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Structured Problem Solving and Frameworks Questions

Assessment of a candidate's ability to apply repeatable, logical frameworks to break ambiguous problems into manageable components, identify root causes, weigh options, and recommend a defensible solution with an implementation plan. Topics include defining the problem and success criteria, gathering context and constraints, decomposing the problem using mutually exclusive collectively exhaustive thinking, generating alternatives, evaluating trade offs by impact and effort, and sequencing execution. Interviewers will look for clear narration of the thinking process, use of data and evidence, awareness of assumptions, and the ability to adapt a framework to different domains such as product, operations, or analytics. This canonical topic also covers systematic analysis techniques, methodological rigor, and presentation of conclusions so others can follow and act on them.

MediumTechnical
39 practiced
Design a canonical metric registry process for 'weekly-active-users' (WAU) to prevent definition drift across teams. Include metadata fields (definition, SQL, owner, cadence), ownership and approval workflow, versioning and deprecation policy, and how the registry would integrate with dashboards and transformation pipelines.
HardSystem Design
45 practiced
You're migrating 200 legacy reports to a new governed BI platform. Propose a phased migration plan that minimizes business disruption: discovery and inventory, pilot with critical reports, parallel run strategy, validation tests, rollback criteria, user training, and metrics that define migration success (usage, error rates, time-to-answer).
EasyTechnical
39 practiced
In PostgreSQL, given the following tables:
users(id, created_at)events(id, user_id, event_type, occurred_at)
Write a SQL query to compute 7-day retention for each signup cohort (cohort_start_date = date_trunc('day', users.created_at)). Result should include: cohort_start_date, cohort_size (unique users), retained_day_7_rate (percentage of cohort with at least one 'open_app' event between day 1 and day 7).
HardSystem Design
43 practiced
Design a governance and approval workflow for production dashboards that includes automated tests, peer review, security checks, regional deployment controls, and rollback procedures. Define roles (owner, reviewer, approver, ops), automation steps, and KPIs to monitor governance effectiveness (review throughput, post-deploy defects, time-to-approve).
EasyTechnical
34 practiced
Compare building a single comprehensive dashboard containing all KPIs versus several focused dashboards tailored to specific audiences (executives, product managers, operations). List pros and cons for each approach, indicators you'd use to make a recommendation, and how you'd present this recommendation to different stakeholders.

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