Top 31
Prep plan
Updated weekly · Last refresh Oct 17
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AIA Group Data Scientist Interview Questions

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

31questions
~4htotal time
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1
Machine LearningStart here. 3 questions · ~24 min
Explain a Machine Learning TreeMedium

Tests your understanding of core machine learning concepts and model behavior.

Machine LearningDecision TreesAAIA Group
Deep Dive on ML for Insurance Text and StructureHard

Tests your end-to-end ML reasoning across structured data and NLP, including preprocessing, imbalance handling, and feature selection.

NLPAAIA Group
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2
SQL & Data Manipulation5 questions + 3 drills · ~70 min
3
A/B Testing & Experimentation5 questions · ~40 min
Risks of Peeking in A/B TestsMedium

Assesses experimental rigor and awareness of bias and error-rate inflation.

data integrityAAIA Group
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4
Product Sense3 questions · ~24 min
Define Success for Digital InsuranceMedium

Assesses product thinking and ability to translate business goals into measurable success metrics.

user engagementsuccess metricsproduct developmentAAIA Group
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5
Statistics & Probability3 questions · ~24 min
Sample Size for Statistical SignificanceMedium

Evaluates understanding of power analysis and experimental design assumptions.

experiment designStatistical SignificanceSample SizeAAIA Group
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6
Behavioral & Leadership10 questions · ~80 min
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7
More topics2 questions · ~16 min
Diagnose Engagement Metric DropMedium

Evaluates structured troubleshooting using data, segmentation, and root-cause analysis.

Data AnalysisAAIA Group
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The finish line: interview-readyComplete all 31 questions plus 3 hands-on drills to finish this plan.