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Updated weekly · Last refresh Aug 30

Adentis Portugal Data Scientist Interview Questions

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

50questions
~7htotal time
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1
PipelinesStart here. 8 questions · ~67 min
2
Machine Learning8 questions · ~67 min
Bias-Variance in Model SelectionMedium

Explain how the bias-variance tradeoff guides model selection and generalization.

Cross-ValidationBias-Variance TradeoffRegularizationAdentis Portugal
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3
Model Evaluation8 questions · ~67 min
Interpret AUC-ROC for Marketing ModelEasy

Interpret what a 0.84 AUC-ROC means for a marketing response model and explain why threshold and calibration still matter.

CalibrationAUC-ROCThreshold TuningAdentis Portugal
Choose a Classification ThresholdMedium

Choose a decision threshold for a classifier using precision, recall, calibration, and confusion matrix tradeoffs.

Confusion MatrixPrecisionThreshold TuningAdentis Portugal
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4
Product Sense8 questions · ~67 min
Motivation in Data-Driven Product WorkEasy

Explain what drives strong performance in a data-driven product environment and how that motivation connects to impact.

User NeedsValue PropositionProduct VisionAdentis Portugal
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5
Statistics & Probability8 questions · ~67 min
A/B Testing Experience and ImplementationEasy

Explain how you have designed and implemented A/B tests, including hypothesis setup, analysis, and decision making.

ExperimentationStatistical SignificanceA/B TestingAdentis Portugal
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6
Metrics6 questions · ~50 min
Classify Leading vs Lagging MetricsEasy

Explain how to distinguish early directional metrics from outcome metrics, using a clear KPI framework tied to product decisions.

Lagging IndicatorsKPIsLeading IndicatorsAdentis Portugal
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7
More topics4 questions · ~34 min
Marketing Data Visualization ToolsEasy

Tests your ability to choose appropriate visualization tools and justify them for marketing analytics.

JoinsData WranglingAggregationsAdentis Portugal
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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 50 questions plus 3 hands-on drills to finish this plan.