Design Smart Eligibility Rules
Eligibility criteria determine who participates and how cleanly results generalize. Use geography, firmographics, lifecycle stage, or product tier to build comparable groups. Avoid spillover by limiting cross-community exposure. Create clear consent and onboarding so participants understand purpose, expectations, and benefits while analysts enjoy data that remains interpretable and actionable.