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Updated weekly · Last refresh Oct 17

NatWest Data Scientist Interview Questions

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

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1
A/B Testing & ExperimentationStart here. 3 questions · ~28 min
2
Statistics & Probability3 questions · ~28 min
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesNatWest
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3
SQL & Data Manipulation3 questions + 1 drill · ~38 min
Handling Missing and Dirty SQL DataMedium

Explain how to profile, clean, and standardize missing or dirty data before analysis.

Data WranglingCase WhenQualityNatWest
3rd Highest Salary SQLMedium
Practice
Practice drill

Find the third-highest distinct salary among employees whose last names contain both 'a' and 'c'.

Data Manipulationdatabase queryingAggregationsNatWest
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4
Machine Learning4 questions · ~37 min
Define Data Science and MLHard

Explain how data science uses data to create insights and how machine learning learns predictive patterns from examples.

model choiceMachine LearningModel EvaluationNatWest
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5
Behavioral & Leadership10 questions · ~93 min
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6
More topics4 questions · ~37 min
Explain the Difference Between KNN and K-MeansHard

Explain how KNN and K-means differ, including learning type, objective, computational cost, and practical use cases.

designml inferencecomputational costNatWest
Build Reliable Model EvaluationMedium

Approach for evaluating models so performance is stable, well calibrated, and fit for production scale.

Cross-ValidationCalibrationPrecisionNatWest
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisNatWest
Design Customer Satisfaction MetricHard

Design a reliable product metric for measuring customer satisfaction at NatWest.

product metricsMetricsCustomer SuccessNatWest

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