Experiments

Observational Studies

Observes individuals and measures variables of interest but does not attempt to influence the responses

Experiments

Confounding Variables

The effects of two variables on a response variable cannot be separated from each other

Lurking Variables 

Lurking variables tamper with results but are unknown completely

Experimental Units 

Four Components of a Well Designed Experiment

Comparison - used to defeat placebo effect

Control - helps to determine the effectiveness of treatment by attempting to minimize confounding

Randomization - used to combat bias and equally disperse lurking variables among treatment groups

Replication - uses enough experimental units to defeat chance variation (it is not repeating experiments) 

Completely Randomized Experiment

Block Design

Matched Pairs