Ranking the SEC Football Fan Bases

The SEC is the dominate college football league at the moment.  Okay for the last 20-25 years.

The rankings prove the point with 5 of the top 10 teams coming from the SEC.  If we go farther down the list, the SEC has 7 of the top 12 or 9 of the top 18.  In terms of the league itself, Tennessee is the winner followed by LSU, Georgia, Auburn, Florida, Arkansas and Alabama.

The middle group of the league includes Texas AM, Ole Miss, and South Carolina.  The bottom group features Kentucky, Mississippi State, Missouri and Vanderbilt.

The best way to look at the SEC is in terms of these groupings.  Seven truly elite college football brands and a second tier that includes a very solid group of brands.

That’s all fine.  But after all these years I know what readers are thinking…  Especially readers in Alabama.

These rankings are crap!  The methodology is flawed!  You are looking at the wrong metrics.  What about applications and alumni engagement?! Professors don’t know anything about sports!  Emory should be embarrassed to have this guy on faculty!

Fair enough.

I will happily accept the statement that Alabama currently has the best college football program in the nation.  So why doesn’t Alabama lead these rankings?  One way to look at this is through a thought experiment.  What if we could transfer Alabama’s recent success to another team – What would happen?  What if Notre Dame or Texas or Tennessee had Alabama’s level of success?  How about Ole Miss or Oklahoma State?  It’s tough to say but that’s what I’m trying to get at by throwing a bunch of theory, data and statistical analysis at this topic.

I’d also like to add that there is no criticism of Alabama.  The “football” strategy might be optimal given Alabama’s position in the educational marketplace.  The football team is a great marketing asset and brings a lot of attention to the school.  Much is made of Nick Saban’s salary but if the investment was redirected away from the football program, where would it go?  Alabama has a great asset in its football brand.  It has the brand equity that comes from having a winning tradition.  And it makes sense for Alabama to use this asset.

At its core is this equity any greater than a lot of schools?  If the next coach at Alabama starts to have 7 or 6 win seasons is the passion still there?

The PAC 12 CFB Fan Rankings & Fair Weather Fandom

Sports and Weather?

Why is fandom a regional phenomenon?  I spend a lot of time analyzing fandom across leagues and cities.  I can’t help but to observe patterns (discovering patterns is actually kind of the point).  For example, if you ask me to compare the fan bases in Boston versus Tampa or Chicago versus Atlanta, I can tell you the better team brand without even knowing the sport.

Why some regions have better fan support than others, is a question for another day. Is it about team histories?  I’m sympathetic to this idea as I do believe that sports brands are built on a generational time frame?  Is it the demographics?  Maybe. I don’t want to touch the racial angle but we know that a city full of transplants is likely to have less intense fandom.  How about the weather?   Does Florida or Southern California weather deter fandom?  It probably doesn’t help. It’s the why go to the game when you can go to the beach explanation.  Fair weather fandom is more prevalent when the weather is, well, fair.

It is a tough problem because all of these factors matter.  And these factors probably interact (having a short history and nice weather is probably a double whammy).

The PAC 12 is the league that makes sense if it’s about the weather.  We have Oregon at the top followed by Washington, Utah, Washington State and Oregon State.  This seems to be the colder half of the league.  It might not be the best known of the football programs but it seems to be the best customer bases.

Oregon is interesting because it’s mostly known for innovative uniforms and Phil Knight.  Sort of classic branding.  Also some (relatively) recent success despite a few tough recent years.  It’s interesting because sports brands are usually built based on long-term success.  Washington is a solid program across the board.  The next three teams’ programs suggest that the league is a bit skewed.  It appears that the programs with the most potential tend to be the least prominent.

At the other end of the scale we have Colorado, Arizona, Arizona State, USC and UCLA as the bottom 5.  These schools are also located in the most appealing tourist destinations in the conference.

USC is the head turner.  An amazing tradition.  Championships and Heisman trophies.  But when you crunch the numbers the fans don’t show up like they do at places like Ohio State, Alabama and Texas.

Esports Fandom Partnership with Skillshot

I am thrilled to announce a new research partnership devoted to the study of fandom in esports (I know opinions vary on the spelling – eSports, etc…).  We are partnering with the Skillshot division of Hi-Rez studios.  This is a great opportunity to do some very cool stuff in one of the hottest categories of sports and entertainment.  In particular, the digital world of competitive gaming provides some unique opportunities to study fandom.  The key is that in the digital world we can link watching, playing and buying.

