Business Context and Impact Questions

Framing analytical findings and operational recommendations in terms of business outcomes, trade offs, and measurable impact. Candidates should show an ability to translate metrics into actions, quantify potential benefit and implementation cost, prioritize interventions by expected value and feasibility, and propose measurement plans and feedback loops. For marketplace or partner driven businesses candidates should consider how recommendations affect multiple stakeholders such as merchants, customers, sales, marketing, and finance, and be able to articulate short term and long term implications.