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Updated weekly · Last refresh Aug 30

Guild Business Analyst Interview Questions

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

23questions
~3htotal time
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1
MetricsStart here. 3 questions · ~24 min
KPIs for Guild Marketplace HealthMedium

Tests KPI selection and ability to connect platform metrics to marketplace performance.

KPILeading IndicatorsGuild
Diagnose Engagement Drop 15%Medium

Tests structured root-cause analysis using metrics, segmentation, and hypothesis-driven investigation.

DiagnosisCohort AnalysisEngagement MetricsGuild
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2
SQL & Data Manipulation4 questions + 3 drills · ~62 min
Data Model for Enrollment TrackingHard

Tests data modeling skills for multi-partner education data and ability to structure enrollment and outcomes.

many-to-onedata integrityData ModelingGuild
Resolve Dropout Rate DiscrepanciesHard

Tests debugging of data inconsistencies and disciplined reconciliation across data sources.

null handlingReconciliationdata integrityGuild
Impute Sparse Assessment ScoresHard
Practice
Practice drill

Use CTEs, joins, CASE, and null handling to clean sparse assessment scores and impute missing values per question.

null handlingData Wranglingdata integrityMercor
Deduplicate Shipment Events for Lead TimeMedium
Practice
Practice drill

Use CTEs and ROW_NUMBER to remove duplicate shipment events, fill missing created times, and compute shipment lead time in days.

null handlingReconciliationdata integrityAnduril
Flag Incomplete Campaign TrackingMedium
Practice
Practice drill

Use joins, CTEs, CASE, and null handling to quantify missing tracking data by campaign and channel.

null handlingData Wranglingdata integrityArthur J. Gallagher &
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3
Behavioral & Leadership12 questions · ~96 min
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4
More topics4 questions · ~32 min
Guild Data Implications of Business ModelMedium

Tests strategic thinking about business model differences and translating them into analytics requirements.

Strategic PlanningBusiness ModelCompetitive AnalysisGuild
Decide on New Program AdditionMedium

Tests product and data-driven decision-making for expanding Guild's education offerings.

Feature PrioritizationUser NeedsProduct VisionGuild
Communicating Analysis to StakeholdersMedium

Assesses how you tailor insights and recommendations for different stakeholder audiences at Guild.

CommunicationStakeholdersGuild
Tell Me About YourselfEasy

Tests your communication and how you frame your background for a Solutions Architect role.

Success CriteriaRoadmappingScope ManagementGuild

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The finish line: interview-readyComplete all 23 questions plus 3 hands-on drills to finish this plan.