Top 47
Prep plan
Updated weekly · Last refresh Oct 17

Hays Data Analyst Interview Questions

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

47questions
~6htotal time
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1
PipelinesStart here. 9 questions · ~74 min
Data Integrity During System MigrationHard

Approach for preserving correctness during a pipeline migration, including validation, replay safety, and controlled cutover.

ETLIdempotencyQualityHays
Deployment Defects and DependenciesMedium

Evaluates your deployment readiness process for catching defects and managing dependencies.

Risk Managementdata integrityHays
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2
SQL & Data Manipulation10 questions + 2 drills · ~103 min
Handling Missing and Dirty SQL DataMedium

Explain how to profile, clean, and standardize missing or dirty data before analysis.

Data WranglingCase WhenQualityHays
Handling Missing ValuesMedium
Practice

Create an auditable application dataset by applying explicit PostgreSQL rules for missing candidate, status, salary, and date values.

missing valuesdata cleaningnull handlingHays
Reconciling ERP and OutputsHard

Tests your reconciliation mindset, root-cause analysis, and ability to restore reporting accuracy.

JoinsData WranglingQualityHays
SQL Average Salary by DepartmentEasy
Practice
Practice drill

Calculate average active salary by Hays department using a LEFT JOIN, GROUP BY, and NULL-safe aggregation.

sql queryAggregationsHaysTuringCATERPILLAR
Monthly Sales Trends by CategoryMedium
Practice
Practice drill

Aggregate monthly sales by product category and use LAG to calculate month-over-month changes.

InfrastructureToolsData WranglingTotal Wine & MoreInc.Benjamin Moore
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3
Statistics & Probability3 questions · ~25 min
Validate Quant Model Before ReleaseHard

Tests your model validation approach, controls, and readiness criteria for production use.

Confidence IntervalsHypothesis TestingStatistical SignificanceHays
Market Risk Metrics and IFRS 9Medium

Tests knowledge of market risk metrics and regulatory frameworks relevant to fair value and risk reporting.

RegressionCorrelationCausal InferenceHays
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4
Behavioral & Leadership24 questions · ~198 min
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5
More topics1 question · ~8 min
Production Controls for Fair ValueHard

Tests your ability to design monitoring and controls for fair value metrics in a production environment.

KPIsLeading IndicatorsDiagnosisHays
The finish line: interview-readyComplete all 47 questions plus 2 hands-on drills to finish this plan.