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Updated weekly · Last refresh Aug 30

UPS Business Intelligence Analyst Interview Questions

The questions to prepare for a UPS Business Intelligence Analyst interview. Questions from real interview reports rank first. Updated weekly.

14questions
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1
SQL & Data ManipulationStart here. 5 questions + 3 drills · ~70 min
Explaining Visualization Tool ExperienceEasy

Explain how you use SQL analysis to build dashboards, choose visuals, and communicate insights to stakeholders.

ToolsData WranglingUPS
Handling Missing and Dirty SQL DataMedium

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

Data WranglingCase WhenQualityUPS
Customer Orders: LEFT vs INNER JOINEasy

Explain how INNER JOIN and LEFT JOIN differ, and when to use each for matched-only versus all-left-row analysis.

JoinsData WranglingGroup ByUPS
Cleaning Data for Dashboard TablesMedium

Explain how to use SQL data wrangling, joins, CTEs, CASE logic, and date handling to turn messy source data into dashboard-ready tables.

JoinsData WranglingAggregationsUPS
Star vs Snowflake for Sales AnalyticsMedium

Compare star and snowflake schemas for warehouse design, including trade-offs in normalization, query simplicity, and analytics performance.

JoinsData WranglingGroup ByUPS
Autonomous vs Manual Drive TimeHard
Practice
Practice drill

Compute per-vehicle daily autonomous vs manual seconds from state-change logs using LEAD and conditional aggregation.

JoinsData WranglingGroup By
Top Customers by Net SalesMedium
Practice
Practice drill

Compute top 10 customers by net sales using joins and aggregations, ordering by revenue with deterministic tie-breaking.

SubqueriesJoinsData WranglingGain DigitalTCSZest AI
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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2
Behavioral & Leadership9 questions · ~72 min
Critical Report Under Tight DeadlineMedium

Tests prioritization under pressure, ownership, and stakeholder communication when delivering a high-stakes report on a compressed timeline.

pressure handlingdeadline managementreportingUPS
Contradicting Senior Stakeholder IntuitionMedium

Tests influence without authority when data conflicts with senior judgment, including stakeholder management and clear communication.

Conflict ResolutionStakeholder ManagementAnalysisUPS
Balancing Competing Stakeholder RequestsMedium

Tests prioritization under pressure across stakeholders, with emphasis on trade-off judgment, influence, and clear communication.

Stakeholder ManagementCommunicationOwnershipUPS
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The finish line: interview-readyComplete all 14 questions plus 3 hands-on drills to finish this plan.