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Updated weekly · Last refresh Oct 17

NTT DATA Data Scientist Interview Questions

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

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1
Machine LearningStart here. 7 questions · ~60 min
Random Forest vs Gradient BoostingMedium

Compare Random Forest and Gradient Boosting, then choose the right ensemble for a supervised learning task.

Ensemble MethodsBias-Variance TradeoffSupervised LearningNTT DATA
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2
Behavioral & Leadership9 questions · ~77 min
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3
More topics11 questions · ~95 min
Monthly Revenue Running Totals by RegionMedium
Practice

Use joins, monthly aggregation, and window functions to compute running revenue totals and customer rank by region.

Window FunctionsRankingRunning TotalsNTT DATA
Choose Regression Evaluation MetricsEasy

Pick the right metrics to evaluate a regression model and explain what each one tells you.

CalibrationMAERMSENTT DATA
Interpreting Significance in ExperimentsMedium

Explain statistical significance in experiments and how p-values and confidence intervals guide interpretation.

Confidence IntervalsStatistical SignificanceP-ValuesNTT DATA
Marketing Campaign A/B Test DesignMedium

Design a marketing campaign experiment with a pre-registered metric plan, power calculation, and ship rule that respects guardrails.

ExperimentationHypothesis TestingA/B TestingNTT DATA
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 IndicatorsDiagnosisNTT DATA
Diagnosing Production Scaling FailuresHard

Tests your troubleshooting process for data, pipeline, and model issues that emerge at production scale.

Feature DriftModel ServingNTT DATA
Designing Models for Agile LogisticsHard

Tests your ability to connect predictive modeling to operational outcomes and product delivery goals.

Value PropositionUse CasesProduct VisionNTT DATA
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
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