Top 12
Prep plan
Updated weekly · Last refresh Nov 6
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Rakuten Kobo Data Scientist Interview Questions

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

12questions
~2htotal time
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1
A/B Testing & ExperimentationStart here. 4 questions · ~37 min
Explain statistical significance to a laypersonEasy

Explain statistical significance in plain language, then connect it to p-values, uncertainty, MDE, and an experiment decision.

experiment designMDEprimary metricsRRakuten Kobo
Ensuring A/B Test ValidityHard

Explain how to design, power, monitor, and analyze an A/B test so its conclusions are statistically and practically valid.

experiment designMDEGuardrail MetricsRRakuten Kobo
Compute A/B Test Sample SizeHard

Determine the sample size needed to detect a meaningful A/B test effect at a chosen significance level and power.

experiment designMDEStatistical SignificanceRRakuten Kobo
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2
Behavioral & Leadership4 questions · ~37 min
Learning from a FailureEasy

Tests ownership, self-awareness, recovery, and learning from a project failure.

failureadaptabilityaccountabilityRRakuten Kobo
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3
More topics4 questions · ~37 min
SQL Rolling Purchase AverageMedium
Practice

Calculate each customer's 7-day rolling average purchase amount using a date-based window frame.

Window FunctionsDate FunctionsData ManipulationRRakuten Kobo
Assess Feature Impact on EngagementHard

Assess whether a new feature changed user engagement using a clear metric definition, comparison design, and guardrails.

KPIsUser Needsfeature dashboardRRakuten Kobo
Explaining Statistical SignificanceMedium

Explain statistical significance, p-values, uncertainty, and practical importance to a non-technical audience.

Hypothesis TestingCommunicationStatistical SignificanceRRakuten Kobo
Diagnose Engagement DropHard

Identify the causes of a quarterly engagement decline through metric validation, decomposition, segmentation, and trend analysis.

MetricsDiagnosisuser engagementRRakuten Kobo

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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 12 questions plus 2 hands-on drills to finish this plan.