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Statistics for the Behavioral Sciences by Frederick J. Gravetter, Larry B. Wallnau ISBN 10: 1305504917 ISBN 13: 9781305504912

Statistics is one of the most practical and essential courses that you will take, and a primary goal of this popular text is to make the task of learning statistics as simple as possible. Straightforward instruction, built-in learning aids, and real-world examples have made STATISTICS FOR THE BEHAVIORAL SCIENCES, 10th Edition the text selected most often by instructors for their students in the behavioral and social sciences. The authors provide a conceptual context that makes it easier to learn formulas and procedures, explaining why procedures were developed and when they should be used. This text will also instill the basic principles of objectivity and logic that are essential for science and valuable in everyday life, making it a useful reference long after you complete the course.

Statistics is one of the most practical and essential courses that you will take, and a primary goal of this popular text is to make the task of learning statistics as simple as possible. Straightforward instruction, built-in learning aids, and real-world examples have made STATISTICS FOR THE BEHAVIORAL SCIENCES, 10th Edition the text selected most often by instructors for their students in the behavioral and social sciences. The authors provide a conceptual context that makes it easier to learn formulas and procedures, explaining why procedures were developed and when they should be used. This text will also instill the basic principles of objectivity and logic that are essential for science and valuable in everyday life, making it a useful reference long after you complete the course.

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582 CHAPTER 17 | The Chi-Square Statistic: Tests for Goodness of Fit and Independence

LEARNING CHECK

1. If a chi-square test for goodness of fit has df = 1 then the individuals are classified

into ___ categories and if a chi-square test for independence has df = 1 then the

individuals are classified into ___ categories.

a. 2, 2

b. 2, 4

c. 1, 4

d. 1, 1

2. A sample of 100 people is classified by gender (male/female) and by whether or

not they are registered voters. The sample consists of 60 females, of whom 50 are

registered voters, and 40 males, of whom 25 are registered voters. If these data were

used for a chi-square test for independence, the expected frequency for registered

males would be ______.

a. 15

b. 25

c. 30

d. 45

3. A chi-square test for independence is conducted for data from a 2 × 2 data matrix

with a total of n = 40 participants. If the data produce χ 2 = 4.00, then what decision

should be made?

a. Reject H 0

with α = 0.5 but not with α = .01.

b. Reject H 0

with α = 0.1 but not with α = .05.

c. Reject H 0

with either α = 0.5 or α = .01.

d. Fail to reject H 0

with α = 0.5 or with α = .01.

ANSWERS

1. B, 2. C, 3. A

17.4 Effect Size and Assumptions for the Chi-Square Tests

LEARNING OBJECTIVES

9. Compute Cohen’s w to measure effect size for both chi-square tests.

10. Compute the phi-coefficient or Cramér’s V to measure effect size for the chi-square

test for independence.

11. Identify the basic assumptions and restrictions for chi-square tests.

■ Cohen’s w

Hypothesis tests, like the chi-square test for goodness of fit or for independence, evaluate

the statistical significance of the results from a research study. Specifically, the intent of

the test is to determine whether it is likely that the patterns or relationships observed in the

sample data could have occurred without any corresponding patterns or relationships in

the population. Tests of significance are influenced not only by the size or strength of the

treatment effects but also by the size of the samples. As a result, even a small effect can be

statistically significant if it is observed in a very large sample. Because a significant effect

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