Marketing Measurement and Impact Questions

Define how you measure the business impact of technical marketing programs including pipeline contribution, revenue influence, customer adoption and market share movement. Explain key performance indicators and rationale, attribution approaches and limitations, controlled experiment design, cohort and funnel analysis, and how you instrument and report results with dashboards. Cover how you use data driven insights to prioritize initiatives, justify budget and communicate outcomes to stakeholders.