Finding Data & Statistics: What statistical analysis should I use?

Resources for selecting the appropriate statistical test

Sage Research Methods - Which Stats Test
Answer a handful of multiple-choice questions to see which statistical method is best for your data. Note: be sure to be logged into VPN if off campus.
Choosing the Correct Statistical Test in SAS, Stata, SPSS and R
This table from UCLA shows general guidelines for choosing a statistical analysis.