Top 25
Prep plan
Updated weekly · Last refresh Oct 17

Expand Energy Data Scientist Interview Questions

The questions to prepare for a Expand Energy Data Scientist interview. Questions from real interview reports rank first. Updated daily.

25questions
~3htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~24 min
A/B Test for Trading WorkflowMedium

Design an experiment for a new trading signal or workflow change, including metrics, power, randomization, and launch criteria.

experiment designGuardrail Metricsprimary metricsExpand Energy
Discovery UI Metrics and GuardrailsMedium

Define primary and guardrail metrics for a discovery UI test, with power, MDE, and a pre-registered analysis plan.

ExperimentationGuardrail MetricsA/B TestingExpand Energy
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2
Machine Learning5 questions · ~40 min
3
Statistics & Probability3 questions · ~24 min
Correlation Coefficient FunctionMedium

Tests statistical computation ability and correctness in implementing common metrics.

CorrelationVarianceExpected ValueExpand Energy
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4
Behavioral & Leadership8 questions · ~64 min
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5
More topics6 questions · ~48 min
SQL Window Functions for AnalyticsMedium

Tests practical SQL window function fluency for analytics and partitioned ranking tasks.

Window FunctionsRankingRunning TotalsExpand Energy
Energy Trading Metric DesignHard

Tests metric design, monitoring, and root-cause analysis for production data issues in energy trading.

North Star MetricKPIsDiagnosisExpand Energy
Reducing Operational CostsMedium

Tests problem framing, analytical thinking, and translating insights into cost-saving actions.

Feature PrioritizationUser NeedsValue PropositionExpand Energy
Evaluating Machine Learning ModelsMedium

Tests model evaluation strategy, metrics selection, and validation methodology.

PrecisionAccuracyRecallExpand Energy
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 25 questions plus 3 hands-on drills to finish this plan.