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Updated weekly · Last refresh Aug 30

iHerb Data Scientist Interview Questions

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

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1
Machine LearningStart here. 4 questions · ~35 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 LearningiHerb
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2
Behavioral & Leadership9 questions · ~78 min
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3
More topics11 questions · ~95 min
Analyze Customer Purchase Trends with Window FunctionsEasy
Practice

Calculate the monthly spending trends for customers using window functions and joins.

iHerb
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecalliHerb
Design Experiment for Product ChangeHard

Design an end-to-end A/B test for a new product change, including metrics, MDE, power, randomization, and launch decision rules.

ExperimentationGuardrail MetricsA/B TestingiHerb
Conversion Lift Significance TestHard

Use a two-proportion z-test and confidence interval to determine whether an observed conversion lift is real or just sampling noise.

Confidence IntervalsStatistical SignificanceP-ValuesiHerb
Define Feature Success MetricsMedium

Framework for choosing a feature's primary success metric and guardrails before launch.

MetricsFeature PrioritizationProduct VisioniHerb
Diagnose Metric DropMedium

Tests your ability to investigate data and model issues impacting business KPIs.

Lagging IndicatorsLeading IndicatorsDiagnosisiHerb
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchiHerb
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 24 questions plus 2 hands-on drills to finish this plan.