Time-Varying Treatments

Time-varying treatments change or may change over the course of follow-up.

Examples:

• Medication dose adjusted based on symptoms
• Continuous treatment with possible discontinuation
• Sequential treatments (e.g., surgery then chemo)

Why special methods?

• Treatment at time $t$ depends on prior outcomes
• Prior outcomes affect future confounders
• Standard regression fails