Analyses by Topic

The table below provides a list common statistical analyses broken down by topic.

Getting Started – Univariate Analyses

Analysis R Link SAS Link
Descriptive Statistics
Levene’s Test for Homogeneity of Variance
Normality Tests
Side-by-Side Boxplots

ANOVA and ANCOVA

Analysis R Link SAS Link
ANOVA
One-way ANOVA
Two-way ANOVA
Three-way ANOVA
ANCOVA
One-way ANCOVA
Two-way ANCOVA
Repeated Measures ANOVA
Multivariate Repeated Measures ANOVA
Repeated Measures Mixed Model ANOVA
Single Factor Repeated Measures Mixed Model ANOVA

Bivariate Analysis (Two Variables)

Analysis R Link SAS Link
General Information
Flow Chart of Continuous by Categorical Tests
Two Continuous Variables
Correlation
Simple Linear Regression
Two Categorical Variables
Chi-Square Analysis and Fisher's Exact Test
McNemar's Test
Conhran's Q
Continuous by Categorical Parametric Tests
One-Way ANOVA
One-Way ANOVA with Repeated Measures
Paired T-test
Two-Independent Samples T-test
Continuous by Categorical Nonparametric Tests
Friedman's Test
Kruskal-Wallis Test
Mann-Whitney U Test
Wilcoxon Signed-Rank Test

Design of Experiments using Mixed Models

Analysis R Link SAS Link
General Information
Definitions
Completely Randomized Design (CRD)
CRD Single Factor
CRD Factorial
CRD Nested
CRD Split Plot
CRD Split-Split Plot
CRD Split Plot with Experimental Unit Sampling
CRD Split Plot with Experimental Unit Sampling and Subsampling
Randomized Complete Block Design (RBD)
RBD Single Factor
RBD Factorial
RBD Nested
RBD Split Plot
RBD Split-Split Plot
RBD Split Plot with Experimental Unit Sampling
RBD Split Plot with Experimental Unit Sampling and Subsampling
RBD Strip Plot
Unresolvable Incomplete Block Design (IBD)
IBD Single Factor
IBD Factorial
IBD Nested
IBD Split Plot
IBD Split-Split Plot
IBD Split Plot with Experimental Unit Sampling
IBD Split Plot with Experimental Unit Sampling and Subsampling

Multilevel Mixed Models / Hierarchical Linear Models

Analysis R Link SAS Link
Two-level Random Intercept Model
Two-Level Random Slope and Intercept Model
Three-Level Random Intercept Model
Three-Level Random Slope and Intercept Model

Regression Analysis

Analysis R Link SAS Link
Continuous Outcome
Simple Linear Regression
Multiple Regression (OLS)
Mediator Regression
Moderator Regression
Polynomial Regression
Robust Regression
Categorical Outcome
Logistic Regression
Multinomial Logistic Regression
Ordinal Logistic Regression
Count Data
Negative Binomial Regression
Poisson Regression
Zero-Inflated Negative Binomial Regression
Zero-Inflated Poisson Regression
Hurdle Models
Negative Binomial Hurdle Regression
Poisson Hurdle Regression

Plots

R Link SAS Link
Q-Q Plot
Side-by-Side Boxplots

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