Direct Bias Modeling

Direct bias modeling: Include unmeasured confounder in the analysis model.

Approach:

1. Specify prior distribution for unmeasured confounder
2. Model relationships between confounder, exposure, outcome
3. Impute confounder values
4. Analyze with imputed data

Contrast with external adjustment:

• External: Apply correction formula to estimate
• Direct: Include variable in model itself