Project Context: As part of the interview process for the Business & Data Strategy Analyst role at LAFC, I was given a dataset of 9,246 fan survey responses collected at BMO Stadium from 2021 to 2025 and asked to present a hypothetical business plan to the club's President covering the next five years (2026-2030). The task was to analyze what fans feel about their experience, identify the most important operational and revenue opportunities, and walk through my thinking as if I owned the execution of the plan end-to-end.
Business Question: What do five years of fan feedback tell us about where LAFC and BMO Stadium should focus to grow revenue and improve the fan experience from 2026 to 2030?
LAFC enters 2026 with a loyal, sold-out fanbase and the most favorable external environment in the club's history. Two once-in-a-generation events are converging in LAFC's backyard within a three-year window, and BMO Stadium sits at the geographic center of both.
- FIFA World Cup 2026 economic impact: LA World Cup 2026 Host Committee / Micronomics, June 2024. Updated estimate: Economic Impact Memo, January 2026 (revised to $892M).
- LA28 Olympics economic impact: SCAG, "2025 Southern California Economic Update," December 2025.
- Consumer spending and income data: Federal Reserve Bank of St. Louis (FRED), Series A229RX0Q048SBEA and Series CPIRECSL, retrieved April 2026.
- LA demographics: US Census Bureau QuickFacts, Los Angeles County.
- LAFC attendance and BMO Stadium capacity: Sports Illustrated, May 2025.
- Data source and cleaning: 9,246 fan survey responses (Jul 2021-Mar 2026) from BMO Stadium, cleaned in Python/pandas; event type was inferred via keyword classification since it wasn't explicitly labeled in the data.
- Sentiment and theme analysis: scored open-ended feedback with TextBlob polarity and classified each response into one of ten operational themes via keyword matching.
- Dashboard and external research: published a three-page Tableau dashboard (Sentiment, Pain Points, Fan Value) and grounded recommendations in outside research on the World Cup, LA28, FRED spending data, and LA demographics.
- The most important analytical decision wasn't technical, it was documenting what the data couldn't tell us, the ACFC spend gap, the null loyalty field, the inferred event type, rather than treating them as footnotes.
- Five years of the same complaints at the top of the list isn't a data story, it's an operational one. Naming that plainly is what makes the finding useful to a decision-maker.
- Connecting the internal data to outside context, FIFA 2026 and LA28, is what turned a survey analysis into an actual business plan.