Measurement error

• uncertainty in independent variables (e.g., in exposure estimate)
  • attenuates regression coefficients
  • doesn't properly incorporate uncertainty in final model
• what is the 'true' independent variable
  • variable you want to regulate or manipulate?
• Solutions:
  • joint models for covariates -> exposure -> health outcome
  • two-stage models with uncertainty in exposure accounted for in health outcome model