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Statistics · The Normal Distribution

Normal Distribution—Lap Times

CC BY 4.0 · OpenStax · approximately 2 min read

Learning objectives

Normal Distribution (Lap Times)

    Student Learning Outcome

  • The student will compare and contrast empirical data and a theoretical distribution to determine if Terry Vogel's lap times fit a continuous distribution.

Directions

Round the relative frequencies and probabilities to four decimal places. Carry all other decimal answers to two places.

    Collect the Data

  • Use the data from m79712. Use a stratified sampling method by lap— races 1 to 20— and a random number generator to pick six lap times from each stratum. Record the lap times below for laps two to seven.
    _______ _______ _______ _______ _______ _______
    _______ _______ _______ _______ _______ _______
    _______ _______ _______ _______ _______ _______
    _______ _______ _______ _______ _______ _______
    _______ _______ _______ _______ _______ _______
    _______ _______ _______ _______ _______ _______
  • 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 with relative frequency on the vertical axis and lap time on the horizontal axis.

  • Calculate the following:
    1. x ¯ = _______
    2. s = _______
  • Draw a smooth curve through the tops of the bars of the histogram. Write one to two complete sentences to describe the general shape of the curve. (Keep it simple. Does the graph go straight across, does it have a V-shape, does it have a hump in the middle or at either end, and so on?)

Analyze the Distribution

Using your sample mean, sample standard deviation, and histogram to help, what is the approximate theoretical distribution of the data?

  • X ~ _____(_____,_____)
  • How does the histogram help you arrive at the approximate distribution?

Describe the Data

Use the data you collected to complete the following statements.

  • The IQR goes from __________ to __________.
  • IQR = __________. (IQR = Q3 – Q1)
  • The 15th percentile is _______.
  • The 85th percentile is _______.
  • The median is _______.
  • The empirical probability that a randomly chosen lap time is more than 130 seconds is _______.
  • Explain the meaning of the 85th percentile of this data.

Theoretical Distribution

Using the theoretical distribution, complete the following statements. You should use a normal approximation based on your sample data.

  • The IQR goes from __________ to __________.
  • IQR = _______.
  • The 15th percentile is _______.
  • The 85th percentile is _______.
  • The median is _______.
  • The probability that a randomly chosen lap time is more than 130 seconds is _______.
  • Explain the meaning of the 85th percentile of this distribution.

Discussion Questions

Do the data from the section titled Collect the Data give a close approximation to the theoretical distribution in the section titled Analyze the Distribution? In complete sentences and comparing the result in the sections titled Describe the Data and Theoretical Distribution, explain why or why not.

← Using the Normal DistributionNormal Distribution—Pinkie Length →

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 Standard Normal Distribution
  • Using the Normal Distribution
  • Normal Distribution—Lap Times
  • Normal Distribution—Pinkie Length

Source

OpenStax source file ↗

Illustrated original ↗

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