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Prep plan
Updated weekly · Last refresh Oct 17

Liftoff Business Analyst Interview Questions

The questions to prepare for a Liftoff Business Analyst interview. Questions from real interview reports rank first. Updated daily.

17questions
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1
MetricsStart here. 3 questions · ~24 min
Critical Metrics for Product LaunchMedium

Choose the most important launch metrics, balancing early signals, long-term outcomes, and a clear KPI hierarchy.

KPIsConversion RateLeading IndicatorsLiftoff
Diagnosing Declining RetentionMedium

Tests structured problem solving using retention metrics and causal reasoning to identify drivers and actions.

RetentionLeading IndicatorsDiagnosisLiftoff
Engagement Trends AnalysisMedium

Tests skills in turning engagement metrics into actionable insights for product and growth decisions.

DiagnosisTime SeriesEngagement MetricsLiftoff
2
Behavioral & Leadership11 questions · ~88 min
Balancing Conflicting Analytics RequestsMedium

Tests prioritization under pressure, stakeholder management, and ownership when multiple urgent analytics requests compete for limited time.

OwnershipDealing With AmbiguityPrioritizationLiftoff
Presenting Unwelcome Analytical FindingsMedium

Tests whether you can influence resistant non-technical stakeholders with clear, data-driven communication while preserving trust and ownership.

Influence Without AuthorityStakeholder ManagementCommunicationLiftoff
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3
More topics3 questions · ~24 min
SQL and Data QueryingEasy

Tests ability to query and manipulate data to support business analysis and reporting.

JoinsData WranglingAggregationsLiftoff
Analyzing Competing ProductsMedium

Tests competitive analysis skills and ability to translate findings into strategic recommendations.

Product-Market FitCompetitive AnalysisSWOTLiftoff
Designing a User StudyHard

Tests ability to design rigorous studies using data to improve user experience and outcomes.

ExperimentationHypothesis TestingA/B TestingLiftoff

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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
Weekly Ops Performance SQLMedium
Practice
Practice drill

Analyze weekly team performance across operational tables and calculate week-over-week completion trends.

Lag/LeadDate FunctionsJoinsLiftoff
Analyze Decision Impact by RegionEasy
Practice
Practice drill

Use joins, CASE WHEN, and date filtering to compare outcome rates before and after a decision.

Data WranglingDiagnosisAggregationsHarbourVest Partners
Optimize a Slow SQL QueryHard
Practice
Practice drill

Rewrite a slow PostgreSQL loan payment query to reduce scanned rows while preserving the required aggregated results.

database optimizationJoinsData WranglingAmeripriseEEltro Cyberchrome PrivateEnergyHub
The finish line: interview-readyComplete all 17 questions plus 3 hands-on drills to finish this plan.