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Updated weekly · Last refresh Sep 22
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AI Competence Center Data Scientist Interview Questions

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

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~3htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~27 min
Power Analysis for Survey ExperimentHard

Determine sample size and power for a customer survey or experiment, including MDE, guardrails, and a disciplined decision rule.

MDEPower AnalysisSample SizeAAI Competence Center
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingAAI Competence Center
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2
Machine Learning3 questions · ~27 min
Bagging vs Boosting ExplainedMedium

Explain how bagging and boosting differ, and identify a representative algorithm for each ensemble method.

Ensemble Methodsmodel trainingSupervised LearningAAI Competence Center
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3
Product Sense3 questions · ~27 min
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueAAI Competence Center
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4
Statistics & Probability3 questions · ~27 min
Statistical Significance in Hypothesis TestingEasy

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

Hypothesis TestingData AnalysisStatistical SignificanceAAI Competence Center
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5
Behavioral & Leadership4 questions · ~35 min
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6
More topics3 questions · ~27 min
Running Average With Window FunctionsEasy
Practice

Calculate each Hinge user's 30-day rolling average of daily interactions using CTEs and window functions.

Window FunctionsData AnalysissqlAAI Competence Center
Evaluate Product MetricMedium

Assesses metric evaluation approach and criteria for success.

AAI Competence Center
Handling Missing and Skewed DataMedium

Explain how to handle NULLs, skewed values, and outliers when preparing an analysis dataset using SQL.

Data Qualitynull handlingData WranglingAAI Competence Center

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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 19 questions plus 2 hands-on drills to finish this plan.