Top 18
Prep plan
Updated weekly · Last refresh Oct 17

Bungalow Data Scientist Interview Questions

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

18questions
~3htotal time
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1
Machine LearningStart here. 6 questions · ~53 min
Predict Customer ChurnMedium

Build a churn model that flags at-risk customers early using behavioral, billing, and support signals.

Feature EngineeringModel EvaluationSupervised LearningBungalow
Tune Hyperparameters for Model SelectionMedium

Choose hyperparameters with cross-validation and validation metrics, while balancing bias, variance, and overfitting.

Hyperparameter TuningCross-ValidationRegularizationBungalow
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2
Statistics & Probability3 questions · ~27 min
A/B Testing for Product FeaturesMedium

Explain how to design and evaluate an A/B test for a product feature, including metrics, MDE, sample size, and guardrails.

Hypothesis TestingStatistical SignificanceA/B TestingBungalow
Modeling With Incomplete DataMedium

Tests your strategies for handling missingness and building reliable models under data gaps.

RegressionCausal InferenceConditional ProbabilityBungalow
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3
Metrics3 questions · ~27 min
Using Metrics to Drive DecisionsEasy

Explain how you used a KPI and supporting metrics to diagnose a product issue and make a concrete product decision.

Funnel AnalysisKPIsLeading IndicatorsBungalow
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4
SQL & Data Manipulation3 questions + 2 drills · ~47 min
5
More topics3 questions · ~27 min
Extracting Insights From CSVMedium

Tests your ability to process large data efficiently and produce meaningful analytical outputs.

ETLBatch ProcessingData ModelingBungalow
Cross-Validation ImplementationMedium

Tests your ability to set up robust evaluation to avoid leakage and estimate generalization error.

Cross-ValidationAUC-ROCAccuracyBungalow
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The finish line: interview-readyComplete all 18 questions plus 2 hands-on drills to finish this plan.