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Updated weekly · Last refresh Aug 30

Procter & Gamble Customer Insights Analyst Interview Questions

The questions to prepare for a Procter & Gamble Customer Insights Analyst interview. Questions from real interview reports rank first. Updated weekly.

50questions
~7htotal time
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1
A/B Testing & ExperimentationStart here. 8 questions · ~68 min
Incrementality Test for Campaign SalesHard

Assess whether a campaign created incremental sales or only shifted demand, using a pre-registered experiment with guardrails and power analysis.

Causal InferenceGuardrail MetricsA/B TestingProcter & Gamble
Packaging Update Metric Drop InvestigationHard

Investigate whether a packaging update caused a real brand-metric change and decide ship versus rollback using pre-registered experiment rules.

ExperimentationGuardrail MetricsNovelty EffectProcter & Gamble
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2
Metrics10 questions · ~85 min
Classify Leading vs Lagging MetricsEasy

Explain how to distinguish early directional metrics from outcome metrics, using a clear KPI framework tied to product decisions.

Lagging IndicatorsKPIsLeading IndicatorsProcter & Gamble
Choosing Metrics for New ProgramsEasy

Pick metrics for a new program by tying them to the goal, separating leading and lagging signals, and defining a clear KPI set.

KPIsLeading IndicatorsDiagnosisProcter & Gamble
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3
Product Sense8 questions · ~68 min
Assess Product Market FitMedium

Evaluate whether a product has true product market fit before increasing spend.

Product-Market FitUser ResearchValue PropositionProcter & Gamble
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4
SQL & Data Manipulation10 questions + 3 drills · ~115 min
5
Statistics & Probability11 questions · ~93 min
Correlation vs Causation in AnalysisEasy
Recently asked

Explain why two metrics moving together does not prove that one causes the other, and how to assess causality more carefully.

RegressionCorrelationCausal InferenceProcter & Gamble
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-ValuesProcter & Gamble
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6
Behavioral & Leadership3 questions · ~25 min
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The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.