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Arthur J. Gallagher & Data Scientist Interview Questions

The questions to prepare for a Arthur J. Gallagher & Data Scientist interview. Questions from real interview reports rank first. Updated daily.

50questions
~7htotal time
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1
NLPStart here. 8 questions · ~65 min
2
Model Evaluation7 questions · ~57 min
Evaluate Retrieval Precision and RecallEasy

Explain how to evaluate a retrieval model using precision and recall, and how to interpret the tradeoff between them.

F1 ScorePrecisionRecallArthur J. Gallagher &
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3
Machine Learning7 questions · ~57 min
Tune Model HyperparametersMedium

Choose hyperparameters for a supervised model using cross-validation and regularization tradeoffs.

Hyperparameter TuningCross-ValidationRegularizationArthur J. Gallagher &
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4
Statistics & Probability7 questions · ~57 min
Interpreting Significance in ExperimentsMedium

Explain statistical significance in experiments and how p-values and confidence intervals guide interpretation.

Confidence IntervalsStatistical SignificanceP-ValuesArthur J. Gallagher &
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5
Metrics7 questions · ~57 min
Prioritize KPIs for a DashboardEasy

Choose a focused KPI set for a new dashboard by tying metrics to product value, business goals, and leading versus lagging signals.

KPIsLeading IndicatorsDiagnosisArthur J. Gallagher &
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6
Pipelines7 questions · ~57 min
Batch vs Streaming Data ProcessingEasy

Compare batch and streaming data processing, including when each fits best in a pipeline.

Stream ProcessingETLBatch ProcessingArthur J. Gallagher &
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7
More topics7 questions · ~57 min
Align Product With User NeedsMedium

A framework for connecting user needs to business goals, then making product decisions with clear trade-offs and measurable outcomes.

User NeedsValue PropositionProduct VisionArthur J. Gallagher &
SQL Joins, Aggregations, WindowsMedium

Evaluates ability to write correct and efficient SQL for complex analytics queries.

Window FunctionsJoinsAggregationsArthur J. Gallagher &
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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.