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Ant Group Interview Questions

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

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1
Machine LearningStart here. 6 questions · ~50 min
2
A/B Testing & Experimentation4 questions · ~33 min
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 MismatchAAnt Group
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3
Metrics3 questions · ~25 min
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 IndicatorsDiagnosisAAnt Group
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4
Statistics & Probability4 questions · ~33 min
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesAAnt Group
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5
Execution6 questions · ~50 min
End-to-End Product Launch WalkthroughHard

Walk through how you led a regulated product launch from idea to market, including planning, stakeholder alignment, risks, and success metrics.

product launchExecutionProject ManagementAAnt Group
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6
Coding7 questions · ~58 min
Analyze Time and Space ComplexityEasy
Recently asked

Explain how to derive time and space complexity for a coding solution and justify the final Big O bounds.

Hash TablesArraysSortingAAnt Group
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7
More topics20 questions · ~166 min
Choosing Classification Evaluation MetricsEasy

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

PrecisionAccuracyRecallAAnt Group
Handling Missing and Skewed DataMedium

Explain how to handle NULLs, skewed values, and outliers when preparing an analysis dataset using SQL.

Data Qualitynull handlingData WranglingAAnt Group
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.