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Updated weekly · Last refresh Aug 30

Spring Health Product Growth Analyst Interview Questions

The questions to prepare for a Spring Health Product Growth Analyst interview. Questions from real interview reports rank first. Updated weekly.

27questions
~4htotal time
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1
A/B Testing & ExperimentationStart here. 5 questions · ~40 min
2
Metrics4 questions · ~32 min
Diagnose Conversion Drop Post LaunchMedium

Diagnose why conversion fell from 4.8% to 3.1% after a launch by breaking the metric across funnel steps, cohorts, and segments.

Funnel AnalysisConversion RateDiagnosisSpring Health
Investigate User Engagement DeclineMedium

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

RetentionDiagnosisEngagement MetricsSpring Health
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3
Product Sense3 questions · ~24 min
Improving Activation for Higher-Acuity MembersHard

Tests problem framing, experimentation design, and prioritization for activation in higher-acuity populations.

User NeedsPain PointsMVPSpring Health
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4
Behavioral & Leadership8 questions · ~64 min
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5
More topics7 questions · ~56 min
Structure Retention Cohort AnalysisMedium

Explain how to structure a cohort retention query using cohort assignment, period offsets, and aggregation in PostgreSQL.

Date FunctionsCTEsGroup BySpring Health
Trustworthiness of A/B Test ResultsMedium

Tests understanding of statistical validity, power, and decision thresholds for experimentation.

Confidence IntervalsHypothesis TestingStatistical SignificanceSpring Health
Evaluating LTV/CAC to Decide to ScaleMedium

Tests unit economics thinking and disciplined go/no-go decisions for scaling growth initiatives.

Estimationltv/cacGrowth StrategySpring Health
Prioritizing Experiments With ConstraintsMedium

Tests prioritization frameworks and your ability to balance impact, feasibility, and clinical constraints.

Trade-offsScope ManagementPrioritizationSpring Health
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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 27 questions plus 3 hands-on drills to finish this plan.