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Business and Product Strategy Alignment Questions

Demonstrate how product decisions and initiatives align to overarching business strategy and metrics. Explain how product priorities map to company objectives such as revenue growth, unit economics, customer acquisition and retention, market expansion, or cost efficiency. Discuss trade offs between short term growth and long term strategic health, how to influence and partner with product leadership, and how operational or design choices support business outcomes. Be ready to explain prioritization frameworks, stakeholder alignment approaches, and examples of aligning product or design work to measurable business goals.

EasyTechnical
0 practiced
Briefly explain the RICE and ICE prioritization frameworks. Then, as a BI Analyst, describe how you would quantify the Reach and Impact (R and I) for a feature that aims to improve checkout completion by redesigning the payment flow. Specify data sources and simple formulas you'd use for Reach and Impact estimates.
EasyTechnical
0 practiced
You are asked to introduce a new metric 'Active Paying Users (APU)'. List the end-to-end steps you would take to validate this metric before adding it to dashboards: include data lineage verification, edge-case tests, peer reviews, and stakeholder sign-off criteria.
EasyTechnical
0 practiced
Define a measurable KPI for Monthly Active Users (MAU) and explain how you would align it to a company objective to increase customer engagement by 20% year-over-year. Describe: (1) the exact definition (how to compute from raw event data), (2) the data sources and joins required, (3) basic data-quality checks you would run to validate the metric, and (4) one dashboard visualization (type + granularity) you'd build so leadership can monitor progress toward the 20% goal.
MediumTechnical
0 practiced
You are given three initiatives with the following RICE inputs: Initiative A — Reach: 100,000 users, Impact: 0.02 (2% conversion lift), Confidence: 0.7, Effort: 3 months. Initiative B — Reach: 20,000, Impact: 0.15, Confidence: 0.6, Effort: 1 month. Initiative C — Reach: 50,000, Impact: 0.05, Confidence: 0.8, Effort: 2 months. Using the RICE formula (Reach * Impact * Confidence / Effort), compute the RICE scores, rank the initiatives, and briefly discuss qualitative factors that might change your recommended prioritization.
MediumTechnical
0 practiced
Walk through how you would map product roadmap milestones to company OKRs. Use this example OKR: 'Increase enterprise ARR by 30% in the next 12 months.' Provide two roadmap milestones, a measurable success metric for each, and acceptance criteria that BI would use to sign off after rollout.

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