8.9 What to watch out for

  • Representative sample
  • Range of prediction should match observed range of X in sample
  • Use of nominal or ordinal, rather than interval or ratio data
  • Errors-in-variables
  • Correlation does not imply causation
  • Violation of assumptions
  • Influential points
  • Appropriate model
  • Multicollinearity