The Top 10 “Bandwagon” or Demanding Fans in the NFL

An analysis we have had fun with this summer involves looking at fan response to winning rates. This encompasses looking at how different fan bases respond to variations in winning. If fans only show up when the team wins, does this mean they are bandwagon fans? Or does it mean that they demand quality?  We report, you decide.

Studying which city has the most “bandwagon” or demanding fans is a challenge in the NFL. The issue is that many teams sell-out regardless of the team’s performance. How can we differentiate between the Steelers and the Packers when the stadiums are always full? As such for the NFL, we only present a top ten list of the cities with the most fair weather or discerning fans. (We looked at the last thirteen years of data for our study. For more details on our methodology, please click here.)

2014 NFL Bandwagon

The winner, or maybe that should be the loser, of this ranking is the Arizona Cardinals. These fans are most responsive to winning percentage in the NFL based on our statistical model of attendance. Arizona is followed by New Orleans, Buffalo, Oakland and Washington.

Mike Lewis & Manish Tripathi, Emory University 2014.

2014 NBA Fan Quality Part 2: Demanding or Bandwagon Fans?

Note: This summer we are studying the fan quality of various sports leagues.  We have already examined MLBNHL, and College Basketball.  For Part 1 of our NBA study on Fan & Social Equity, please click here.

An analysis we have had fun with this summer involves looking at fan response to winning rates.  This encompasses looking at how different fan bases respond to variations in winning.  If fans only show up when the team wins, does this mean they are bandwagon fans?  Or does it mean that they demand quality?  We report, you decide.

We looked at the last fourteen years of data for our study.  For more details on our methodology, please click here.  Our analysis suggests that the city with the most bandwagon or demanding basketball fans is Detroit.  Pistons fans are followed by 76ers fans and Pacers fans.  At the other end of the spectrum, we have fan bases that either always or never show up, regardless of the team’s fortunes.  The Spurs fan base is the most indifferent to winning (or the most loyal, if you’re a glass half-full type).  New Orleans, Oklahoma City and the Lakers also have fans whose attendance doesn’t seem to have much to do with the team’s success.

2014 NBA Attendance Sensitivity to Wins

This summer we have also looked at the fan bases that are the most and least responsive to ticket prices.  The table below shows the five cheapest (or value-conscious) fans bases and the five that don’t seem to react to prices.

2014 NBA Attendance Sensitivity to Price

New Orleans is an interesting fan base:  indifferent to performance, but the most price sensitive in the league.  We are starting to feel very sorry for 76ers management.  Philadelphia’s basketball fans are the most demanding in terms of winning, but the least willing to pay.  Quite the dilemma!  At the other extreme, we have an interesting collection of teams.  Orlando, Portland and Atlanta also seem to have attendance that is minimally affected by average prices.  It’s an interesting list, because Portland is generally regarded as having passionate fans, while Atlanta is not.

Mike Lewis & Manish Tripathi, Emory University 2014.

Philadelphia Business Journal: Study finds Phillies have most demanding fans

Philadelphia Business Journal: Study finds Phillies have most demanding fans

Label it being bandwagon jumpers, or call it being turned off by poor play — but nobody can argue Philadelphia Phillies fans are more likely to come out to the ballpark when the team is winning.

A new study even proves it.

An analysis of Major league Baseball fans conducted by Emory Sports Marketing Analytics looked at the responsiveness of fan demand to team winning percentage.

Ranking the Most “Volatile” Fans in the SEC: LSU, Ole Miss, & UGA Lead the Way

Last weekend, Georgia beat LSU in a highly entertaining, closely contested football game.  After the game, fans were undoubtedly sad in Baton Rouge and elated in Athens.  These emotions were manifested through the tweeting activity of fans in both cities.  Using data from Topsy Pro, we were able to collect football-related tweets originating from Athens and Baton Rouge after the game.  There were almost twice as many tweets originating from Athens, and the ratio of positive to negative tweets was 9:1 in Athens, whereas the ratio was 1:9 in Baton Rouge.  As transplants who have lived in Atlanta for a few years now, we can attest to the overwhelming passion towards SEC football in the South.  Recently, we used data from Twitter to describe the emotions of NFL football fan bases during the 2012 regular season.  We decided that performing a similar analysis on the SEC football fan bases would be an interesting study.  We decided to empirically determine which SEC football fan bases really “live & die” by the performance of their teams.

The methodology for our study was straightforward.  We considered all of the regular season games from 2012 and the first five weeks of the 2013 season.  For each game, we recorded who won the game, and we collected football-related tweets from all of the SEC college towns for one, two, and three days after the game.  It would be reasonable to ask why we didn’t collect tweets from Atlanta for a UGA game or from all of Kentucky for a UK game.  We were trying to isolate tweets primarily from fans of the SEC team, and we believe that the college town is the best proxy for mainly fans of the college.  Atlanta is full of UGA fans, but there are also Alabama fans, Auburn fans, Florida fans, and pretty much fans of all SEC teams.  We wanted reactions of UGA fans to the UGA games, not the reactions of Auburn fans to the UGA games.  By football-related tweets, we mean tweets that mentioned any words that were commonly related to the particular college football team.  The tweets were coded as positive, negative, or neutral.  We were able to determine the “sentiment” of the collection of tweets as a rough index (1-100) of the ratio of positive to negative tweets.

Thus after each game, we were able to calculate the sentiment of the fan base.  We determined on average how positive a fan base was after a win, and how negative they were after a loss.  To understand the “volatility” of a fan base, we looked at the delta between the average sentiment after a win and the average sentiment after a loss.  In other words, how big is the difference in a fan base’s “high” after a win and “low” after a loss.  We believe that this metric best captures “living & dying” by the performance of your team.  After computing this metric for each fan base, we determined that LSU has the most “volatile” fans in the SEC.

The chart on the left gives the full rankings for the SEC.  It should be noted that these rankings were robust to whether we looked at how fans felt one, two, or three days after a game.  We believe that volatility is in part driven by 1) the expectations of the fan base and 2) the expressiveness of the fan base.  The top three schools in our rankings seem to get to the top for different reasons. The volatility of LSU & UGA fans is driven more by extreme negativity after losses, whereas the volatility of Ole Miss fans is a function of high levels of happiness after wins. This could, of course, in part be due to expectations.  UGA & LSU fans may have higher expectations than Ole Miss fans.  An examination of the data reveals that LSU fans had an extremely negative reaction to the Alabama loss last year and the Georgia loss this year.  These fans even had an overall negative reaction to a close WIN over Auburn last year!  UGA fans spewed a lot of vitriol on Twitter after the loss to Clemson this year.  Ole Miss fans, on the other hand, did not have overly negative reactions to losses, and were very positive after wins (e.g. the win over Texas this year).   It is interesting to note that the Alabama fan base is at the bottom of the volatility list.  Alabama only lost one game during the period of this study (a good reason for publishing this list again next year when we have more data).  But, even after wins, the Alabama fan base is not very positive on Twitter.  There are several tweets that are critical about the margin of victory.  If Alabama does ever go on some type of losing streak in the future (as unlikely as that seems), it will be fascinating to observe the reaction on Twitter.

Mike Lewis & Manish Tripathi, Emory University 2013.