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Introduction | |
A Sample Controversy | |
Requirements of a Good Sample | |
Selection Bias | |
Measurement Error | |
Questionnaire Design | |
Sampling and Nonsampling Errors | |
Exercises | |
Simple Probability Samples | |
Types of Probability Samples | |
Framework for Probability Sampling | |
Simple Random Sampling | |
Sampling Weights | |
Confidence Intervals | |
Sample Size Estimation | |
Systematic Sampling | |
Randomization Theory Results for Simple Random Sampling | |
A Prediction Approach for Simple Random Sampling | |
When Should a Simple Random Sample Be Used? Chapter Summary | |
Exercises | |
Stratified Sampling | |
What Is Stratified Sampling? Theory of Stratified Sampling | |
Sampling Weights in Stratified Random Sampling | |
Allocating Observations to Strata | |
Defining Strata | |
Model-Based Inference for Stratified Sampling | |
Quota Sampling | |
Chapter Summary | |
Exercises | |
Ratio And Regression Estimation | |
Ratio Estimation in a Simple Random Sample | |
Estimation in Domains | |
Regression Estimation in Simple Random Sampling | |
Poststratification | |
Ratio Estimation with Stratified Samples | |
Model-Based Theory for Ratio and Regression Estimation | |
Chapter Summary | |
Exercises | |
Cluster Sampling With Equal Probabilities | |
Notation for Cluster Sampling | |
One-Stage Cluster Sampling | |
Two-Stage Cluster Sampling | |
Designing a Cluster Sample | |
Systematic Sampling | |
Model-Based Inference in Cluster Sampling | |
Chapter Summary | |
Exercises | |
Sampling With Unequal Probabilities | |
Sampling One Primary Sampling Unit | |
One-Stage Sampling with Replacement | |
Two-Stage Sampling with Replacement | |
Unequal Probability Sampling Without Replacement | |
Examples of Unequal Probability Samples | |
Randomization Theory Results and Proofs | |
Models and Unequal Probability Sampling | |
Chapter Summary | |
Exercises | |
Complex Surveys | |
Assembling Design Components | |
Sampling Weights | |
Estimating a Distribution Function | |
Plotting Data from a Complex Survey | |
Univariate Plots | |
Design Effects | |
The National Crime Victimization Survey | |
Sampling and Experiment Design | |
Chapter Summary | |
Exercises | |
Nonresponse | |
Effects of Ignoring Nonresponse | |
Designing Surveys to Reduce Nonsampling Errors | |
Callbacks and Two-Phase Sampling | |
Mechanisms for Nonresponse | |
Weighting Methods for Nonresponse | |
Imputation | |
Parametric Models for Nonresponse | |
What Is an Acceptable Response Rate? Chapter Summary | |
Exercises | |
Variance Estimation In Complex Surveys | |
Linearization (Taylor Series) Methods | |
Random Group Methods | |
Resampling and Replication Methods | |
Generalized Variance Functions | |
Confidence Intervals | |
Chapter Summary | |
Exercises | |
Categorical Data Analysis In Complex Surveys | |
Chi-Square Tests with Multinomial Sampling | |
Effects of Survey Design on Chi-Square Tests | |
Corrections to x2 Tests | |
Loglinear Models | |
Chapter Summary | |
Exercises | |
Regression With Complex Survey Data | |
Model-Based Regression in Simple Random Samples | |
Regression in Complex Surveys | |
Should Weights Be Used in Regression? Mixed Models for Cluster Samples | |
Logistic Regression | |
Generalized Regression Estimation for Population Totals | |
Chapter Summary | |
Exercises | |
Two-Phase Sampling | |
Theory for Two-Phase Sampling | |
Two-Phase Sampling with Stratification | |
Two-Phase Sampling with Ratio Estimation | |
Subsampling Nonrespondents | |
Designing a Two-Phase Sample | |
Chapter Summary | |
Exercises | |
Estimating Population Size | |
Capture-Recapture Estimates | |
Contingency Tables for Capture-Recapture Experiments | |
Assessing Undercoverage | |
Chapter Summary | |
Exercises | |
Rare Populations And Small Area Estimations | |
Sampling for Rare Events | |
Small Area Estimation | |
Chapter Summary | |
Exercises | |
Survey Quality | |
Nonresponse Error | |
Measurement Error | |
Sensitive Questions | |
Processing Error | |
Sampling Error | |
Interaction of Error Sources | |
The Future of Sampling | |
Chapter Summary | |
Exercises | |
Appendices: Probability Concepts Used In Sampling | |
Probability | |
Random Variables and Expected Value | |
Conditional Probability | |
Conditional Expectation | |
References | |
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