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viii | |
About the author |
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xiii | |
About the book |
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xiv | |
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1 | (19) |
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Criteria for statistical testing |
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4 | (1) |
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5 | (1) |
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Data sets used as example studies |
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6 | (10) |
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16 | (4) |
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2 Statistical significance and contingency tables |
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20 | (10) |
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20 | (1) |
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21 | (6) |
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How to report contingency tables |
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27 | (3) |
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3 Factor analysis: Exploratory |
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30 | (21) |
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Exploratory factor analysis |
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31 | (1) |
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Discovering latent factors |
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32 | (9) |
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Factor analysis for data reduction |
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41 | (3) |
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Calculating and using latent factors in future analysis |
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44 | (2) |
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46 | (1) |
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How to report factor analysis |
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47 | (4) |
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4 Correlation and linear regression |
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51 | (28) |
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51 | (3) |
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54 | (10) |
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Spearman's rank correlation coefficient (Spearman's rho) |
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64 | (1) |
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Kendall's Tau correlation (x) |
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64 | (1) |
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Correlations between two variables of different scales |
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65 | (1) |
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How to report correlations |
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65 | (1) |
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Calculating correlation with Stata and SPSS |
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66 | (1) |
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67 | (4) |
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71 | (1) |
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Multivariate linear regression |
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71 | (6) |
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Linear regression sample size conditions |
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77 | (1) |
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How to report linear regression |
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77 | (2) |
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5 Factor analysis: Confirmatory |
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79 | (21) |
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Constructing First Order CFA Models |
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80 | (7) |
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87 | (3) |
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Uncovering structures in questionnaires |
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90 | (5) |
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Longitudinal measurement invariance |
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95 | (1) |
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How to report confirmatory factor analysis |
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96 | (4) |
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100 | (23) |
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Simple logistic regression |
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100 | (10) |
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110 | (7) |
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Complex multinomial models |
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117 | (3) |
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How to report logistic regression |
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120 | (3) |
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7 Making choices: Discrete choice theory |
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123 | (27) |
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Stated and revealed preference |
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124 | (1) |
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A simple consumer choice model |
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124 | (8) |
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Multinomial logistic regression model with socio-economic factors |
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132 | (6) |
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Ordered logit choice model |
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138 | (9) |
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The range of discrete choice models |
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147 | (1) |
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How to calculate ordered and ordinal regression |
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148 | (2) |
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150 | (22) |
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151 | (6) |
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Differential item testing |
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157 | (2) |
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Graded Response Model (GRM) |
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159 | (2) |
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Partial Credit Models (PCM) |
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161 | (1) |
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161 | (5) |
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Reliability of measures when collapsing Likert scale categories |
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166 | (6) |
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172 | (33) |
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172 | (1) |
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173 | (3) |
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176 | (4) |
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180 | (4) |
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184 | (4) |
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188 | (1) |
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Confirmatory Factor Analysis (CFA) |
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189 | (1) |
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190 | (6) |
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196 | (1) |
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197 | (2) |
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Longitudinal data analysis |
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199 | (2) |
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201 | (4) |
References |
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205 | (9) |
Index |
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214 | |