Casual Inference Data analysis and other apocrypha

Task Specification Notes
Experimental analysis outcome ~ treatment_indicator [+ pretreatment] ?
Panel data (2-way ANOVA) outcome ~ unit_id + date  
Difference-in-difference outcome ~ date * treatment_indicator ?
Difference-in-difference with many unit-level observations outcome ~ unit + date * treatment_indicator ?
Regression discontinuity    
Interrupted time series    
Instrumental variable    
One-way ANOVA    
Elasticity    
Mediation    
Control for confounders