Top 12
Prep plan
Updated weekly · Last refresh Oct 17

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 daily.

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1
SQL & Data ManipulationStart here. 4 questions + 3 drills · ~62 min
Excel for Complex Business ProblemsMedium

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

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

Tests feature engineering decisions that affect model reliability and performance.

predictive modelingData Analysisdata integrityMajor League Baseball (MLB)
SQL for MAU Subscription WatchersMedium
Practice
Practice drill

Count monthly subscription users who had no MLB game views during their first seven days.

Date FunctionsJoinsAggregationsMajor 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)
SQL Random Generator and DedupMedium
Practice
Practice drill

Remove duplicate trade events while retaining the earliest trade ID for each identical event.

data cleaningData ManipulationsqlJefferies
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
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)
Prioritizing MLB Churn MetricsMedium

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

Metricsuser engagementMajor League Baseball (MLB)

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