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Prep plan
Updated weekly · Last refresh Aug 30

DTE Energy Data Scientist Interview Questions

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

32questions
~4htotal time
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1
Machine LearningStart here. 4 questions · ~33 min
Bias Variance and RegularizationMedium

Explain the bias-variance tradeoff mathematically and how L1 and L2 regularization change model complexity and weights.

Bias-Variance TradeoffRegularizationSupervised LearningDTE Energy
Predictive Maintenance Failure ModelingHard

Design a machine learning system to predict equipment failures before they happen using sensor, event, and maintenance data.

Cross-ValidationFeature EngineeringSupervised LearningDTE Energy
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2
SQL & Data Manipulation10 questions + 3 drills · ~111 min
3
Statistics & Probability8 questions · ~65 min
Explaining P Values ClearlyEasy

Explain what a p-value means, how it relates to statistical significance, and how to describe it clearly to non-technical stakeholders.

CommunicationStatistical SignificanceP-ValuesDTE Energy
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4
Pipelines5 questions · ~41 min
Data Cleaning in ETL PipelinesEasy

Approach for cleaning and preparing raw data inside an ETL pipeline.

Data WranglingETLQualityDTE Energy
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5
More topics5 questions · ~41 min
Choose the Right Evaluation MetricMedium

Choose the best metric for a business goal and explain the trade-offs between precision, recall, F1, and threshold choice.

F1 ScorePrecisionAccuracyDTE Energy
Classify Customer Feedback SentimentMedium

Build a sentiment classifier for customer feedback using modern text preprocessing and transformer fine-tuning.

Text ClassificationSentiment AnalysisTokenizationDTE Energy
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The finish line: interview-readyComplete all 32 questions plus 3 hands-on drills to finish this plan.