22.1 Principles of Experimental Design

A well-designed experiment follows three key principles:

  1. Randomization: Ensures that subjects or experimental units are assigned to different groups randomly, eliminating selection bias.
  2. Replication: Increases the precision of estimates by repeating the experiment on multiple subjects.
  3. Control: Isolates the effect of treatments by using control groups or baseline conditions to minimize confounding factors.

In addition to these, blocking and factorial designs further refine experimental accuracy.