When A/B testing is not possible, what methods can you use to estimate the causal impact of a business initiative? Describe the assumptions and limitations of these approaches.

Sample answer preview

When randomized experiments are infeasible due to ethical concerns, practical constraints, or business requirements, quasi-experimental methods can still provide credible causal estimates.