As part of this new partnership I recently sat down with Zhe Han.  Zhe is my PhD student and he is working on a dissertation that examines how players respond to dynamic incentives in video games and other mobile applications.  Zhe is also an avid gamer and a big time consumer of esports.  In this episode we talk about a range of issues related to gaming and this (relatively) new phenomenon of esports.  There will be a LOT more to come.

Click logo below to listen to this Fanalytics podcast episode.

 

The official press release is below:

Esports Fandom Research Initiative Announced by Emory University and Skillshot Media

Partnership to explore the relationship between Watching and Playing within the rapidly growing esports sector

 

ATLANTA. November 1, 2018 The Marketing Analytics Center at Emory University and its Influential Analytics Lab are partnering with the Skillshot Media division of successful Georgia-headquartered gaming company Hi-Rez Studios to study consumer behavior and fandom in the rapidly growing esports sector.  The interactive entertainment industry, which includes video games, mobile gaming and competitive video gaming known as esports, generated over $100 billion in global revenues in 2017 alone.

The purpose of the Esports Fandom Research Initiative is to apply cutting edge analytics techniques informed by sophisticated psychological theories in order to study how the consumption of esports fosters consumer interest. The partnership will provide data and access for multiple PhD students to explore how passive consumption of esports leads to active engagement with games. Learnings can then be applied to better identify, understand, and utilize the explosive growth in business opportunities for game publishers, media companies, and brand sponsors within the esports space.

Most leading game publishers now have an intuition that an esports ecosystem supports higher player engagement and perhaps even higher in-game monetization”, said Todd Harris, President of Skillshot Media and co-founder of Hi-Rez Studios.  “We certainly share this hypothesis and are excited to test it more rigorously.  We’ll be supporting this experienced Emory research team to better quantify the relationship between watching esports and playing esports, which should help inform publishers and other partners on their esports investment and expected return.”

The Emory Marketing Analytics Center has been actively studying fandom in categories ranging from sports to politics. Gaming and esports provide exciting new opportunities to study evolving fandom, and the digital nature of esports programming and its consumption supplies researchers with extensive data with which to study behavior of casual consumers and hyper-invested fans alike.

The Research Program

The partnership between Emory University and Skillshot Media, the largest esports producer on the U.S. east coast, is focused on creating innovative and meaningful research projects related to esports and gaming. The core of the program is an emphasis on the consumer and gaining a better understanding of how the interactive nature of esports creates a new type of engagement and fandom. The research program aims to translate its outcome to a relevancy well beyond gaming, as trends in culture and technology all point to a future where industries ranging from education to fitness include digital delivery and gamification systems based on behavioral decision making theories.

Initial Projects:

Investigating the Interplay between Watching and Participation:
Interactive entertainment such as gaming provides opportunities for both active and passive consumption.  Traditionally consumers have interacted with games by being active players.  This active play has expanded in scope and scale and can now cross cultures and continents.  More recently, we have seen the growth of esports as a category where fans participate by watching high level players compete against each other.  This competition can be consumed in traditional physical arena settings or via streaming services or videos on demand.

Investigating Consumer Behavior in the Video Gaming Industry:

Gaming applications often feature a variety of dynamic incentive schemes and social community structures that can greatly influence consumer behavior.  Current research projects investigate how gamification systems such as rewards, leveling up and earning community status alter consumer preferences and purchasing behavior

For more information about the Esports Fandom Research Initiative, please contact mike [dot] lewis [at] emory [dot] edu at Emory University.

 

About the Marketing Analytics Center at Emory University

The Marketing Analytics Center at Emory University connects academic, business and student communities interested in the analysis of consumers.  It is directed by Professor Mike Lewis, who also conducts academic research through the Influential Analytics Lab.

 

About Skillshot Media:

Skillshot provides a turnkey esports solution for leading competitive titles, including online and offline tournament organisation, industry-leading esports production and active community management.  Skillshot has over five years of esports experience, hosting thousands of global competitors, paying out millions in tournament prizing and serving over one billion esports views to date.

 

 

 

 

The Big 12 Brand Rankings, Competitive Balance and Conference Realignment

Conference realignment was a hot topic a few years ago.  The Big Ten grabbed Nebraska, Maryland and Rutgers.  The ACC grabbed a big chunk of the Big East.  A lot of these changes were driven by marketing considerations.  Maybe all of these changes were driven by marketing considerations.  The goal was always to acquire football brands that either had great brand equity or provided access to new media markets.

