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Prep plan
Updated weekly · Last refresh Aug 30

Cummins Data Scientist Interview Questions

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

30questions
~4htotal time
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1
MetricsStart here. 3 questions · ~24 min
2
A/B Testing & Experimentation3 questions · ~24 min
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchCummins
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3
Machine Learning6 questions · ~48 min
Bias-Variance Tradeoff in PracticeMedium

Explain the bias-variance tradeoff and how it guides model choice, regularization, and generalization performance.

Cross-ValidationBias-Variance TradeoffRegularizationCummins
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4
SQL & Data Manipulation4 questions + 3 drills · ~62 min
5
Behavioral & Leadership8 questions · ~64 min
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6
More topics6 questions · ~48 min
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueCummins
Batch vs Stream Processing Trade-offsMedium

Compare batch and stream processing across latency, complexity, cost, and data quality in a modern analytics pipeline.

InfrastructureStream ProcessingETLCummins
Statistical Significance With p-ValuesMedium

Tests understanding of hypothesis testing, uncertainty quantification, and interpretation.

Confidence IntervalsHypothesis TestingP-ValuesCummins
Evaluating Model PerformanceMedium

Tests ability to choose metrics, validate properly, and interpret results.

PrecisionAccuracyRecallCummins
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The finish line: interview-readyComplete all 30 questions plus 3 hands-on drills to finish this plan.