Regression and Correlation Analyses: Limitations, Errors and Caveats
Misuses:
- Estimating beyond range of data (extrapolation)
- Use to determine cause and effect relationship
- Failure to recognize some variables can be dependent on time
- Misrepresenting r2 and r values
- Finding relationships when they do not exist
Caveats:
- Know limitations of technique
- Use common sense