Top 50
Company roadmap
Updated weekly · Last refresh Oct 17

Exscientia Interview Questions

The questions to prepare for Exscientia interviews, across all roles. Questions from real interview reports rank first. Updated daily.

50questions
~8htotal time
Track your progressSign up free to work through all 50 questions and resume where you left off.
Start practicing free →
1
CodingStart here. 9 questions · ~84 min
2
SQL & Data Manipulation4 questions + 2 drills · ~57 min
3
Pipelines10 questions · ~93 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityExscientia
More Pipelines questions with a free account
4
Execution3 questions · ~28 min
Design a Scalable ApplicationEasy

Explain how you would design a scalable application, including trade-offs, risks, stakeholder needs, and how you define success.

Trade-offsRisk AssessmentScope ManagementExscientia
More Execution questions with a free account
5
Machine Learning9 questions · ~84 min
Random Forest vs Gradient BoostingMedium

Compare Random Forest and Gradient Boosting, then choose the right ensemble for a supervised learning task.

Ensemble MethodsBias-Variance TradeoffSupervised LearningExscientia
More Machine Learning questions with a free account
6
Product Sense4 questions · ~37 min
Research Motivation Product LensEasy

Explain what drives strong research work and how that motivation connects to user value and product outcomes.

User NeedsValue PropositionExscientia
More Product Sense questions with a free account
7
More topics11 questions · ~103 min
Statistical Model and ImplicationsMedium

Tests modeling judgment and ability to translate statistical results into research implications.

Confidence IntervalsRegressionStatistical SignificanceExscientia
Prioritizing Research ProjectsMedium

Tests ability to triage research work based on impact, feasibility, and strategic alignment.

EstimationFeature PrioritizationCompetitive AnalysisExscientia
More questions with a free account
The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.