for the population mean μ connect to One Sample t-Interval?

construct the confidence interval for the population mean μ within one sample t interval. The t interval is (67.475, 74.725). The interval estimates a population mean in the original measurement units and must name the represented population. For When σ is unknown, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

How does confidence interval for mean connect to One Sample t-Interval?

confidence interval for mean within one sample t interval. The t interval is (68.479, 75.521). The interval estimates a population mean in the original measurement units and must name the represented population. For Random and 10% conditions, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

How does confidence interval for population mean connect to One Sample t-Interval?

confidence interval for population mean within one sample t interval. The t interval is (67.417, 74.183). The interval estimates a population mean in the original measurement units and must name the represented population. For Nearly normal condition, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

How does t confidence interval connect to One Sample t-Interval?

t confidence interval within one sample t interval. The t interval is (71.159, 78.641). The interval estimates a population mean in the original measurement units and must name the represented population. For Degrees of freedom, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

How does t confidence interval table connect to One Sample t-Interval?

t confidence interval table within one sample t interval. The t interval is (69.026, 74.974). The interval estimates a population mean in the original measurement units and must name the represented population. For Formula, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

How does confidence interval for mean formula connect to One Sample t-Interval?

confidence interval for mean formula within one sample t interval. The t interval is (67.833, 74.567). The interval estimates a population mean in the original measurement units and must name the represented population. For Calculator, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

How does confidence interval for means connect to One Sample t-Interval?

confidence interval for means within one sample t interval. The t interval is (70.821, 77.379). The interval estimates a population mean in the original measurement units and must name the represented population. For Interpretation, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

How does confidence intervals for population means connect to One Sample t-Interval?

confidence intervals for population means within one sample t interval. The t interval is (69.998, 76.602). The interval estimates a population mean in the original measurement units and must name the represented population. For Worked FRQ, the controlling scope is: Use t with sample standard deviation when population sigma is unknown.

Sources

Administrative and curricular statements in One-Sample T Interval for a Population Mean were checked on July 18, 2026. The linked College Board pages control any later policy change; all instructional datasets in original questions are explicitly constructed rather than attributed to a real study.

One Sample t-Interval Conclusion

A one-sample t interval estimates a population mean using x-bar, s over square root n, and n-1 degrees of freedom when population sigma is unknown. Mastery of one sample t interval therefore requires the exact evidence, mathematics, interpretation, and scope developed in this guide, while preserving this boundary: Use t with sample standard deviation when population sigma is unknown.

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