Top 19
Prep plan
Updated weekly · Last refresh Aug 30

Bungalow Data Scientist Interview Questions

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

19questions
~3htotal time
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1
Statistics & ProbabilityStart here. 3 questions · ~25 min
2
Machine Learning6 questions · ~49 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffBungalow
Predict Customer ChurnMedium

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

Feature EngineeringModel EvaluationSupervised LearningBungalow
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3
Metrics3 questions · ~25 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
Improving User Engagement at BungalowMedium

Tests your ability to turn behavioral data into actionable engagement improvements.

RetentionDAU/MAUEngagement MetricsBungalow
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4
SQL & Data Manipulation3 questions + 3 drills · ~55 min
5
More topics4 questions · ~33 min
Cross-Validation ImplementationMedium

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

Cross-ValidationAUC-ROCAccuracyBungalow
Extracting Insights From CSVMedium

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

ETLBatch ProcessingData ModelingBungalow
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The finish line: interview-readyComplete all 19 questions plus 3 hands-on drills to finish this plan.