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Prep plan
Updated weekly · Last refresh Oct 17

Digitas Data Scientist Interview Questions

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

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1
Statistics & ProbabilityStart here. 10 questions · ~90 min
2
Model Evaluation9 questions · ~81 min
RMSE vs MAEMedium

Explain how RMSE and MAE differ, including sensitivity to outliers and how to choose between them.

Calibrationevaluation metricsMAEDigitas
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3
Machine Learning10 questions · ~90 min
Random Forest vs Logistic RegressionHard

Compare Random Forest and Logistic Regression for a binary classification task using preprocessing, validation, interpretability, and performance tradeo...

model selectionEnsemble MethodsFeature EngineeringDigitas
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4
SQL & Data Manipulation10 questions + 1 drill · ~100 min
SQL Top Customers Per MonthMedium
Practice

Rank Airtel Payments Bank customers by monthly successful transaction value using aggregation and ROW_NUMBER().

Window FunctionsRankingAggregationsDigitas
Rolling Transaction SQL and RankingHard
Practice
Practice drill

Calculate each user's 7-day rolling transaction average and daily spend rank using PostgreSQL window functions.

Window FunctionsDate FunctionsRankingGGreen ExchangeAANT SolutionRakuten
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5
Pipelines3 questions · ~27 min
Cloud AI Deployment Pipeline ExperienceMedium

Discuss experience building cloud-based AI pipelines, including orchestration, processing patterns, infrastructure choices, and data quality controls.

InfrastructureToolsQualityDigitas
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6
More topics8 questions · ~72 min
Hypothesis Testing for AutomotiveHard

Propose and power an automotive experiment with a measurable hypothesis, primary metric, guardrails, and a defensible ship decision.

experiment designMDEHypothesis TestingDigitas
Align Product With User NeedsMedium

A framework for connecting user needs to business goals, then making product decisions with clear trade-offs and measurable outcomes.

User NeedsValue PropositionProduct VisionDigitas
Marketing Tech Platform ExperienceEasy

Evaluates familiarity with marketing data sources and instrumentation ecosystems.

Funnel AnalysisKPIsConversion RateDigitas
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