With this Saturday, Feb 29th being AEW Revolution, the first AEW Pay Per View event of the year (and decade), I thought it would be appropriate to put together a data-centric analysis of AEW matches leading up to the event along with some interesting statistics and findings from AEW history. This project enables me to combine two things I really enjoy: professional wrestling and data analysis and visualization. The motivation behind this project is to utilize match data to provide an overview of things like how your favorite wrestlers are performing in terms of wins and losses, how often wrestlers are used on specific programs, and how wrestlers are being featured in in-ring competitions. The analyses and visualizations can also be used to assist in developing storylines among wrestlers.
Feedback and comments are always welcomed. Send me an email at visualizingtheelite at gmail dot com.
(as of Feb. 26th, 2020)
This map displays all the cities that have hosted AEW events since its official inception in May of 2019.
The majority of AEW’s live event market has primarily been in the Eastern half of the U.S.
AEW has held 26 live events so far, with the most visited states being Florida (4), Illinois (3), and Texas (3).
How to use the map:
Hover over the markers to view event details for each location.
Do Wins and Losses Matter?
AEW claims that wins and losses will matter. How did they fare leading up to AEW Revolution? Let’s take a look at the win/loss singles records from all AEW events leading up to Revolution. Based on the chart below, Jon Moxley is the clear number one singles contender for the Men's World Champion Title. In the women's division -- excluding Riho, who lost the title to Nyla Rose -- Kris Statlander and Hikaru Shida are tied as number one contenders (2-1) in singles competition. This satisfies the claim that wins and losses matter in AEW as Moxley and Statlander will be challenging for titles at AEW Revolution.
* Note: All matches aired on Pay Per View events, Dynamite, and Dark are counted in the data. This includes unsanctioned matches, battles royal, and unofficial matches. Singles matches are classified as one-on-one matches involving at most two wrestlers. Non-singles matches include all other matches involving more than two wrestlers, such as tag team matches, battles royal, and three-way and four way matches. Future work would involve classifying the matches in greater detail.
Other Findings (based on AEW History):
How to use the chart:
(Jan. 1st through Feb. 26th, 2020)
This chart identifies key players in AEW, along with up-and-coming wrestlers, enhancement talents, and occasional featured wrestlers. It can be used to answer questions like: Who has never been in a singles match in 2020/all-time? Which wrestlers with similar win/loss stats would be interesting to go head to head with?
Some Findings (based on 2020):
How to use the chart:
(as of Feb. 26th, 2020)
This chart displays all AEW matches sorted by the length of the match. Matches with missing match times were excluded from the analysis. The longest matches tend to be pay-per-view headlining matches. Two exceptions were special attraction matches: Kenny Omega vs PAC Iron Man match on Dynamite on Feb. 26, 2020 and the Kenny Omega vs Joey Janela match on Dark on Oct 9, 2020. The average match lasts about 11 minutes and 37 seconds. The average singles match lasts about 10 minutes and 50 seconds.
Interesting Statistics:
How to use the chart:
(as of Feb. 26th, 2020)
This chart shows which wrestlers are given the most time for matches.
How to use the chart:
AEW's Dynamite debuted on the TNT network on October 2, 2019. Since then, AEW and WWE's NXT have been battling for viewership Wednesday nights with Dynamite airing on TNT and NXT airing on USA Network. While it is debatable how relevant the Nielson ratings are as a performance indicator, there is still interest in comparing the viewership and Nielson ratings between WWE NXT and AEW Dynamite.
WarnerMedia announced on January 15th, 2020 that TNT's AEW Dynamite has been renewed through 2023. In addition, they will also be launching a second series on a second night.
Ratings data obtained from ShowBuzzDaily
Note that AEW Dynamite did not air on December 25, 2019.
This interactive timeline allows you to compare the in-ring activities of selected wrestlers.
Each match is color coded by whether it appeared on Dynamite, Dark, Pay Per View,
or a Pay per View Pre-Show, along with whether the wrestler won, loss, or had a draw.
How to use chart:
Select one or more wrestlers from the dropdown list for comparison.
Use the slider to choose a timeframe.
Hover over each W/L/D marker to see the match card details.
Data was retrieved from Cagematch The Internet Wrestling Database. The scraping was performed using Python, Beautiful Soup, and Splinter. The data was then written to JSON files and imported into Tableau for analysis.
All matches aired on Pay Per View events, Dynamite, and Dark are counted in the data. This includes unsanctioned matches, battlea royal, and unofficial matches. Singles matches are classified as one-on-one matches involving at most two wrestlers. Non-singles matches include all other matches involving more than two wrestlers, such as tag team matches, battles royal, and three-way and four way matches. Future work would involve classifying the matches in greater detail. Note that this differs from how AEW officially computes their rankings.