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COMPLETE COURSE

Universiteit van Amsterdam
BSc Sociology (Second Year)

Jan 25 - Jan 29

Advanced Statistics

Final Exam · January

0 of 15 completed (0%)

Course Overview

Regression Foundations

Dummy Variables Direction Running, Reading, Reporting H0s, Interpretation, Strength

Hypothesis Testing Essentials

Turning Hypotheses Into Numbers Check If 0 or Not All About the Range Does the Range Include 0?What is a p-value?Alpha, Significance Level, Confidence Level The Alpha Rule: Reject Retain

Advanced Inference & Errors

Errors Type I Type II Intro to Errors Type I and II 1-Tailed vs. 2-Tailed Tests

Bootstrapping & Distributions

What is Bootstrapping

Practice: Multiple Linear Regression

Question 1: MLR coefficient interpretation Question 2: SPSS Coefficients table Question 3: Unstandardized B interpretation Question 4: Hierarchical regression R² change Question 5: Interaction/moderation Question 6: Multicollinearity & suppression

Practice: Hierarchical Regression

Question 1: R² Change interpretation Question 2: Control variables Question 3: F-change test Question 4: Incremental validity Question 5: Moderation setup Question 6: Block significance

Practice: Moderation Analysis

Question 1: Interaction term Question 2: SPSS R² change Question 3: Coefficient interpretation Question 4: F-change significance Question 5: Mean-centering Question 6: Probing interactions

Practice: Mediation Analysis

Question 1: Indirect effect Question 2: Bootstrap CI Question 3: Paths a, b, c, c′Question 4: PROCESS output Question 5: Baron & Kenny limitations Question 6: Full vs partial mediation

Practice: Logistic Regression

Question 1: When to use logistic Question 2: B and Exp(B)Question 3: Odds ratio interpretation Question 4: Omnibus test Question 5: Exp(B) for one-unit change Question 6: Interaction in logistic

Practice: ANOVA

Question 1: One-way ANOVA H₀ Question 2: Two-way interaction Question 3: Levene's test Question 4: Simple effects Question 5: Welch ANOVA Question 6: Factorial ANOVA

Practice: Post-hoc Tests

Question 1: Purpose of post-hoc Question 2: Games-Howell vs Tukey Question 3: Unequal variances Question 4: SPSS output Question 5: Two-way ANOVA follow-up Question 6: Choosing the right test

Practice: Effect Sizes

Question 1: Partial η² Question 2: R² in regression Question 3: ANOVA effect size Question 4: R² vs coefficients Question 5: ΔR² effect size Question 6: Cohen's f²

Practice: Assumptions Testing

Question 1: Residual plots Question 2: Levene's test Question 3: Normality vs homoscedasticity Question 4: VIF interpretation Question 5: Logistic assumptions Question 6: Cook's D & influence

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