Concepts to know for Final Exam

Multiple hypothesis testing:

Know how to calculate BF
Know conceptual differences between BF/FDR
Know when to use multiple correction in general (won’t have to choose between tests, or if you do both answers would be acceptable)

Hypergeometric distribution

How to calculate p-value
When to use (esp. compared to binomial distribution)

Chi-square

How to calculate X2 statistic (for goodness of fit OR contingency table)
How to carry out X2 test (distribution, df, assumptions, etc)
How to interpret X2 analysis
Calculate relative risk and odds ratio

Correlation & Covariance

Conceptual difference between correlation & covariance
Assumptions and interpreting correlation coefficient/test
When to use a non-parametric alternative

Regression

When to use, assumptions, interpretation of R summary results
How to use regression to predict values
Calculate B1 and B0
Understand concept/interpretation of r2
Df for regression test
Difference between regression and correlation
What is residuals, when to use residual plots, how to interpret
Regression v. T-test
How to interpret multiple variable regression

ANOVA

When to use, assumptions, interpretation of R summary results
General concept of ANOVA - what is it testing?
How to calculate the ANOVA table
How to calculate p-value conceptually (test statistic, distribution, df, etc)
How to interpret two-way ANOVA and when to use it
Identify interaction from additive
Using ANOVA to compare models