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Updated weekly · Last refresh Aug 30

Fisher Investments Data Scientist Interview Questions

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

48questions
~6htotal time
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1
Model EvaluationStart here. 10 questions · ~80 min
Evaluate Whether a Model Is OverfittingMedium

How to tell if a model is overfitting by comparing training and validation behavior.

Cross-ValidationAUC-ROCAccuracyFisher Investments
Choosing Business Aligned Evaluation MetricsMedium

Explain how to select evaluation metrics based on business costs, error tradeoffs, threshold behavior, and score calibration.

F1 ScorePrecisionAUC-ROCFisher Investments
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2
Machine Learning13 questions · ~104 min
Feature Engineering for Sparse DataMedium

Explain how to engineer features for high-dimensional sparse data while controlling overfitting, dimensionality, and training cost.

data preprocessingFeature Engineeringsparse datasetsFisher Investments
Missing Values and Outlier HandlingEasy

Explain a practical preprocessing strategy for missing values and outliers before training a supervised learning model.

data preprocessingoutliersFeature EngineeringFisher Investments
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3
System Design3 questions · ~24 min
Choose Online vs Batch ServingHard

Choose an architecture for model inference, comparing online and batch serving for a production ML system.

InfrastructureTrade-offsModel ServingFisher Investments
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4
Statistics & Probability4 questions · ~32 min
Time-Series Signal AssessmentHard

Evaluates your ability to judge signal quality and feasibility before committing to modeling.

Sample SizeTime SeriesFisher Investments
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5
Behavioral & Leadership16 questions · ~128 min
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6
More topics2 questions · ~16 min
End-to-End ML PipelineHard

Evaluates your ability to design production-ready ML systems end to end.

data pipelineETLmlopsFisher Investments
SQL in the Coding InterviewMedium

Assesses your ability to apply SQL for data retrieval and manipulation in a coding setting.

CodingsqlFisher Investments
Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 48 questions plus 3 hands-on drills to finish this plan.