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Disney World guests rate almost everything positively. Except getting in.
I spent a few weeks turning 604 Walt Disney World trip reports into a guest journey map. Eleven stages, from booking a hotel to flying home, each one rated bad, neutral or good by the person who lived it. Almost every stage came back positive. Rides scored +65, resort stays +62, dining +51. Cast members, fireworks, characters, all comfortably in the black. One stage went negative: park entry and crowds, at -6. It's the only part of a Disney trip that guests, on balance, do no
21 hours ago5 min read


Disney World's crowds are down. The number everyone quotes to prove it doesn't work.
Last year a run of articles reported that Walt Disney World had gotten noticeably emptier. Most of them leaned on the same kind of evidence: third-party wait time trackers showing crowd levels at multi-year lows. Disney, meanwhile, was describing attendance as broadly stable. Both things looked true at once, which is what made it interesting. A posted wait time measures how long a queue is, not how many people walked through the gate. There are several reasons those two numb
Sep 156 min read


Culinary Variety Collapses at the Top of the Michelin Guide
What 19,460 restaurants show about specialization, and why the first version of this chart was wrong.
Sep 34 min read


Persona Validator Tool - Most personas are invented. I built one that proves itself.
Live tool: https://personavalidator.app Walk-through trailer: The problem I kept running into Personas are supposed to anchor product decisions. In practice, most are invented. Someone writes up a plausible-sounding user, gives them a name and a stock photo, and the team treats that fiction as evidence for months. When a stakeholder asks "how do we know this persona is real," the honest answer is usually that we do not. That gap bothered me enough to build a tool that closes
Jul 14 min read


Hotel Bookings Dashboard - Tableau Project
On this project I created a dashboard in Tableau for a fictional hotel business. The analysis focuses on the booking trends of this...
Jan 25, 20251 min read


eCommerce Transactions Analysis - Power BI Project
On this project I use Power BI to analyze data for a fictional eCommerce company I call EverMart Online. I have created two separate...
Jan 12, 20253 min read


Super Market Sales Analysis - MySQL Project
I generated a database for sales data of a supermarket in order to practice determining KPI's using MySQL queries. See the Creation...
Jan 7, 20258 min read


Hospital Ratings Dashboard - Tableau Project
A Hospital Ratings Dashboard made using Tableau Public for Data Visualizations and Excel for Data Cleaning.
Oct 19, 20241 min read
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