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Updated weekly · Last refresh Aug 30

Newgen Software Data Scientist Interview Questions

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

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1
Machine LearningStart here. 9 questions · ~72 min
Handling Class Imbalance in ClassificationMedium

Explain practical ways to train and evaluate a classifier when the target classes are highly imbalanced.

model trainingSupervised LearningClass ImbalanceNewgen Software
Bagging vs Boosting ExplainedMedium

Explain how bagging and boosting differ, and identify a representative algorithm for each ensemble method.

Ensemble Methodsmodel trainingSupervised LearningNewgen Software
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2
Behavioral & Leadership6 questions · ~48 min
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3
More topics8 questions · ~64 min
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchNewgen Software
Choosing Model Evaluation TechniquesEasy

Explain how you evaluate models using the right metrics, validation strategy, and error analysis for the problem.

PrecisionAccuracyRecallNewgen Software
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisNewgen Software
Validate Analysis with SQL ChecksMedium

Explain how to use SQL checks, NULL handling, and reconciliation queries to verify analysis accuracy.

Data WranglingAggregationsQualityNewgen Software
Designing Agentic AI with Memory and ToolsHard

Tests system design thinking for agent behavior, state management, and tool orchestration.

architectureNewgen Software
Statistical Significance in A/B TestsMedium

Tests understanding of hypothesis testing and how to interpret A/B test results correctly.

Statistical SignificanceA/B TestingNewgen Software
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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 23 questions plus 3 hands-on drills to finish this plan.