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American Institutes for Research Interview Questions

The questions to prepare for American Institutes for Research interviews, across all roles. Questions from real interview reports rank first. Updated weekly.

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1
SQL & Data ManipulationStart here. 7 questions + 2 drills · ~84 min
2
Coding7 questions · ~64 min
R Function for Data Frame NamesEasy
Practice

Return ordered column and row names from an AIR-style data frame representation in linear time.

American Institutes for Research
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3
Execution7 questions · ~64 min
Prioritize Work Under Tight DeadlinesEasy

Explain how you prioritize competing work under time pressure while making trade-offs and keeping stakeholders aligned.

Trade-offsRoadmappingScope ManagementAmerican Institutes for Research
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4
Statistics & Probability7 questions · ~64 min
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceAmerican Institutes for Research
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5
Strategy6 questions · ~55 min
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6
Product Sense3 questions · ~27 min
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7
More topics13 questions · ~119 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityAmerican Institutes for Research
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 MismatchAmerican Institutes for Research
First Checks for Metric DropsEasy

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

Lagging IndicatorsLeading IndicatorsDiagnosisAmerican Institutes for Research
Choosing Model Evaluation TechniquesEasy

Explain how you evaluate models using the right metrics, validation strategy, and error analysis for the problem.

PrecisionAccuracyRecallAmerican Institutes for Research
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.