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Updated weekly · Last refresh Aug 30

AIG AI/ML Analyst Interview Questions

The questions to prepare for a AIG AI/ML Analyst interview. Questions from real interview reports rank first. Updated weekly.

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1
Machine LearningStart here. 5 questions · ~42 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffAIG
Feature Engineering for Tabular ModelsMedium

Explain a practical framework for feature engineering, from raw data to validated features that improve generalization.

Cross-ValidationFeature EngineeringSupervised LearningAIG
Handle Imbalanced Classification DataMedium

Build a classifier for a highly imbalanced dataset and choose metrics, sampling, and thresholds that fit the minority class.

Cross-ValidationFeature EngineeringSupervised LearningAIG
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2
More topics5 questions · ~42 min
A/B Testing for Product FeaturesMedium

Explain how to design and evaluate an A/B test for a product feature, including metrics, MDE, sample size, and guardrails.

Hypothesis TestingStatistical SignificanceA/B TestingAIG
Common Model Evaluation MetricsEasy

Explain common machine learning evaluation metrics and when each is useful.

PrecisionAccuracyRecallAIG
Diagnose Churn by Customer SegmentMedium

Investigate why one customer segment drives most churn and what actions to take.

User SegmentsChurnDiagnosisAIG
Business Success for ML ModelsMedium

Tests how you translate model metrics into business outcomes for risk and insurance decisions.

PrecisionAccuracyRecallAIG
Working With a Team to DeliverMedium

Tests cross-functional collaboration and execution to achieve measurable outcomes.

Stakeholder ManagementCommunicationLeadershipAIG

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