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Anadarko Petroleum Data Scientist Interview Questions

The questions to prepare for a Anadarko Petroleum Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

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1
Machine LearningStart here. 9 questions · ~73 min
Bias-Variance Tradeoff in PracticeMedium

Explain the bias-variance tradeoff and how it guides model choice, regularization, and generalization performance.

Cross-ValidationBias-Variance TradeoffRegularizationAnadarko Petroleum
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2
Behavioral & Leadership10 questions · ~81 min
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3
More topics8 questions · ~65 min
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesAnadarko Petroleum
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchAnadarko Petroleum
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 IndicatorsDiagnosisAnadarko Petroleum
Define Metrics for New FeaturesMedium

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

MetricsFeature Prioritizationuser valueAnadarko Petroleum
SQL Window Functions RankingMedium

Tests SQL mastery with window functions for analytics-style computations.

Window FunctionsRankingRunning TotalsAnadarko Petroleum
Parse Logs for Error MetricsMedium

Tests ability to build reliable data parsing scripts for operational signals.

log parsingAutomationdata validationAnadarko Petroleum
Define Metrics for a Customer TestHard

Define the primary metric, guardrails, and power for a customer-facing A/B test before deciding whether to ship.

ExperimentationGuardrail MetricsA/B TestingAnadarko Petroleum
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
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