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Statistics · The Central Limit Theorem

Central Limit Theorem (Pocket Change)

CC BY 4.0 · OpenStax · approximately 3 min read

Learning objectives

Central Limit Theorem (Pocket Change)

    Student Learning Outcome

  • The student will demonstrate and compare properties of the central limit theorem.

Note

This lab works best when sampling from several classes and combining data.

    Collect the Data

  1. Count the change in your pocket. (Do not include bills.)
  2. Randomly survey 30 classmates. Record the values of the change in Ch07_lab1_tbl001.
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
  3. Construct a histogram. Make five to six intervals. Sketch the graph using a ruler and pencil. Scale the axes.

    View original figure (external; image not reproduced in this text edition)

    Original figure description: Blank graph template. The horizontal axis is labeled Value of the change and the vertical axis is labeled Frequency.

  4. Calculate the following (n = 1, surveying one person at a time):
    1. x ¯ = _______
    2. s = _______
  5. Draw a smooth curve through the tops of the bars of the histogram. Use one to two complete sentences to describe the general shape of the curve.

Collecting Averages of Pairs:

Repeat steps one through five of the section Collect the Data with one exception. Instead of recording the change of 30 classmates, record the average change of 30 pairs.

  1. Randomly survey 30 pairs of classmates.
  2. Record the values of the average of their change in Ch07_lab1_tbl002.
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
  3. Construct a histogram. Scale the axes using the same scaling you used for the section titled Collect the Data. Sketch the graph using a ruler and a pencil.

    View original figure (external; image not reproduced in this text edition)

    Original figure description: This is a blank graph template. The horizontal axis is labeled Value of the change and the vertical axis is labeled Frequency.

  4. Calculate the following (n = 2, surveying two people at a time):
    1. x ¯ = _______
    2. s = _______
  5. Draw a smooth curve through the tops of the bars of the histogram. Use one to two complete sentences to describe the general shape of the curve.

Collecting Averages of Groups of Five:

Repeat steps one through five (of the section titled Collect the Data), with one exception. Instead of recording the change of 30 classmates, record the average change of 30 groups of five.

  1. Randomly survey 30 groups of five classmates.
  2. Record the values of the averages of their change.
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
    __________ __________ __________ __________ __________
  3. Construct a histogram. Scale the axes using the same scaling you used for the section titled Collect the Data. Sketch the graph using a ruler and a pencil.

    View original figure (external; image not reproduced in this text edition)

    Original figure description: This is a blank graph template. The horizontal axis is labeled Value of the change and the vertical axis is labeled Frequency.

  4. Calculate the following (n = 5, surveying five people at a time):
    1. x ¯ = _______
    2. s = _______
  5. Draw a smooth curve through the tops of the bars of the histogram. Use one to two complete sentences to describe the general shape of the curve.

    Discussion Questions

  1. Why did the shape of the distribution of the data change, as n changed? Use one to two complete sentences to explain what happened.
  2. In the section titled Collect the Data, what was the approximate distribution of the data?
  3. X ~ _____(_____, _____)
  4. In the section titled Collecting Averages of Groups of Five, what was the approximate distribution of the averages? X ¯ ~ _____(_____, _____)
  5. In one to two complete sentences, explain any differences in your answers to the previous two questions.
← Using the Central Limit TheoremCentral Limit Theorem (Cookie Recipes) →

Attribution. Statistics, OpenStax, Rice University, and the contributing authors credited in the book. Licensed under Creative Commons Attribution 4.0 International. Source revision 7dea80ae28 of openstax/osbooks-statistics (2026-04-23). CC BY 4.0. Original source ↗. Text edition of a pinned CC BY 4.0 source revision of the OpenStax book, converted from CNXML by the EvidenceHelix importer. Original prose, learning objectives, tables, exercises, glossary and captions are preserved; images are not copied (figures link to the original source and keep their credits). No new content was added. Later revisions of this book can carry different licence terms and are not used.

In this chapter Contents

  • Introduction
  • The Central Limit Theorem for Sample Means (Averages)
  • The Central Limit Theorem for Sums (Optional)
  • Using the Central Limit Theorem
  • Central Limit Theorem (Pocket Change)
  • Central Limit Theorem (Cookie Recipes)

Source

OpenStax source file ↗

Illustrated original ↗

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