Top 50
Company roadmap
Updated weekly · Last refresh Aug 30

Hays Interview Questions

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

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. 5 questions · ~47 min
2
SQL & Data Manipulation5 questions + 2 drills · ~67 min
3
Pipelines5 questions · ~47 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityHays
More Pipelines questions with a free account
4
Machine Learning5 questions · ~47 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffHays
More Machine Learning questions with a free account
5
Execution5 questions · ~47 min
Handle Scope Changes Mid-DevelopmentMedium

Explain how you manage scope changes during development without losing delivery control, stakeholder alignment, or product quality.

AgileScope ManagementProject ManagementHays
More Execution questions with a free account
6
Strategy5 questions · ~47 min
Staying Current on Industry TrendsEasy

A practical approach for tracking industry trends, competitor moves, and market changes in a way that informs strategy decisions.

EstimationCompetitive AnalysisGrowth StrategyHays
More Strategy questions with a free account
7
More topics20 questions · ~187 min
Design Success Metrics FrameworkMedium

Define a practical framework for judging design success using leading, lagging, and funnel-based product metrics.

KPIsConversion RateEngagement MetricsHays
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchHays
More questions with a free account
The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.