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Prep plan
Updated weekly · Last refresh Oct 17

Upstart Data Scientist Interview Questions

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

50questions
~7htotal time
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1
Statistics & ProbabilityStart here. 17 questions · ~143 min
Sequence Distribution and MomentsHard
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Model the waiting time for a coin-toss pattern with an absorbing Markov chain, then calculate its distribution, expectation, and variance.

DistributionsprobabilityVarianceUpstart
Coin-Flip Winning StrategyHard
Recently asked

Use conditional probability to determine which player has the advantage in a repeated competing-pattern coin game.

probabilitypattern recognitionConditional ProbabilityUpstart
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2
A/B Testing & Experimentation3 questions · ~25 min
Primary vs Guardrail MetricsEasy
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Explain how a primary metric differs from a guardrail metric and how both are used in A/B test decisions.

ExperimentationGuardrail MetricsA/B TestingUpstart
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3
Metrics3 questions · ~25 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
Machine Learning11 questions · ~92 min
A/B Testing With Coding and StatsHard
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Design and analyze an A/B test, covering randomization, power, significance, confidence intervals, and production-quality Python.

Codingexperimental designmodel validationUpstart
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5
SQL & Data Manipulation4 questions + 3 drills · ~64 min
6
Behavioral & Leadership10 questions · ~84 min
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7
More topics2 questions · ~17 min
Targeting the Right CustomersMedium
Recently asked

Assesses product sense and ability to translate data into customer targeting decisions.

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