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Updated weekly · Last refresh Aug 30

BNSF Railway Data Scientist Interview Questions

The questions to prepare for a BNSF Railway Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

50questions
~7htotal time
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1
Machine LearningStart here. 10 questions · ~81 min
2
Pipelines4 questions · ~32 min
3
SQL & Data Manipulation6 questions + 3 drills · ~78 min
4
Metrics6 questions · ~48 min
Diagnose Funnel Drop-OffMedium

Analyze where users drop off in a product funnel and identify the biggest conversion leak.

AARRR FrameworkFunnel AnalysisConversion RateBNSF Railway
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5
A/B Testing & Experimentation6 questions · ~48 min
Choose Randomization Unit for ReferralsHard

Pick the right randomization unit for a referral growth test when user-level assignment may create interference and biased estimates.

Network InterferenceExperimentationCausal InferenceBNSF Railway
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6
Statistics & Probability7 questions · ~57 min
Choosing a Significance TestEasy

Explain how to choose an appropriate significance test based on metric type, study design, and the null hypothesis.

Confidence IntervalsHypothesis TestingStatistical SignificanceBNSF Railway
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7
More topics11 questions · ~89 min
Design a Cold-Start Feed RankerMedium

Design a personalized feed ranking system that handles new users and new content under tight latency at large scale.

Cold StartFeature StoreRetrievalBNSF Railway
Analyze Customer Complaints for ServiceMedium

Assesses your ability to turn messy text and signals into actionable customer service improvements.

User ResearchUser NeedsPain PointsBNSF Railway
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The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.