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Reading Statistics and Research
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Table of Contents

Brief Contents

1 The Typical Format of a Journal Article X

2 Descriptive Statistics: The Univariate Case XX

3 Bivariate Correlation XX

4 Reliability and Validity XX

5 Foundations of Inferential Statistics XX

6 Estimation XXX

7 Hypothesis Testing XXX

8 Effect Size, Power, CIs, and Bonferroni XXX

9 Statistical Inferences Concerning Bivariate Correlation Coefficients XXX

10 Inferences Concerning One or Two Means XXX

11 Tests on Three or More Means Using a One-Way ANOVA XXX

12 Post Hoc and Planned Comparisons XXX

13 Two-Way Analyses of Variance XXX

14 Analyses of Variance with Repeated Measures XXX

15 The Analysis of Covariance XXX

16 Bivariate, Multiple, and Logistic Regression XXX

17 Inferences on Percentages, Proportions, and Frequencies XXX

18 Statistical Tests on Ranks (Nonparametric Tests) XXX

19 Multivariate Tests on Means XXX

20 Factor Analysis XXX

21 Structural Equation Modeling XXX

Epilogue XXX


Contents

Preface XXX

1 The Typical Format of a Journal Article XXX

Abstract XXX

Introduction XXX

Method XXX

Results XXX

Discussion XXX

References XXX

Notes XXX

Two Final Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

2 Descriptive Statistics: The Univariate Case XXX

Picture Techniques XXX

Distributional Shape XXX

Measures of Central Tendency XXX

Measures of Variability XXX

Standard Scores XXX

A Few Cautions XXX

Review Terms XXX

The Best Items in the Companion Website XXX

3 Bivariate Correlation XXX

The Key Concept behind Correlation: Relationship XXX

Scatter Diagrams XXX

The Correlation Coefficient XXX

The Correlation Matrix XXX

Different Kinds of Correlational Procedures XXX

Warnings about Correlation XXX

Review Terms XXX

The Best Items in the Companion Website XXX

4 Reliability and Validity XXX

Reliability XXX

Validity XXX

Four Final Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

5 Foundations of Inferential Statistics XXX

Statistical Inference XXX

The Concepts of Statistic and Parameter XXX

Types of Samples XXX

The Problems of Low Response Rates, Refusals to Participate, and Attrition XXX

A Few Warnings XXX

Review Terms XXX

The Best Items in the Companion Website XXX

6 Estimation XXX

Interval Estimation XXX

Point Estimation XXX

Warnings Concerning Interval and Point Estimation XXX

Review Terms XXX

The Best Items in the Companion Website XXX

7 Hypothesis Testing XXX

An Ordered List of the Six Steps XXX

A Detailed Look at Each of the Six Steps XXX

Results That Are Highly Significant and Near Misses XXX

A Few Cautions XXX

Review Terms XXX

The Best Items in the Companion Website XXX

8 Effect Size, Power, CIs, and Bonferroni XXX

The Seven-Step Version of Hypothesis Testing: Estimating Effect Size XXX

The Nine-Step Version of Hypothesis Testing: Power Analyses

Hypothesis Testing Using Confidence Intervals XXX

Adjusting for an Inflated Type I Error Rate XXX

A Few Cautions XXX

Review Terms XXX

The Best Items in the Companion Website XXX

9 Statistical Inferences Concerning Bivariate Correlation Coefficients XXX

Statistical Tests Involving a Single Correlation Coefficient XXX

Tests on Many Correlation Coefficients (Each of Which Is Treated Separately) XXX

Tests of Reliability and Validity Coefficients XXX

Statistically Comparing Two Correlation Coefficients XXX

The Use of Confidence Intervals around Correlation Coefficients XXX

Cautions XXX

Review Terms XXX

The Best Items in the Companion Website XXX

10 Inferences Concerning One or Two Means XXX

Inferences Concerning a Single Mean XXX

Inferences Concerning Two Means XXX

Multiple Dependent Variables XXX

Effect Size Assessment and Power Analyses XXX

Underlying Assumptions XXX

Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

11 Tests on Three or More Means Using a One-Way ANOVA XXX

The Purpose of a One-Way ANOVA XXX

The Distinction between a One-Way ANOVA and Other Kinds of ANOVA XXX

