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Updated weekly · Last refresh Nov 11

Sears Data Scientist Interview Questions

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

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1
A/B Testing & ExperimentationStart here. 3 questions · ~27 min
Experiment Design for a Mobile AppHard

Design a mobile feature A/B test with clear hypotheses, metrics, MDE, power, randomization, analysis, and shipping criteria.

experiment designMDEmobile appSears
Avoiding Experimentation PitfallsHard

Explain common experimentation pitfalls and design controls that prevent selection bias from invalidating conclusions.

experiment designPeekingSample Ratio MismatchSears
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2
Machine Learning3 questions · ~27 min
Counting in CirclesMedium

Evaluates problem-solving approach for translating a math-like question into an implementable method.

AlgorithmsSears
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3
Behavioral & Leadership4 questions · ~36 min
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4
More topics7 questions · ~63 min
Rolling Average with Window FunctionsMedium
Practice

Calculate daily sales and a date-based 30-day rolling average using PostgreSQL window functions.

Date FunctionsData ManipulationAggregationsSears
Balance Conversion vs LTVHard

Design personalization algorithms that improve immediate conversion without harming long-term customer lifetime value.

MetricsFeature Prioritizationcustomer lifetime valueSears
Conversion Rate Drop FrameworkHard

Build a step-by-step framework to validate, localize, explain, and respond to a sudden conversion rate decline.

Funnel Analysisdiagnostic frameworkConversion RateSears
Common Customer Analytics MethodsMedium

Explain the main statistical methods used in customer analytics and when each is appropriate.

Confidence IntervalsRegressionHypothesis TestingSears
Design Loyalty Program MetricHard

Design a north-star metric and measurement plan to determine whether a company's loyalty program creates sustained customer and business value.

product metricsMetricsbusiness valueSears
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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 17 questions plus 2 hands-on drills to finish this plan.