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Prep plan
Updated weekly · Last refresh Aug 30

Harnham Data Scientist Interview Questions

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

33questions
~5htotal time
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1
Machine LearningStart here. 6 questions · ~50 min
2
A/B Testing & Experimentation3 questions · ~25 min
Ranking Test for App DiscoveryMedium

Design an A/B test for a new app-store ranking algorithm, including primary metrics, guardrails, sample size, and launch criteria.

MDEGuardrail MetricsSample Ratio MismatchHarnham
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3
Model Evaluation3 questions · ~25 min
Measure AI Model PerformanceEasy

Explain how to evaluate an AI model using the right metrics and how metric choice depends on the business goal.

PrecisionAccuracyRecallHarnham
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4
System Design7 questions · ~59 min
Building RAG PipelinesHard

Tests practical knowledge of RAG system components, evaluation, and operational considerations.

Feature StoreRetrievalModel ServingHarnham
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5
Behavioral & Leadership8 questions · ~67 min
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6
More topics6 questions · ~50 min
SQL Rolling Average with WindowsMedium
Practice

Use PostgreSQL window functions to compare Harnham Recruiter Cloud's seven-day application average with the prior week.

Window FunctionsLag/LeadRunning TotalsHarnham
Large-Scale Data Pipeline ChallengesMedium

Discuss the main pipeline challenges that appear as data volume, velocity, and system complexity grow.

InfrastructureQualityHarnham
Diagnose KPI Drop After ReleaseMedium

Diagnose a post-release KPI drop by separating instrumentation issues from real behavior changes and tracing the problem through the metric hierarchy.

KPILeading IndicatorsDiagnosisHarnham
Statistical Significance of ChangeMedium

Tests your understanding of hypothesis testing and statistical validation for model changes.

Hypothesis TestingStatistical SignificanceP-ValuesHarnham
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 33 questions plus 2 hands-on drills to finish this plan.