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Updated weekly · Last refresh Oct 17

ABC Education Data Scientist Interview Questions

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

32questions
~5htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 1 drill · ~45 min
2
Machine Learning7 questions · ~61 min
Handling Missing Data in MLMedium

Explain practical strategies for handling missing data and how to validate that the chosen approach improves model performance.

Feature EngineeringData WranglingSupervised LearningABC Education
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3
Statistics & Probability3 questions · ~26 min
P-Value vs Confidence IntervalMedium

Tests statistical understanding and correct interpretation of hypothesis tests and intervals.

Confidence IntervalsHypothesis TestingP-ValuesABC Education
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4
A/B Testing & Experimentation3 questions · ~26 min
Design an Education ExperimentHard

Tests experimental design rigor including metrics, guardrails, randomization, and power/sample size.

MDESample SizeA/B TestingABC Education
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5
Behavioral & Leadership8 questions · ~70 min
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6
More topics7 questions · ~61 min
Batch vs Real-Time PipelinesMedium

Decide when an operational workflow should run in batch versus real time, based on latency, complexity, reliability, and data quality needs.

Stream ProcessingBatch ProcessingOrchestrationABC Education
Define the Right North StarMedium

Define a north star metric that reflects product value and shows whether the product is working.

North Star MetricKPIsLeading IndicatorsABC Education
Macro vs Micro F1 ScoresMedium

Tests understanding of classification metrics and how averaging strategy changes interpretation.

F1 ScoreModel MetricsABC Education
Prioritizing Features for ImprovementMedium

Tests product-oriented feature prioritization using data analysis and impact reasoning.

Feature PrioritizationUser NeedsUse CasesABC Education
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The finish line: interview-readyComplete all 32 questions plus 1 hands-on drill to finish this plan.