Analysis Grid by Topic

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

ANOVA and ANCOVA

Analysis R Link SAS Link
ANOVA
One-way ANOVA RSAS
Single Factor Repeated Measures ANOVA
Two-way ANOVA
Three-way ANOVA
ANCOVA
One-way ANCOVA
Two-way ANCOVA
Repeated Measures ANOVA
Multivariate Repeated Measures ANOVA
Split-Plot Repeated Measures ANOVA
Single Factor Repeated Measures ANOVA

Bivariate Analysis (Two Variables)

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

Design of Experiments using Mixed Models

Analysis R Link SAS Link
General Information
Definitions
Completely Randomized Design (CRD)
CRD Single Factor
CRD Factorical
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

Regression Analysis

Analysis R Link SAS Link
Standard Approaches
Simple Linear Regression
Multiple Regression (OLS)
Mediator Regression
Moderator Regression
Multiple Regression with a Categorical*Categorical Interaction
Multiple Regression with a Categorical*Continuous Interaction
Multiple Regression with a Continuous*Continuous Interaction
Polynomial Regression
Robust Regression
Categorical Outcome/Logit
Logistic Regression
Multinomial Logistic Regression
Ordinal Logistic Regression
Count Data
Negative Binomial Regression
Poisson Regression
Zero Inflated Negative Binomial Regression
Zero Truncated Negative Binomial Regression
Zero Inflated Poisson Regression
Zero Truncated Poisson Regression
Hurdle Models
Negative Binomial Hurdle Regression
Poisson Hurdle Regression

Univariate Analysis, Assumptions, and Post-hocs

Analysis R Link SAS Link
Box Plots
Descriptive Statistics
Levene's Equality of Variances Test
Normality

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