Statistical Methods for the Social Sciences, 4/E
ISBN-10: 0205646417
ISBN-13: 9780205646418
Publisher: Pearson
Copyright: 2009
Format: Cloth; 624 pp
Published: 04/01/2008
Status: Instock

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Description
Agresti and Finley present statistical methods in a style that emphasizes their concepts and their application to the social sciences rather than the mathematics and computational details behind them.
Statistical Methods for the Social Sciences, 4e presents an introduction to statistical methods for students majoring in social science disciplines. No previous knowledge of statistics is assumed, and mathematical background is assumed to be minimal (lowest-level high-school algebra).
This text may be used in a one or two course sequence. Such sequences are commonly required of social science graduate students in sociology, political science, and psychology. Students in geography, anthropology, journalism, and speech also are sometimes required to take at least one statistics course.
This product is an alternate version of:
Sprinthall,
Statistical Methods for the Social Sciences (with SPSS from A to Z: A Brief Step-by-Step Manual)
Features
This author team present statistical methods in a style that emphasizes their concepts and their application to the social sciences rather than the mathematics and computational details behind them.
Features include:
A strong focus on regression topics. Moreover, a wide variety of regression models (such as linear regression, ANOVA, logistic
regression) are taught in the same format, essentially as special cases of a generalized linear model.
Emphasis on concepts, rather than computing formulas. Advanced topics such as regression and ANOVA emphasize interpreting output from computer packages rather than complex computing formulas.
Integration of descriptive and inferential statistics from an early point in the text.
A technically correct presentation.
New To This Edition
The fourth edition has an even stronger emphasis on concepts and applications, with greater attention to "real data" both in the examples and exercises. The mathematics is still downplayed, in particular probability, which is all too often a stumbling block for students. On the other hand, the text is not a cookbook. Reliance on an overly simplistic recipe-based approach to statistics is not the route to good statistical practice.
Changes in the Fourth Edition:
Since the first edition, the increase in computer power coupled with the continued improvement and accessibility of statistical software has had a major impact on the way social scientists analyze data. Because of this, this book does not cover the traditional shortcut hand-computational formulas and approximations. The presentation of computationally complex methods, such as regression, emphasizes interpretation of software output rather than the formulas for performing the analysis. Teh text contains numerous sample printouts, mainly in the style of SPSS and occasionaly SAS, both in chapter text and homework problems. This edition also has an appendix explaining how to apply SPSS and SAS to conduct the methods of each chapter and a website giving links to information about other software.
http://www.stat.ufl.edu/~aa/social/data.html
This edition contains several changes and additions in content, directed toward a more modern approach. The main changes are as follows:
The author, in this new edition, uses the symbol se for estimated standard errors, rather than the notation of sigma-hat with subscript having the estimator symbol. Although not quite as informative, this will again make results consistent with software output, and help students connect the idea of the se for the various inferential methods they see.
The author uses capital Y only as notation for a variable and lower-case for observed values and sample statistics; thus, y-bar, rather than Y-bar, which is consistent with the lower-case used throughout for the standard deviation and other statistics.
