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Prep plan
Updated weekly · Last refresh Aug 30

Upstart Data Scientist Interview Questions

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

50questions
~7htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~24 min
2
Statistics & Probability18 questions · ~144 min
Sequence Distribution and MomentsHard
Recently asked

Tests your ability to derive and reason about probability distributions and compute expectation and variance.

DistributionsVarianceExpected ValueUpstart
Linear Regression Objective and MLEMedium
Recently asked

Tests your grasp of statistical modeling, loss functions, and the connection to maximum likelihood.

RegressionmodelingUpstart
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3
Metrics3 questions · ~24 min
Classify Leading vs Lagging MetricsEasy
Recently asked

Explain how to distinguish early directional metrics from outcome metrics, using a clear KPI framework tied to product decisions.

Lagging IndicatorsKPIsLeading IndicatorsUpstart
Diagnose a Metric Drop After LaunchMedium
Recently asked

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisUpstart
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4
SQL & Data Manipulation5 questions + 3 drills · ~70 min
5
Machine Learning11 questions · ~88 min
Logistic Coefficients and MulticollinearityMedium
Recently asked

Tests your ability to interpret logistic regression outputs and diagnose modeling issues.

Feature EngineeringRegularizationmodel trainingUpstart
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6
Behavioral & Leadership8 questions · ~64 min
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7
More topics2 questions · ~16 min
Upstart Lending Experiment MetricsHard
Recently asked

Tests your ability to define experiment success and risk guardrails for Upstart’s lending outcomes.

MetricsUser NeedsValue PropositionUpstart
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The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.