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Updated weekly · Last refresh Aug 30

OpenAI Operations Manager Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 4 questions · ~35 min
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
Find Drivers of Backlog GrowthHard
Practice

Use window functions and date bucketing to identify which queues drive backlog growth over time.

Window FunctionsDate FunctionsRunning TotalsOpenAI
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2
Metrics18 questions · ~157 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 IndicatorsOpenAI
Evaluate Process Change ImpactMedium

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

KPIsLeading IndicatorsDiagnosisOpenAI
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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 ScaleMedium

Evaluates your quality assurance strategy for scaling vendor operations without quality drift.

Trade-offsRisk AssessmentQualityOpenAI
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4
Strategy5 questions · ~44 min
Global Standardization vs LocalizationHard

Tests strategy for balancing global consistency with market-specific risk and operational needs.

EstimationTrade-offsEconomies of ScaleOpenAI
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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