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ServiceTitan Data Scientist Interview Questions

The questions to prepare for a ServiceTitan Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

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Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio Mismatch
ServiceTitan
Pricing Page Experiment Design
Hard

Design an end-to-end A/B test for a pricing page, including MDE, guardrails, analysis plan, and a ship decision.

Guardrail MetricsSample SizeA/B Testing
ServiceTitan
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Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser value
ServiceTitan
Balance Conversion and Retention
Hard

Framework for deciding when to favor short-term conversion gains versus long-term retention in a product decision.

Feature PrioritizationUser NeedsValue Proposition
ServiceTitan

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Understanding Common Table Expressions (CTEs)
Medium

Explain what CTEs are and their advantages in SQL queries.

CTEs
ServiceTitan
7-Day Rolling Active Users
Medium

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

Window FunctionsDate FunctionsRunning Totals
ServiceTitan
Investigate User Engagement Decline
Medium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement Metrics
ServiceTitan
Diagnose a Metric Drop After Launch
Medium

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

Lagging IndicatorsLeading IndicatorsDiagnosis
ServiceTitan