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IVIRMA Interview Questions

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

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1
SQL & Data ManipulationStart here. 4 questions + 3 drills · ~62 min
Ensuring SQL Data AccuracyEasy

Explain how to ensure data accuracy in SQL workflows using validation checks, reconciliation, and careful query design.

JoinsData WranglingQualityIVIRMA
Optimizing a Slow QueryHard

Tests your ability to diagnose and improve SQL performance using practical techniques.

Performance Tuningquery optimizationsqlIVIRMA
Power BI Business ImpactMedium

Tests your ability to build analytics in Power BI that drive measurable business outcomes.

data visualizationpower biIVIRMA
Azure and dbt ExperienceMedium

Tests your practical experience with modern data stacks used for analytics workflows.

cloud environmentsIVIRMA
Cleaning a Messy DatasetMedium
Practice
Practice drill

Filter invalid game events and normalize event names using PostgreSQL string and null handling.

missing valuesdata cleaningnull handlingQuantiumScopelyCarvana
Data Cleaning and PrepMedium
Practice
Practice drill

Prepare valid encounter records by trimming text, excluding missing values, and removing invalid charges.

missing valuesdata cleaningData WranglingMassachusetts General HospitalCognizantDataVisor
Data Cleaning and PreparationMedium
Practice
Practice drill

Prepare valid YipitData observations by removing missing, blank, negative, and undated records.

data preparationdata cleaningnull handlingYipitData
2
Behavioral & Leadership9 questions · ~72 min
Prioritizing Competing Report RequestsMedium

Tests prioritization under pressure, stakeholder management, and ownership when multiple reporting requests compete for limited analytics capacity.

Stakeholder Managementtime managementPrioritizationIVIRMA
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3
More topics3 questions · ~24 min
Handle Incomplete Pipeline DataMedium

Approach for handling missing, inconsistent, and duplicate data in a pipeline without breaking downstream analytics.

Data WranglingETLQualityIVIRMA
Trend Analysis for ForecastingMedium

Tests your forecasting and trend detection methods using historical data for actionable predictions.

IVIRMA
KPI Drop Triage StepsMedium

Tests your KPI incident triage skills, including data quality, tracking changes, and segmentation.

IVIRMA

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