| Appendix of Sources |
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xi | |
| Editor's Introduction |
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xix | |
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Volume 1 Fundamental Issues in Quantitative Research |
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1 Ten Statisticians and Their Impacts for Psychologists |
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3 | (22) |
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2 14 Conversations about Three Things |
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25 | (20) |
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3 Minimally Sufficient Research |
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45 | (6) |
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51 | (20) |
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5 The External Validity of Experiments |
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71 | (30) |
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6 Randomized Trials for the Real World: Making as Few and as Reasonable Assumptions as Possible |
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101 | (10) |
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7 Improving Causal Inference: Strengths and Limitations of Natural Experiments |
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111 | (20) |
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8 Having One's Cake and Eating It, Too: Combining True Experiments with Regression Discontinuity Designs |
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131 | (20) |
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9 Capture-Recapture and Anchored Prevalence Estimation of Injecting Drug Users in England: National and Regional Estimates |
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151 | (20) |
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10 Constructing Summary Indices of Quality of Life: A Model for the Effect of Heterogeneous Importance Weights |
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171 | (38) |
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11 Advances in Age-Period-Cohort Analysis |
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209 | (8) |
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12 Selection Bias in Web Surveys and the Use of Propensity Scores |
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217 | (26) |
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1.4 Methods for Missing Data |
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13 Estimation of Causal Effects via Principal Stratification When Some Outcomes Are Truncated by "Death" |
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243 | (16) |
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14 Multiple Imputation for Missing Data: A Cautionary Tale |
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259 | (8) |
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15 Multiple Imputation: Current Perspectives |
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267 | (22) |
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16 Incomplete Hierarchical Data |
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289 | |
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Volume 2 Measurement for Causal and Statistical Inference |
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17 The Cost of Dichotomization |
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3 | (8) |
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18 Fidelity Criteria: Development, Measurement, and Validation |
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11 | (32) |
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19 Controlling Error in Multiple Comparisons, with Examples from State-to-State Differences in Educational Achievement |
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43 | (28) |
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20 Surrogate Endpoint Validation: Statistical Elegance versus Clinical Relevance |
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71 | (14) |
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21 Causation in the Social Sciences: Evidence, Inference, and Purpose |
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85 | (20) |
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22 Statistical Models for Causation: What Inferential Leverage Do They Provide? |
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105 | (22) |
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23 Identification of Causal Parameters in Randomized Studies with Mediating Variables |
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127 | (22) |
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24 Matching Estimators of Causal Effects: Prospects and Pitfalls in Theory and Practice |
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149 | (52) |
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25 Suppressor Variables in Path Models: Definitions and Interpretations |
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201 | (26) |
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2.3 Program Evaluation and Individual Assessment |
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26 Are Simple Gain Scores Obsolete? |
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227 | (14) |
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27 Ten Difference Score Myths |
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241 | (26) |
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28 What Are Value-Added Models Estimating and What Does This Imply for Statistical Practice? |
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267 | (10) |
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29 Setting Targets for Health Care Performance: Lessons from a Case Study of the English NHS |
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277 | (24) |
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2.4 Statistical Inference |
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30 The Insignificance of Null Hypothesis Significance Testing |
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301 | (28) |
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31 Correcting a Significance Test for Clustering |
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329 | (28) |
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32 A Comparison of Statistical Significance Tests for Selecting Equating Functions |
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357 | (24) |
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33 The Choice of Sample Size: A Mixed Bayesian/Frequentist Approach |
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381 | |
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Volume 3 Alternatives to Hypothesis Testing |
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3.1 Confidence Intervals and Effect Sizes |
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34 Toward Policy-Relevant Benchmarks for Interpreting Effect Sizes: Combining Effects with Costs |
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3 | (38) |
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35 Replication and p Intervals: p Values Predict the Future Only Vaguely, but Confidence Intervals Do Much Better |
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41 | (30) |
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36 Confidence Intervals about Score Reliability Coefficients, Please: An EPM Guidelines Editorial |
