Top 22
Prep plan
Updated weekly · Last refresh Nov 11

Northbeam Data Scientist Interview Questions

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

22questions
~3htotal time
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1
A/B Testing & ExperimentationStart here. 5 questions · ~46 min
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchNorthbeam
Difference-in-Differences InterpretationHard

Analyze a difference-in-differences experiment, validate its assumptions, and determine whether the estimated treatment effect supports a decision.

experiment designincremental liftprimary metricsNorthbeam
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2
Machine Learning4 questions · ~37 min
Attribution Model ImplementationMedium

Implement an interpretable last-touch attribution model that assigns conversion credit from event dictionaries and validates aggregate results.

Feature EngineeringinterpretabilityData StructuresNorthbeam
Marketing Mix Budget AllocationHard

Build a regularized marketing mix model with adstock and saturation, then optimize Northbeam channel budget allocations.

Feature Engineeringlinear regressionModel EvaluationNorthbeam
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3
SQL & Data Manipulation3 questions + 1 drill · ~38 min
Conversion Path ReshapingMedium
Practice

Reshape impression and click events into ordered, user-level conversion paths with seven-day attribution.

data preparationData WranglingAggregationsNorthbeam
Top Users SQL QueryMedium
Practice
Practice drill

Count valid daily interactions and return the top three users using aggregation and deterministic ranking.

data cleaningDate FunctionsGroup By
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4
Behavioral & Leadership5 questions · ~46 min
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5
More topics5 questions · ~46 min
The finish line: interview-readyComplete all 22 questions plus 1 hands-on drill to finish this plan.