Problem Definition and Framing Questions

Covers the skills and practices used to clarify, diagnose, and scope ambiguous business or product problems into actionable problem statements before proposing solutions. Candidates should demonstrate structured and insightful clarifying questions to understand business context, current and desired states, target users and user needs, success metrics and desired outcomes, constraints such as budget, timeline, technical dependencies, and compliance, stakeholder perspectives, and existing performance baselines. Includes separating symptoms from root causes, surfacing and testing hypotheses, identifying data to collect and analyze, performing root cause analysis, breaking complex problems into prioritized subproblems, and defining acceptance criteria and next steps or experiments to reduce uncertainty. Encompasses discovery techniques and basic user research to surface user pain points and opportunities, requirements scoping including scope boundaries, risks and trade offs, and the ability to write a concise problem statement in your own words. At senior levels also assess strategic framing, avoiding premature solutions, aligning stakeholders, and presenting an executive narrative that links diagnosis to measurable outcomes and implementation trade offs; for junior candidates emphasize curiosity, systematic thinking, and the ability to prioritize information needs rather than jumping to implementation.

MediumTechnical

71 practiced

You have three days and a $5,000 budget to investigate why users abandon a multi-step checkout. Choose the mix of research methods you would run (qualitative and quantitative), justify the order and trade-offs, and outline the deliverables you'd provide at the end of the three days.

HardTechnical

55 practiced

Analytics instrumentation is inconsistent and event naming varies across teams. You have one week to diagnose a sudden drop in 'search-to-product' conversion. Propose a pragmatic plan: what quick data pulls and proxies you would use, what rapid qualitative checks you'd run, and a 30-day plan to remediate instrumentation to avoid future blind spots.

EasyTechnical

55 practiced

Users report slow app performance and engagement is decreasing. Describe a simple method to separate symptoms from root causes (e.g., 5 Whys, fishbone). Walk through an example diagnosing a shopping app where 'slow' is reported: what evidence would you seek and how would you validate the root cause?

HardTechnical

55 practiced

You're asked to reduce churn for a mid-market B2B SaaS product with a six-month sales cycle. As the UX lead, frame the problem end-to-end: provide a one-sentence problem statement, list key stakeholders, hypothesize likely root causes, propose 3 prioritized experiments (with metrics), identify constraints, and outline trade-offs between retention and acquisition.

EasyTechnical

60 practiced

You need to establish a performance baseline for checkout conversion before proposing changes. Describe the minimum quantitative and qualitative data you would collect, the sources (analytics, session recordings, surveys), and how you would present the baseline to stakeholders so it's actionable.

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