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71 | (16) |
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37 Finite Sampling Properties of the Point Estimates and Confidence Intervals of the RMSEA |
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87 | (36) |
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38 Integrating Findings: The Meta-analysis of Research |
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123 | (30) |
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39 Reliability Generalization: Exploring Variance in Measurement Error Affecting Score Reliability across Studies |
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153 | (16) |
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40 The Relationship between Sample Sizes and Effect Sizes in Systematic Reviews in Education |
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169 | (12) |
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41 An Exploratory Test for an Excess of Significant Findings |
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181 | (16) |
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42 Expanded Information Retrieval Using Full-text Searching |
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197 | (16) |
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3.3 Correlation and Regression |
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43 Puzzlingly High Correlations in fMRI Studies of Emotion, Personality, and Social Cognition |
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213 | (32) |
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44 How Is a Statistical link Established between a Human Outcome and a Genetic Variant? |
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245 | (24) |
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45 Using Quasi-variance to Communicate Sociological Results from Statistical Models |
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269 | (18) |
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46 Weighting Regressions by Propensity Scores |
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287 | (18) |
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3.4 Logit and Probit Regression |
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47 Comparing Logit and Probit Coefficients across Groups |
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305 | (20) |
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48 An Additional Measure of Overall Effect Size for Logistic Regression Models |
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325 | (24) |
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49 The Intermediate Endpoint Effect in Logistic and Probit Regression |
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349 | (26) |
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50 An Introduction to Crisp Set QCA, with a Comparison to Binary Logistic Regression |
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375 | (20) |
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3.5 Categorical Data Analysis |
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51 Univariate and Bivariate Loglinear Models for Discrete Test Score Distributions |
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395 | (56) |
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52 Testing for IIA in the Multinomial Logit Model |
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451 | (16) |
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53 Goodness-of-Fit Tests and Descriptive Measures in Fuzzy-set Analysis |
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467 | (40) |
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54 Is Optimal Matching Suboptimal? |
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507 | |
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Volume 4 Complex Designs for a Complex World |
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4.1 Structural Equation Modeling |
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55 The General Linear Model as Structural Equation Modeling |
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3 | (22) |
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56 Factor Retention Decisions in Exploratory Factor Analysis: A Tutorial on Parallel Analysis |
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25 | (18) |
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57 A Comparison of Item Response Theory and Confirmatory Factor Analytic Methodologies for Establishing Measurement Equivalence/Invariance |
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43 | (30) |
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58 The Importance of Structure Coefficients in Structural Equation Modeling Confirmatory Factor Analysis |
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73 | (18) |
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59 Multilevel Modeling: A Review of Methodological Issues and Applications |
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91 | (36) |
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60 Estimating Statistical Power and Required Sample Sizes for Organizational Research Using Multilevel Modeling |
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127 | (24) |
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61 From Micro to Meso: Critical Steps in Conceptualizing and Conducting Multilevel Research |
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151 | (32) |
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62 Growth Modeling Using Random Coefficient Models: Model Building, Testing, and Illustrations |
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183 | (32) |
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4.3 Event History, Survival and Longitudinal Analyses |
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63 Multi-state Models for Event History Analysis |
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215 | (28) |
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64 Discrete-Time Survival Mixture Analysis |
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243 | (32) |
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65 Multilevel Random Coefficient Analyses of Event- and Interval-Contingent Data in Social and Personality Psychology Research |
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275 | (28) |
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66 Business Cycles and Turning Points: A Survey of Statistical Techniques |
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303 | (34) |
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4.4 Computer-Intensive and Hi-Tech Spatial Analysis Methods |
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67 The Validity of Publication and Citation Counts for Sociology and Other Selected Disciplines |
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337 | (18) |
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68 A Web Crawler Design for Data Mining |
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355 | (12) |
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69 Analysis of Terrorist Social Networks with Fractal Views |
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367 | (28) |
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70 From Schelling to Spatially Explicit Modeling of Urban Ethnic and Economic Residential Dynamics |
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395 | |
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