Table of Contents
1.Introduction
1.1 Introduction to statistical methodology
1.2 Descriptive statistics and inferential statistics
1.3 The role of computers in statistics
1.4 Chapter summary
2. Sampling and Measurement
2.1 Variables and their measurement
2.2 Randomization
2.3 Sampling variability and potential bias
2.4 other probability sampling methods *
2.4 Chapter summary
3. Descriptive statistics
3.1 Describing data with tables and graphs
3.2 Describing the center of the data
3.3 Describing variability of the data
3.4 Measure of position
3.5 Bivariate descriptive statistics
3.6 Sample statistics and population parameters
3.7 Chapter summary
4. Probability Distributions
4.1 Introduction to probability
4.2 Probablitity distributions for discrete and continuous variables
4.3 The normal probability distribution
4.4 Sampling distributions describe how statistics vary
4.5 Sampling distributions of sample means
4.6 Review: Probability, sample data, and sampling distributions
4.7 Chapter summary
5. Statistical inference: estimation
5.1 Point and interval estimation
5.2 Confidence interval for a proportion
5.3 Confidence interval for a mean
5.4 Choice of sample size
5.5 Confidence intervals for median and other parameters*
5.6 Chapter summary
6. Statistical Inference: Significance Tests
6.1 Steps of a significance test
6.2 Significance test for a eman
6.3 Significance test for a proportion
6.4 Decisions and types of errors in tests
6.5 Limitations of significance tests
6.6 Calculating P (Type II error)*
6.7 Small-sample test for a proportion: the binomial distribution*
6.8 Chapter summary
7. Comparison of Two Groups
7.1 Preliminaries for comparing groups
7.2 Categorical data: comparing two proportions
7.3 Quantitative data: comparing two means
7.4 Comparing means with dependent samples
7.5 Other methods for comparing means*
7.6 Other methods for comparing proportions*
7.7 Nonparametric statistics for comparing groups
7.8 Chapter summary
8. Analyzing Association between Categorical Variables
8.1 Contingency Tables
8.2 Chi-squared test of independence
8.3 Residuals: Detecting the pattern of association
8.4 Measuring association in contingency tables
8.5 Association between ordinal variables*
8.6 Inference for ordinal associations*
8.7 Chapter summary
9. Linear Regression and Correlation
9.1 Linear relationships
9.2 Least squares prediction equation
9.3 The linear regression model
9.4 Measuring linear association - the correlation
9.5 Inference for the slope and correlation
9.6 Model assumptions and violations
9.7 Chapter summary
10. Introduction to multivariate Relationships
10.1 Association and causality
10.2 Controlling for other variables
10.3 Types of multivariate relationships
10.4 Inferenential issus in statistical control
10.5 Chapter summary
11. Multiple Regression and Correlation
11.1 Multiple regression model
11.2 Example with multiple regression computer output
11.3 Multiple correlation and R-squared
11.4 Inference for multiple regression and coefficients
11.5 Interaction between predictors in their effects
11.6 Comparing regression models
11.7 Partial correlation*
11.8 Standardized regression coefficients*
11.9 Chapter summary
12. Comparing groups: Analysis of Variance (ANOVA) methods
12.1 Comparing several means: One way analysis of variance
12.2 Multiple comparisons of means
12.3 Performing ANOVA by regression modeling
12.4 Two-way analysis of variance
12.5 Two way ANOVA and regression
12.6 Repeated measures analysis of variance*
12.7 Two-way ANOVA with repeated measures on one factor*
12.8 Effects of violations of ANOVA assumptions
12.9 Chapter summary
13. Combining regression and ANOVA: Quantitative and Categorical Predictors
13.1 Comparing means and comparing regression lines
13.2 Regression with quantitative and categorical predictors
13.3 Permitting interaction between quantitative and categorical predictors
13.4 Inference for regression with quantitative and categorical predictors
13.5 Adjusted means*
13.6 Chapter summary
14. Model Building with Multiple Regression
14.1 Model selection procedures
14.2 Regression diagnostics
14.3 Effects of multicollinearity
14.4 Generalized linear models
14.5 Nonlinearity: polynomial regression
14.6 Exponential regression and log transforms*
14.7 Chapter summary
15. Logistic Regression: Modeling Categorical Responses
15.1 Logistic regression
15.2 Multiple logistic regression
15.3 Inference for logistic regression models
15.4 Logistic regression models for ordinal variables*
15.5 Logistic models for nominal responses*
15.6 Loglinear models for categorical variables*
15.7 Model goodness of fit tests for contingency tables*
15.9 Chapter summary
16. Introduction to Advanced Topics
16.1 Longitudinal data analysis*
16.2 Multilevel (hierarchical) models*
16.3 Event history analysis*
16.4 Path analysis*
16.5 Factor analysis*
16.6 Structural equation models*
16.7 Markov chains*
Appendix: SAS and SPSS for Statistical Analyses
Tables
Answers to selected odd-numbered problems
Index
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