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Updated weekly · Last refresh Aug 30

Loft Business Analyst Interview Questions

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

15questions
~2htotal time
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1
Statistics & ProbabilityStart here. 3 questions · ~25 min
Two Draws Without ReplacementEasy

Compute the probability that two balls drawn without replacement are different colors.

SamplingprobabilityConditional ProbabilityLoft
Expected Value for PortfoliosMedium

Tests ability to apply expected value reasoning to real estate scenarios and quantify uncertainty.

scenario analysisprobabilityExpected ValueLoft
Rate, Time, Distance Word ProblemMedium

Tests problem-solving with multi-variable relationships and quantitative reasoning.

Problem Solvingmental mathLoft
2
Metrics3 questions · ~25 min
GMV Percent Change CalculationMedium

Tests ability to compute GMV impact from percentage changes in volume and average order value.

KPIpercentage changeLoft
Why Listings Stay LongerMedium

Tests metrics design and analytical structuring to explain listing duration outliers on Loft.

DiagnosisCohort AnalysisLoft
Optimize Pricing for VelocityHard

Tests data selection, pricing analytics thinking, and trade-off management between velocity and margin.

pricingLoft

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3
Behavioral & Leadership7 questions · ~58 min
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4
More topics2 questions · ~17 min
Brazil City Expansion ViabilityHard

Tests strategy modeling, market sizing, and financial viability assessment for Loft’s expansion.

Cost-Benefit AnalysisBusiness ModelMarket SizingLoft
Diagnose Agent Engagement DropHard

Tests product analytics, root-cause diagnosis, and structured problem-solving for Loft’s agent marketplace.

User ResearchUser NeedsPain PointsLoft
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