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Updated weekly · Last refresh Aug 30

Intercontinental Exchange Holdings Data Scientist Interview Questions

The questions to prepare for a Intercontinental Exchange Holdings Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

29questions
~4htotal time
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1
Product SenseStart here. 5 questions · ~41 min
2
Statistics & Probability5 questions · ~41 min
Explaining Confidence IntervalsEasy

Explain what a confidence interval means and how to communicate it to a non-technical stakeholder.

Confidence IntervalsHypothesis TestingCommunicationIntercontinental Exchange Holdings
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3
Machine Learning5 questions · ~41 min
Predicting Probability of DefaultHard

Tests your ability to design credit-risk features and modeling approaches for bond issuer default probability.

Feature Engineeringcredit riskSupervised LearningIntercontinental Exchange Holdings
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4
Behavioral & Leadership5 questions · ~41 min
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5
More topics9 questions · ~73 min
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 MismatchIntercontinental Exchange Holdings
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisIntercontinental Exchange Holdings
Optimizing Large Transaction Table JoinsHard

Explain how to tune a slow PostgreSQL query that joins several large transaction tables using indexes, join strategy, and partitioning.

JoinsperformancesqlIntercontinental Exchange Holdings
Reliable Transaction Pipeline CleaningMedium

Tests your ability to design robust, repeatable data pipeline logic for messy time-series transaction data.

Data QualityIdempotencyBackfillingIntercontinental Exchange Holdings
Monitoring Credit-Risk ModelsHard

Tests your ability to build monitoring for data drift, performance degradation, and operational reliability.

monitoringFeature DriftModel ServingIntercontinental Exchange Holdings
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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 29 questions plus 3 hands-on drills to finish this plan.