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Prep plan
Updated weekly · Last refresh Oct 17

OpenAI Operations Manager Interview Questions

The questions to prepare for a OpenAI Operations Manager interview. Questions from real interview reports rank first. Updated daily.

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 4 questions · ~35 min
Detect Sudden Reviewer Accuracy DropsMedium
Practice

Use window functions to flag a sudden drop in reviewer accuracy across consecutive review days.

Window FunctionsLag/LeadAggregationsOpenAI
Compare Vendor and Queue PerformanceMedium
Practice

Compare vendor and queue performance by averaging handle time and resolution rate over a recent date range.

JoinsGroup ByAggregationsOpenAI
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2
Metrics18 questions · ~157 min
Evaluate Process Change ImpactMedium

Assess whether a process change improved team performance using leading and lagging metrics.

KPIsLeading IndicatorsDiagnosisOpenAI
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 IndicatorsOpenAI
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3
Execution18 questions · ~157 min
Automate a Manual Release ProcessEasy

Describe how you automated a manual operational process, aligned stakeholders, reduced risk, and defined measurable success.

Success CriteriaRoadmappingScope ManagementOpenAI
Keep Vendor Quality Consistent at ScaleHard

Design an operating model that preserves vendor quality as demand, vendor count, and delivery volume increase.

Trade-offsconsistencyRisk AssessmentOpenAI
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4
Strategy5 questions · ~44 min
Decide Policy vs Exception for Edge CasesHard

Assesses your strategy for governing exceptions while improving long-term policy coverage.

EstimationTrade-offsCompetitive AnalysisOpenAI
Evaluate Long-Term Vendor ModelMedium

Assesses vendor strategy using quality, reliability, and operational control considerations.

EstimationCompetitive AnalysisEconomies of ScaleOpenAI
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5
Behavioral & Leadership5 questions · ~44 min
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