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Prep plan
Updated weekly · Last refresh Sep 22

CBRE Data Scientist Interview Questions

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

35questions
~5htotal time
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1
Model EvaluationStart here. 5 questions · ~40 min
Explain the Bias-Variance Trade-offMedium

Explain how the bias-variance trade-off affects model evaluation and why it matters when comparing models.

PrecisionAccuracyRecallCBRE
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 ScorePrecisionAccuracyCBRE
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2
Machine Learning10 questions · ~80 min
Experience with Predictive ModelingMedium

Explain your experience building predictive models, from feature work and validation to tuning and deployment.

Cross-ValidationFeature EngineeringSupervised LearningCBRE
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3
Product Sense6 questions · ~48 min
Explain Technical Product Value SimplyEasy

Describe how you translated a technical concept into clear product value for a non-technical audience.

User ResearchUser NeedsValue PropositionCBRE
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4
Pipelines4 questions · ~32 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityCBRE
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5
Statistics & Probability3 questions · ~24 min
Forecast Market RentsHard

Tests your ability to build forecasting models and evaluate them for CBRE rent-related decisions.

ForecastingRegressionTime SeriesCBRE
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6
NLP3 questions · ~24 min
Extract Key Clauses From LeasesHard

Tests your approach to building clause extraction systems for CBRE lease workflows.

Text ClassificationNamed Entity RecognitionTokenizationCBRE
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7
More topics4 questions · ~32 min
Measure Recommendation Engine SuccessMedium

Tests your ability to define metrics and evaluation criteria for CBRE investment recommendations.

KPIsConversion RateDiagnosisCBRE
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The finish line: interview-readyComplete all 35 questions to finish this plan.