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Updated weekly · Last refresh Aug 30

Piper Sandler Business Analyst Interview Questions

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

38questions
~5htotal time
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1
MetricsStart here. 5 questions · ~40 min
Core KPIs for Financial AnalystsEasy

Choose the most important financial KPIs, balancing current performance, future signals, and a clear KPI hierarchy.

KPIsLeading IndicatorsDiagnosisPiper Sandler
Measure Marketing Campaign SuccessEasy

Define campaign success using business KPIs, funnel conversion, acquisition cost, and leading indicators tied to outcomes.

Funnel AnalysisKPIsLeading IndicatorsPiper Sandler
Identify Trends From Sales DataMedium

Tests trend analysis and turning findings into actionable recommendations.

KPIsDiagnosisTime SeriesPiper Sandler
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2
Strategy4 questions · ~32 min
Tell Me About YourselfEasy

Tests your ability to deliver a clear, relevant introduction tailored to the role at Aqr.

Competitive AnalysisGo-to-MarketPiper Sandler
Revenue Forecasting for New ProductsMedium

Tests forecasting logic and assumptions used to estimate revenue for product launches.

EstimationGrowth StrategyMarket SizingPiper Sandler
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3
Finance & Accounting7 questions · ~56 min
Valuation Drivers in Investment BankingMedium

Tests your understanding of what drives value in transaction analysis and modeling.

ValuationFinancial ModelingPiper Sandler
Analyze Financial StatementsMedium

Tests your ability to connect financial statements to performance and cash generation.

ValuationFinancial ModelingPiper Sandler
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4
Behavioral & Leadership21 questions · ~168 min
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5
More topics1 question · ~8 min
Data Analysis ToolsEasy

Tests practical data skills and the ability to choose tools aligned with research and engineering needs.

ToolsData WranglingAggregationsPiper Sandler
Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
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
Identify Funnel Bottlenecks in OnboardingHard
Practice
Practice drill

Use joins, CTEs, and aggregations to find the weakest step in an onboarding funnel and estimate lost conversions.

Funnel AnalysissqlDiagnosisAtlassianRevolut
Monthly Sales Trends by CategoryMedium
Practice
Practice drill

Aggregate monthly sales by product category and use LAG to calculate month-over-month changes.

InfrastructureToolsData WranglingTotal Wine & MoreInc.Benjamin Moore
The finish line: interview-readyComplete all 38 questions plus 3 hands-on drills to finish this plan.