The One-Way ANOVA's Null and Alternative Hypotheses XXX

Presentation of Results XXX

Assumptions of a One-Way ANOVA XXX

Statistical Significance versus Practical Significance XXX

Cautions XXX

A Final Comment XXX

Review Terms XXX

The Best Items in the Companion Website XXX

12 Post Hoc and Planned Comparisons XXX

Post Hoc Comparisons XXX

Planned Comparisons XXX

Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

13 Two-Way Analyses of Variance XXX

Similarities between One-Way and Two-Way ANOVAs XXX

The Structure of a Two-Way ANOVA XXX

Three Research Questions XXX

The Three Null Hypotheses (and Three Alternative Hypotheses) XXX

Presentation of Results XXX

Follow-Up Tests XXX

Planned Comparisons XXX

Assumptions Associated with a Two-Way ANOVA XXX

Estimating Effect Size and Conducting Power Analyses in Two-Way ANOVAs XXX

The Inflated Type I Error Rate in Factorial ANOVAs XXX

A Few Warnings Concerning Two-Way ANOVAs XXX

Review Terms XXX

The Best Items in the Companion Website XXX

14 Analyses of Variance with Repeated Measures XXX

One-Way Repeated Measures ANOVAs XXX

Two-Way Repeated Measures ANOVAs XXX

Two-Way Mixed ANOVAs XXX

Three Final Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

15 The Analysis of Covariance XXX

The Three Different Variables Involved in Any ANCOVA Study XXX

The Covariate's Role XXX

Null Hypotheses XXX

The Focus, Number, and Quality of the Covariate Variable(s) XXX

Presentation of Results XXX

The Statistical Basis for ANCOVA's Power Advantage and Adjustment Feature XXX

Assumptions XXX

ANCOVA When Comparison Groups Are Not Formed Randomly XXX

Related Issues XXX

A Few Warnings XXX

Review Terms XXX

The Best Items in the Companion Website XXX

16 Bivariate, Multiple, and Logistic Regression XXX

Bivariate Regression XXX

Multiple Regression XXX

Logistic Regression XXX

Final Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

17 Inferences on Percentages, Proportions, and Frequencies XXX

The Sign Test XXX

The Binomial Test XXX

Fisher's Exact Test XXX

Chi-Square Tests: An Introduction XXX

Three Main Types of Chi-Square Tests XXX

Issues Related to Chi-Square Tests XXX

McNemar's Chi-Square XXX

The Cochran Q Test XXX

The Use of z-Tests When Dealing with Proportions XXX

A Few Final Thoughts XXX

Review Terms XXX

The Best Items in the Companion Website XXX

18 Statistical Tests on Ranks (Nonparametric Tests) XXX

Obtaining Ranked Data XXX

Reasons for Converting Scores on a Continuous Variable into Ranks XXX

The Median Test XXX

The Mann-Whitney U Test XXX

The Kruskal-Wallis H Test XXX

The Wilcoxon Matched-Pairs Signed-Ranks Test XXX

Friedman's Two-Way Analysis of Variance of Ranks XXX

Large-Sample Versions of the Tests on Ranks XXX

Ties XXX

The Relative Power of Nonparametric Tests XXX

A Few Final Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

19 Multivariate Tests on Means XXX

The Versatility of Multivariate Tests XXX

The Multivariate Null Hypothesis XXX

Testing the Multivariate Null Hypothesis XXX

Assumptions XXX

Statistical Significance and Practical Significance

Post Hoc Investigations XXX

Three Final Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

20 Factor Analysis XXX

The Goal (and Basic Logic) or Factor Analysis XXX

The Multivariate Null Hypothesis XXX

The Three Main Uses of Factor Analysis XXX

Exploratory and Confirmatory Factor Analysis XXX

Exploratory Factor Analysis XXX

Confirmatory Factor Analysis XXX

Assumptions XXX

Two Final Comments XXX

Review Terms XXX

The Best Items in the Companion Website XXX

20 Structural Equation Modeling XXX

Key Terms and Concepts of Structural Equation Modeling XXX

Elements in a Study Using Structural Equation Modeling XXX

Other Uses of SEM XXX

Issues and Considerations XXX

Review Terms XXX

The Best Items in the Companion Website XXX

Epilogue XXX

Review Questions XXX

Answers to Review Questions XXX

Credits XXX

Index XXX

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