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Data Scientist at Google

Difficulty
Level
Senior
Process took
2 months

How it went

The candidate, already familiar with the recruiter, experienced a streamlined initial interview process, bypassing the typical technical screen. The subsequent product-focused interviews included a SQL and schema design technical screen, followed by a three-part onsite evaluation. The onsite rounds covered statistics and modeling, experimentation and applied analysis, and cultural fit, with the statistics portion focusing more on foundational knowledge and the experimentation section incorporating causal inference alongside A/B testing principles. The candidate found the interviewers to be approachable and the process concluded in mid-December.

What came up

Data ModelingMachine LearningConceptStatistics & ExperimentationData AnalysisCodingSQLData Structures & AlgorithmsPeople ManagementProject ManagementProgram SenseCross FunctionalSystem DesignProduct DesignEstimationProduct StrategyAnalyticalTechnicalExecutionBehavioralCustomer InteractionApp CritiqueData Pipeline DesignArtificial IntelligencePresentationPortfolio ReviewDebuggingCode ReviewProject Discussion

A candidate-reported account, lightly edited. Interview processes change by team and date.

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