Dataford
Interview QuestionsInterview GuidesExperiencesMock InterviewsPricing
Get started

Reconciling Conflicting KPI Definitions

Medium
MediumSQL & Data ManipulationJoinsData WranglingQualityAsked 1 times

Problem

You are asked to explain how you would reconcile two SQL reports that show different values for the same KPI. Focus on a practical analyst workflow: compare definitions, inspect joins and filters, align grain, test CASE WHEN logic, and identify the records driving the variance.

What This Tests

  • Ability to compare SQL report definitions, not just totals
  • Understanding of join behavior and aggregation grain
  • Use of CTEs to normalize competing metric logic
  • Ability to explain root-cause analysis clearly

Typical Mismatch Signals

Different row counts after joins
Different date columns or month boundaries
Different status filters
Different `CASE WHEN` inclusion rules
Duplicate rows introduced before aggregation
Practicing as: Financial Analyst interview at ASI (Advertising Specialty Institute)

Hi, I'll play your ASI (Advertising Specialty Institute) interviewer for the Financial Analyst role. Candidates describe these interviews as mixed and moderately difficult, so expect me to be professional and fair. Take your time with the question above and answer like we're in the room.

Take this as a live interview session →

You are practicing as a guest. Sign up free to get your answer graded with AI feedback. Your draft stays right here.

Sign up freeI have an account
Sign up to unlock solutions
ASI (Advertising Specialty Institute) Financial Analyst Interview Questions
Next questions
Archer Daniels MidlandReconciling Conflicting Report MetricsHardBosch GroupReconciling Conflicting Metric SourcesMediumPatientPointResolve Conflicting KPI DataEasy