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SDG Group Data Scientist Interview Questions

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

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1
SQL & Data ManipulationStart here. 4 questions · ~47 min
Top Categories by Average Order ValueMedium
Practice

Calculate category-level average order value and return the five highest categories with deterministic tie-breaking.

JoinsRankingGroup BySSDG Group
SQL Ranking FunctionsMedium
Practice

Compare RANK, DENSE_RANK, and ROW_NUMBER by applying each to ordered employee scores.

Data ManipulationRankingdatabase queryingSSDG Group
SQL Window Functions for TrendsMedium
Practice

Calculate three-day rolling user activity averages and classify behavior trends with SQL window functions.

null handlingData ManipulationAggregationsSSDG Group
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2
More topics7 questions · ~81 min
Compute A/B Test Sample SizeHard

Determine the sample size needed to detect a meaningful A/B test effect at a chosen significance level and power.

experiment designMDEStatistical SignificanceSSDG Group
Explaining P Values ClearlyEasy

Explain what a p-value means, how it relates to statistical significance, and how to describe it clearly to non-technical stakeholders.

CommunicationStatistical SignificanceP-ValuesSSDG Group
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueSSDG Group
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisSSDG Group
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 MismatchSSDG Group
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