Top 22
Prep plan
Updated weekly · Last refresh Sep 16
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AutoScout24 Data Scientist Interview Questions

The questions to prepare for a AutoScout24 Data Scientist interview. Questions from real interview reports rank first. Updated daily.

22questions
~3htotal time
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1
Product SenseStart here. 4 questions · ~33 min
2
A/B Testing & Experimentation6 questions · ~49 min
Analyze Results of UX A/B TestMedium

Explain how you would design and analyze a UX A/B test, from hypothesis and power to guardrails and launch decision.

ExperimentationStatistical SignificanceA/B TestingAAutoScout24
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3
Behavioral & Leadership4 questions · ~33 min
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4
More topics8 questions · ~65 min
Preprocessing Data With Missing ValuesMedium

Explain how to preprocess missing data for a supervised learning task without introducing leakage or degrading model quality.

Cross-ValidationFeature EngineeringSupervised LearningAAutoScout24
Common Model Evaluation MetricsEasy

Explain common machine learning evaluation metrics and when each is useful.

PrecisionAccuracyRecallAAutoScout24
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceAAutoScout24
Investigate User Engagement DeclineMedium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement MetricsAAutoScout24
Reproducibility in Data ScienceMedium

Tests engineering discipline around versioning, data lineage, and repeatable results.

best practicesreproducibilityAAutoScout24
Data Cleaning and PreprocessingMedium

Tests your ability to prepare reliable data for modeling and analytics.

data cleaningexperienceAAutoScout24
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 22 questions plus 3 hands-on drills to finish this plan.