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Prep plan
Updated weekly · Last refresh Oct 17

Cyient Data Scientist Interview Questions

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

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1
SQL & Data ManipulationStart here. 10 questions + 1 drill · ~98 min
Join Types in SQLEasy

Tests SQL join semantics and correctness when combining tables.

JoinsData WranglingCyient
Second Highest Trader SalaryEasy
Practice

Find the second highest distinct salary from a single table using basic PostgreSQL ordering and limiting.

SubqueriesRankingSortingCyient
Top Credit Score Applicants by StateMedium
Practice
Practice drill

Identify the highest-credit-score 5% of applicants within each state using percentiles and window ranking.

Window FunctionsJoinsRankingAmerican Credit Acceptance
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2
Model Evaluation6 questions · ~53 min
Choose Regression Evaluation MetricsEasy

Pick the right metrics to evaluate a regression model and explain what each one tells you.

CalibrationMAERMSECyient
Explain Core Classification MetricsEasy

Explain precision, recall, F1-score, and ROC-AUC for a classification model.

F1 ScorePrecisionAUC-ROCCyient
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3
Statistics & Probability10 questions · ~88 min
Statistical vs Practical SignificanceMedium

Explain why a statistically significant experiment result may still be too small to matter for product or business decisions.

Confidence IntervalsExperimentationHypothesis TestingCyient
Explaining P Values ClearlyEasy

Explain what a p-value means, how it relates to statistical significance, and how to describe it clearly to non-technical stakeholders.

CommunicationStatistical SignificanceP-ValuesCyient
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4
Machine Learning13 questions · ~114 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 LearningCyient
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5
More topics2 questions · ~18 min
Why Cyient Data ScientistEasy

Tests motivation and fit for Cyient’s Data Scientist role.

User NeedsValue PropositionCyient
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The finish line: interview-readyComplete all 41 questions plus 1 hands-on drill to finish this plan.