Top 16
Prep plan
Updated weekly · Last refresh Sep 18
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global consulting firm Data Scientist Interview Questions

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

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1
Statistics & ProbabilityStart here. 3 questions · ~28 min
Deciding Signal vs NoiseEasy

Decide whether a metric move is statistically significant or just random variation.

Confidence IntervalsHypothesis TestingStatistical Significancegglobal consulting firm
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical Significancegglobal consulting firm
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2
A/B Testing & Experimentation3 questions · ~28 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 Mismatchgglobal consulting firm
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3
Behavioral & Leadership3 questions · ~28 min
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4
More topics7 questions · ~65 min
Analyze Customer Purchase Trends with Window FunctionsEasy
Practice

Calculate the monthly spending trends for customers using window functions and joins.

gglobal consulting firm
Diagnose KPI Drop After ReleaseMedium

Diagnose a post-release KPI drop by separating instrumentation issues from real behavior changes and tracing the problem through the metric hierarchy.

KPILeading IndicatorsDiagnosisgglobal consulting firm
Loyalty Program Success MetricMedium

Assesses your product sense for defining measurable outcomes tied to business goals.

gglobal consulting firm
Linear Regression AssumptionsMedium

Tests your understanding of modeling assumptions and diagnostic validation techniques.

linear regressionmodel validationgglobal consulting firm
Ranking Trial Results with Window FunctionsEasy

Explain how RANK(), DENSE_RANK(), and ROW_NUMBER() differ when ordering tied clinical trial results.

Window FunctionsRankingData Wranglinggglobal consulting firm
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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 16 questions plus 2 hands-on drills to finish this plan.