StatisticsLesson 3 of 4 in the course Hypothesis Testing with Two Samples

Matched-Pairs Data and One-Sample t Tests of Mean Differences

5 flashcards · 5 quiz questions · 5 match pairs · 4 fill-in sentences · English

Lesson progress
0 / 5

Your progress is kept in this browser only.Sign up to save it

Summary

Matched-pairs methods are used when two measurements are meaningfully connected—for example, measurements taken from the same people before and after a treatment. Rather than treating the two sets of measurements as independent samples, we calculate a difference for each pair and analyze the resulting differences.

In a matched-pairs study, each observation in one condition is linked to a specific observation in another condition. Often, the same individual or object is measured twice. In other studies, individuals are paired because they share relevant characteristics.

All flashcards

What is a matched-pairs study?
A study in which measurements are linked by person, object, or a deliberate pairing process.
What values are analyzed in a paired-samples test?
One calculated difference for each matched pair, treated as a single sample.
Why must the subtraction order be stated?
It determines the signs and interpretation of the differences; after minus before makes positive values indicate increases.
What statistic and degrees of freedom are used in a paired-samples t test?
A one-sample t statistic calculated from the differences, with n−1n-1 degrees of freedom.
What distribution condition matters when there are few pairs?
The population distribution of differences should be approximately normal, and unusual differences should be checked.

Quiz questions

  1. For paired differences with sample mean xˉd\bar{x}_d, sample standard deviation sds_d, and nn pairs, which expression gives the test statistic for hypothesized mean difference μd,0\mu_{d,0}?Answer: t=xˉd−μd,0sd/nt=\frac{\bar{x}_d-\mu_{d,0}}{s_d/\sqrt{n}}
  2. A paired-samples t test uses 9 matched pairs. How many degrees of freedom does the test have?Answer: 8
  3. Differences are defined as after minus before. Which alternative hypothesis tests whether the population mean increased after treatment?Answer: Ha:μd>0H_a: \mu_d>0
  4. A paired-samples test has p-value 0.03 and significance level α=0.05\alpha=0.05. What decision should be made?Answer: Reject the null hypothesis because the p-value is below α\alpha.
  5. A paired-samples test has a large p-value. What is the appropriate interpretation?Answer: The data do not provide sufficient evidence against the null hypothesis.

Based on Introductory Statistics 2e by Barbara Illowsky, Susan Dean (OpenStax), licensed CC BY 4.0. Adapted into a summary, flashcards and quizzes.

All Statistics lessons