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Major League Baseball (MLB) Business Analyst Interview Questions

The questions to prepare for a Major League Baseball (MLB) Business Analyst interview. Questions from real interview reports rank first. Updated weekly.

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1
SQL & Data ManipulationStart here. 4 questions + 3 drills · ~62 min
Cleaning Messy Data in SQLMedium

Tests practical SQL data cleaning workflow and judgment about data quality issues.

data cleaningsqldata integrityMajor League Baseball (MLB)
Left Join vs Inner JoinEasy

Tests foundational SQL join understanding and ability to explain it clearly.

CommunicationJoinssqlMajor League Baseball (MLB)
Excel for Complex Business ProblemsMedium

Tests ability to apply Excel analytics to real business questions and communicate approach.

Data ManipulationProblem SolvingExcelMajor League Baseball (MLB)
Nulls and Outliers in ModelingMedium

Tests feature engineering decisions that affect model reliability and performance.

predictive modelingData Analysisdata integrityMajor League Baseball (MLB)
Rolling Ticket Sales QueryMedium
Practice
Practice drill

Calculate 7-day stadium ticket averages with a complete date spine that includes days without MLB games.

Window FunctionsDate FunctionsRunning TotalsMajor League Baseball (MLB)
Second Attempt Score Per UserEasy
Practice
Practice drill

Use ROW_NUMBER to return each student's second score on a specified Khan Academy exercise.

Data Analysissqluser engagementKhan Academy
Top Users by Recent Transaction VolumeMedium
Practice
Practice drill

Find the top 3 users by completed transaction volume in the last 30 days using joins and aggregation.

Data Analysisquery optimizationsqlTTier 1 BankRevolutChime
2
Behavioral & Leadership5 questions · ~40 min
Using Data Under AmbiguityMedium

Tests data-driven problem solving in ambiguous situations, with emphasis on ownership, stakeholder alignment, and measurable business impact.

CommunicationProblem SolvingOwnershipMajor League Baseball (MLB)
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3
More topics3 questions · ~24 min
Prioritizing MLB Churn MetricsMedium

Tests KPI selection and understanding of churn measurement for MLB digital experiences.

Metricsuser engagementMajor League Baseball (MLB)
Improving Baseball TodayMedium

Evaluates product sense and your ability to justify a change using reasoning relevant to Major League Baseball.

Major League Baseball (MLB)
Making Data-Driven Team ImprovementsMedium

Assesses your ability to analyze team performance data and translate trends into actionable improvements.

Data AnalysisMajor League Baseball (MLB)

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