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Commonwealth Bank of Australia Data Scientist Interview Questions

The questions to prepare for a Commonwealth Bank of Australia Data Scientist interview. Questions from real interview reports rank first. Updated daily.

50questions
~7htotal time
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1
Product SenseStart here. 4 questions · ~34 min
2
Statistics & Probability5 questions · ~43 min
Testing a Conversion Rate DropMedium

Explain how to test whether an observed 5% conversion rate drop is statistically significant in an experiment or before-after comparison.

Hypothesis TestingData AnalysisStatistical SignificanceCommonwealth Bank of Australia
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3
Metrics5 questions · ~43 min
Diagnose a Sudden DAU DropHard

Investigate whether an 8.2% DAU decline is driven by product breakage, logging issues, or normal seasonal patterns.

DAU/MAUDiagnosisTime SeriesCommonwealth Bank of Australia
Measure Retention Beyond ConversionsMedium

Assess whether campaign-driven conversions turn into retained, valuable users instead of short-lived acquisition spikes.

RetentionConversion RateDiagnosisCommonwealth Bank of Australia
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4
Machine Learning10 questions · ~86 min
Handling Missing Data in MLMedium

Explain practical strategies for handling missing data and how to validate that the chosen approach improves model performance.

Feature EngineeringData WranglingSupervised LearningCommonwealth Bank of Australia
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5
A/B Testing & Experimentation7 questions · ~60 min
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchCommonwealth Bank of Australia
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6
Behavioral & Leadership16 questions · ~137 min
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7
More topics3 questions · ~26 min
7-Day Rolling Active UsersMedium
Practice

Compute daily active users and a 7-day rolling average using a CTE, distinct counts, and window functions.

Window FunctionsDate FunctionsRunning TotalsCommonwealth Bank of Australia
Choosing Model Evaluation TechniquesEasy

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

PrecisionAccuracyRecallCommonwealth Bank of Australia
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Hands-on SQL practiceWrite and run real queries in the editor. 1 drill · ~10 min
The finish line: interview-readyComplete all 50 questions plus 1 hands-on drill to finish this plan.