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Updated weekly · Last refresh Oct 17

PriceLabs Business Analyst Interview Questions

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

15questions
~2htotal time
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1
SQL & Data ManipulationStart here. 5 questions + 1 drill · ~58 min
NULLs in Aggregate MetricsEasy

Explain how PostgreSQL aggregate functions treat NULL values and when to use COALESCE to control results.

null handlingCase WhenAggregationsPriceLabs
Optimizing Large Transaction Table JoinsHard

Explain how to tune a slow PostgreSQL query that joins several large transaction tables using indexes, join strategy, and partitioning.

JoinsperformancesqlPriceLabs
Customer Orders: LEFT vs INNER JOINEasy

Explain how INNER JOIN and LEFT JOIN differ, and when to use each for matched-only versus all-left-row analysis.

JoinsData WranglingGroup ByPriceLabs
Month-over-Month Active ListingsMedium
Practice

Calculate monthly active listing counts and month-over-month growth percentages for PriceLabs.

Lag/LeadDate FunctionssqlPriceLabs
Window Function Revenue RankingMedium
Practice

Use a window function to identify the second-highest revenue-generating property within each market.

Window FunctionsData ManipulationRankingPriceLabs
SQL Window Functions for Rolling MetricsMedium
Practice
Practice drill

Calculate Snapmint's 30-day rolling average of daily loan defaults using aggregation and window functions.

Data AnalysisAggregationsSSnapmintFlowKoch

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2
Behavioral & Leadership10 questions · ~96 min
Simplifying a Complex Technical TopicMedium

Tests whether you can translate technical complexity into clear, audience-appropriate documentation that drives understanding and action.

Influence Without AuthorityCommunicationOwnershipPriceLabs
Handling Contradictory Stakeholder FeedbackMedium

Tests how you handle conflicting stakeholder feedback through influence, judgment, and data-driven decision-making without becoming defensive.

Stakeholder ManagementCommunicationDealing With AmbiguityPriceLabs
Contradicting Senior Stakeholder IntuitionMedium

Tests influence without authority when data conflicts with senior judgment, including stakeholder management and clear communication.

Conflict ResolutionStakeholder ManagementAnalysisPriceLabs
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