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Ekimetrics Data Scientist Interview Questions

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

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1
MetricsStart here. 3 questions · ~33 min
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisEEkimetrics
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2
SQL & Data Manipulation4 questions · ~44 min
Rolling Average with Window FunctionsMedium
Practice

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

Date FunctionsData ManipulationAggregationsEEkimetrics
Prepare MMM Dataset in SQLMedium
Practice

Combine daily sales, channel spend, and calendar data into a complete model-ready dataset.

data preparationJoinssqlEEkimetrics
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3
Behavioral & Leadership4 questions · ~44 min
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4
More topics7 questions · ~78 min
Handling Missing and Noisy DataEasy

Explain a practical approach for handling missing values and noisy observations in a supervised learning dataset.

Cross-ValidationFeature EngineeringSupervised LearningEEkimetrics
Correlation Versus Causation in MarketingEasy

Explain why an observed marketing relationship can be correlated without being causal, and how you would validate a true causal effect.

CorrelationHypothesis TestingCausal InferenceEEkimetrics
Designing an A/B Test for Feature ImpactMedium

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

experiment designfeature evaluationA/B TestingEEkimetrics
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 valueEEkimetrics
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 MismatchEEkimetrics
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