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Prep plan
Updated weekly · Last refresh Aug 30

Ion Group Data Scientist Interview Questions

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

41questions
~6htotal time
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1
SQL & Data ManipulationStart here. 9 questions + 1 drill · ~88 min
2
Machine Learning6 questions · ~52 min
Bias Variance and RegularizationMedium
Recently asked

Explain the bias-variance tradeoff mathematically and how L1 and L2 regularization change model complexity and weights.

Bias-Variance TradeoffRegularizationSupervised LearningIon Group
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3
Metrics3 questions · ~26 min
First Checks for Metric DropsEasy
Recently asked

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

Lagging IndicatorsLeading IndicatorsDiagnosisIon Group
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4
Statistics & Probability4 questions · ~35 min
Probability of Sum NineEasy
Recently asked

Compute the probability that two fair six-sided dice add up to 9 by counting favorable outcomes over total outcomes.

DistributionsExpected ValueConditional ProbabilityIon Group
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5
Behavioral & Leadership13 questions · ~113 min
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6
More topics6 questions · ~52 min
Handle Peeking in Customer ExperimentsHard
Recently asked

Decide how to analyze an experiment when results are checked repeatedly and multiple comparisons may inflate false positives.

PeekingExperimentationStatistical SignificanceIon Group
Find Friction in Member JourneyMedium
Recently asked

Use product and behavioral data to find the highest-impact friction points across the member journey and prioritize where to act first.

Jobs to Be DoneUser SegmentsPain PointsIon Group
Data Cleaning and PreprocessingMedium

Evaluates your approach to preparing real-world data for modeling and analysis.

data cleaningIon Group
Database Structure for Price MonitoringHard

Evaluates system design thinking for data modeling in a multi-source price monitoring product.

system designIon Group
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The finish line: interview-readyComplete all 41 questions plus 1 hands-on drill to finish this plan.