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Amazon Robotics Data Scientist Interview Questions

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

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1
Machine LearningStart here. 5 questions · ~40 min
Rare Threat Detection Under ImbalanceMedium
Recently asked

Explain how to train and evaluate a rare event classifier when positives are extremely scarce and false negatives are costly.

model trainingSupervised LearningClass ImbalanceAmazon Robotics
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2
SQL & Data Manipulation4 questions + 3 drills · ~62 min
Join Choice and Operational MetricsMedium
Recently asked

Tests SQL join semantics and ability to prevent metric errors in Amazon Robotics reporting.

MetricsJoinssqlAmazon Robotics
Rolling 7-Day System Error AverageMedium
Practice
Practice drill

Calculate a rolling 7-day average of system error counts using window functions and date-based aggregation.

Window FunctionsDate FunctionsRunning TotalsDatadogToyotaAgile Defense
Average Vehicle Idle Time by ZoneHard
Practice
Practice drill

Use joins, a CTE, and aggregations to calculate average vehicle idle minutes in a specific geographic zone.

JoinsData ManipulationsqlWaymo
Find Duplicate Rows QueryEasy
Practice
Practice drill

Identify duplicate Dover India asset records using GROUP BY and HAVING, excluding the unique record identifier.

Data WranglingsqlAggregationsDover IndiaDataAnnotation
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3
Behavioral & Leadership11 questions · ~88 min
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4
More topics8 questions · ~64 min
Diagnose Throughput Drop After ReleaseHard
Recently asked

Tests incident-style metric debugging and root-cause isolation using data for Amazon Robotics releases.

production issuesthroughputDiagnosisAmazon Robotics
Routing Change Causal ImpactHard
Recently asked

Tests statistical testing and causal reasoning for operational metric changes in Amazon Robotics warehouses.

Hypothesis TestingCausal InferenceStatistical SignificanceAmazon Robotics
Metric Hierarchy for Ops DashboardHard
Recently asked

Tests product sense and metric design for aligning ML/ops outcomes with Amazon Robotics operational goals.

Metricskpi hierarchyProduct VisionAmazon Robotics
Precision vs Recall for Part FailuresMedium
Recently asked

Tests classification threshold trade-offs and practical decision-making for failure prediction at Amazon Robotics.

ClassificationPrecisionRecallAmazon Robotics
Experiment Design for Scheduling PolicyHard
Recently asked

Tests experimental design rigor, bias control, and causal inference for Amazon Robotics scheduling changes.

experiment designNetwork InterferenceNovelty EffectAmazon Robotics
Warehouse ML With Overfitting DiagnosisHard

Evaluates end-to-end ML design and model diagnostics for Amazon Robotics warehouse data.

overfittingAmazon Robotics
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The finish line: interview-readyComplete all 28 questions plus 3 hands-on drills to finish this plan.