Top 11
Prep plan
Updated weekly · Last refresh Nov 3
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GB Maintenance Solutions Data Scientist Interview Questions

The questions to prepare for a GB Maintenance Solutions Data Scientist interview. Questions from real interview reports rank first. Updated daily.

11questions
~2htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~28 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 metricsGGB Maintenance Solutions
Primary Lift, Retention DropHard

Interpret an experiment where the short-term primary metric improves but long-term retention worsens, and decide whether to ship.

RetentionDiagnosisA/B TestingGGB Maintenance Solutions
Mitigating Experimentation PitfallsHard

Identify major online experimentation pitfalls and explain practical mitigations for SRM, network effects, peeking, and novelty.

experiment designNetwork InterferenceNetwork EffectsGGB Maintenance Solutions
2
Behavioral & Leadership3 questions · ~28 min
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3
More topics5 questions · ~47 min
Rolling Failure Rate With SQLMedium
Practice

Use a date-based window function to calculate 30-day rolling machine failure rates from Atlas Copco SMARTLINK data.

GGB Maintenance Solutions
Diagnose Engagement DropHard

Diagnose a sudden decline in EarnIn engagement by separating data issues, product changes, user behavior, and external causes.

product analysisMetricsData AnalysisGGB Maintenance Solutions
Investigate Metric DropMedium

Diagnose a below-expectations product metric drop using decomposition, guardrails, and experiment checks.

metric selectionDiagnosiskpi hierarchyGGB Maintenance Solutions
Determining A/B Test SignificanceMedium

Explain how to evaluate whether an A/B test result is statistically significant and how to interpret the result.

marketing experimentStatistical SignificanceAnalysisGGB Maintenance Solutions
RANK vs DENSE_RANK in LeaderboardsEasy

Explain how RANK() and DENSE_RANK() handle ties differently in ordered SQL results such as leaderboards.

Window FunctionsRankingData WranglingGGB Maintenance Solutions

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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 11 questions plus 2 hands-on drills to finish this plan.