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Empiric Interview Questions

The questions to prepare for Empiric interviews, across all roles. Questions from real interview reports rank first. Updated daily.

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1
Machine LearningStart here. 6 questions · ~51 min
2
A/B Testing & Experimentation3 questions · ~26 min
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingEmpiric
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3
Pipelines7 questions · ~60 min
Cloud Storage in Data PipelinesEasy

Discuss how cloud storage fits into ETL pipelines, including staging, data quality, and operational monitoring.

InfrastructureETLEmpiric
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4
Product Sense3 questions · ~26 min
Define Launch Success MetricsMedium

Approach for choosing launch success metrics, including a north star, leading indicators, and clear success criteria.

Product-Market FitUser NeedsKPIEmpiric
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5
Statistics & Probability3 questions · ~26 min
Statistical Significance and Confidence IntervalsEasy

Explain how statistical significance and confidence intervals are interpreted in a product experiment.

Confidence IntervalsHypothesis TestingStatistical SignificanceEmpiric
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6
Behavioral & Leadership22 questions · ~188 min
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7
More topics6 questions · ~51 min
7-Day Rolling Active UsersMedium
Practice

Compute daily active users and a 7-day rolling average using a CTE, distinct counts, and window functions.

Window FunctionsDate FunctionsRunning TotalsEmpiric
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisEmpiric
Billed Revenue ExperienceHard

Clarify whether billed means invoiced, recognized, or collected revenue, then provide and reconcile the amount.

Accounting Fundamentalsfinancial metricsFinancial ReportingEmpiric
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Hands-on SQL practiceWrite and run real queries in the editor. 1 drill · ~10 min
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