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Updated weekly · Last refresh Oct 17

Trexquant Investment Data Scientist Interview Questions

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

50questions
~7htotal time
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1
Machine LearningStart here. 5 questions · ~42 min
2
A/B Testing & Experimentation10 questions · ~84 min
Lift Conversion but Hurt RetentionHard

An experiment increases conversion but lowers retention; assess whether the trade-off is real and whether the change should ship.

ExperimentationCausal InferenceGuardrail MetricsTrexquant Investment
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3
SQL & Data Manipulation5 questions + 2 drills · ~62 min
4
Statistics & Probability8 questions · ~67 min
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesTrexquant Investment
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5
Pipelines3 questions · ~25 min
Batch vs Streaming Data ProcessingEasy

Compare batch and streaming data processing, including when each fits best in a pipeline.

Stream ProcessingETLBatch ProcessingTrexquant Investment
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6
Metrics3 questions · ~25 min
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 IndicatorsDiagnosisTrexquant Investment
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7
More topics16 questions · ~134 min
Explain Precision Recall TradeoffEasy

Explain precision versus recall in plain language and how the tradeoff affects product decisions.

PrecisionThreshold TuningRecallTrexquant Investment
Design Feature Drift Monitoring SystemHard

Design a production ranking system with robust feature drift monitoring across batch and real-time features at high QPS.

Feature StoreFeature DriftModel ServingTrexquant Investment
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.