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Antler Business Analyst Interview Questions

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

20questions
~3htotal time
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1
MetricsStart here. 3 questions · ~25 min
Define Success for a New FeatureEasy

Define the right metrics to judge whether a new product feature is successful.

KPIsConversion RateLeading IndicatorsAntler
Diagnose Client Engagement DropMedium

Diagnose a sharp decline in client engagement and break it down into cohorts, funnel steps, and likely business drivers.

Leading IndicatorsDiagnosisEngagement MetricsAntler
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2
Execution4 questions · ~33 min
Prioritize Conflicting Project CommitmentsMedium

Explain how you would prioritize competing projects when capacity is limited and stakeholders have different definitions of urgency and value.

Trade-offsSuccess CriteriaScope ManagementAntler
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3
Behavioral & Leadership6 questions · ~49 min
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4
More topics7 questions · ~57 min
Analyze Large Dataset Trends in SQLEasy

Explain how SQL replaces Excel for trend analysis on 100,000+ rows using aggregation, date grouping, and filtering.

PivotData WranglingAggregationsAntler
Analyze a New Product CategoryHard

Approach for analyzing whether a new product category is worth entering and how to size and frame the opportunity.

Competitive AnalysisGrowth StrategyMarket SizingAntler
Design a Product Mini CaseHard

Evaluates product thinking, problem framing, and prioritization under ambiguity.

product designcase studyAntler
Analyze Two Financial StatementsMedium

Assesses financial literacy and the ability to derive insights from key statements.

Financial StatementsAnalysisAntler
Handling Missing ValuesHard

Assess missingness mechanisms, choose defensible treatments, and test sensitivity to deletion or imputation.

SamplingExperimentationBiasAntler
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 20 questions plus 3 hands-on drills to finish this plan.