The Big Twelve was continuously raided.  They lost a historical power in Nebraska to the Big Ten.  A Colorado team that provided access to a solid media market fled to the PAC 12.  Texas AM and Missouri took off for the SEC.

While much of this movement was driven by the dollar, it does raise some questions and concerns about competitive balance.  Competitive balance is thought to be important based on the theory that fans prefer competitive events and that every team needs to have a shot at winning a title (at least now and then).

Moving forward, the Big 12 may have more marketing and competitive imbalance than the other Power 5 conferences.  Texas might be struggling on the field but long-term it’s hard to imagine that Texas’ revenue advantages won’t leave the Longhorns the dominant program.  In terms of marketing, while cable TV deals are fading in importance, the Big 12 footprint leaves the league at a disadvantage.  It’s also a league where a single school probably dictates the league’s future.  A move of Texas to the Big Ten or PAC 12 probably finishes the league.

In terms of the Big 12 fan bases, the league is headlined by Texas and Oklahoma.  These two elite brands are followed by Oklahoma State, Texas Tech, and Kansas State.  The bottom half of the league includes Iowa State, TCU, Kansas, Baylor and West Virginia.

In some ways this is a tough league to love.  It’s incredibly top heavy in terms of football and its standard bearer has struggled in recent years.  It’s also a geographically limited league with so many teams in Texas and Oklahoma.  This is a league that could really use a little more brand power.  Of course, it’s hard to imagine where that would come from with the loss of schools like Texas A&M and Mizzou.  Boise State and UCF?

Postscript: I’ve been doing fan base / brand rankings for half a decade or so.  One observation is that the fans and brands at the top of each list do not respond with much more than a satisfied “of course.”  At the bottom is often a different story.  In the NFL, the Raiders fans are the angriest.  They often go straight to threats of violence.  Cleveland fans are the funniest.

When I posted the overall college football brand rankings, I learned something about the West Virginia fans.  These folks have a lot of passion about their fandom.  This passion created a lot of complaints about me and my personal failings.  If I ever do a list of the angriest fan bases, West Virginia will be up there.

However, within all the hate there is an important point.  These rankings are based on decades of data, careful statistical models and marketing concepts that are used across a wide variety of industries.  But, the haters are correct.  No ranking is perfect.  This one is driven by financial results and I have never seen a ranking with anywhere near the rigor.  But it is also limited.  At the end of the day, a fan’s passion is something that we can never truly observe.  Maybe West Virginia has a different business model than other schools (brand equity building rather than revenue maximization), or maybe West Virginia uses different accounting assumptions.  This is a good faith analysis that uses the best data available.

For the aspiring analytics professionals, there is one final lesson.  You do the best analysis you can.  And then you look at the results.  And sometimes the analysis becomes a springboard for taking a deeper dive.  This might be one of those times.  A follow up analysis on the puzzle of West Virginia would be a valid follow up.

Big Ten CFB Rankings & College versus Pro Fandom

The Big Ten rankings start with the University of Michigan.  A passionate fan base that fills a massive stadium even when losing to the teams ranks 2 (Ohio State) and 3 (Michigan State).  In positions 4 and 5, we have Nebraska and Penn State.  It’s an interesting aside that the Big Ten has most of its premium brands concentrated in one of its divisions (East).

In positions 6 through 10, we have Wisconsin, Iowa, Minnesota, Illinois and Maryland.  Seems about right.  Full disclosure – I’m an Illini.  Next we have Northwestern.  I did my PhD at NU and I don’t think I ever met a true NU fan.  We then have Indiana (basketball school) and Rutgers.  Purdue rounds out the league.

I’ll be interested to hear the complaints about this ranking.  OSU never wants to be behind Michigan.  And I could see some objections to Penn State and Nebraska trailing Michigan State.  The relative rankings of some of the recent additions does raise some questions.  Were Rutgers and Maryland the right moves?  As the importance of cable television wains over the next decade, the East coast expansion strategy may be less relevant.

College versus Pro Fandom

At the level of the individual fan, I suspect that college fandom is often even deeper than professional fandom.  Students and Alumni are directly connected to their teams.  When college fans say “We” they are talking about an institution to which they permanently belong.  In the case of the “Pros”, the fan often “just lives there.”  This isn’t always the case and pro fandom can be intense and borderline crazy.  In the past when people tended to be less mobile (and ordinary fans were not priced out of stadiums), affinity for and connection to a team may have started before kindergarten and been a lifelong affair.

When I publish my NFL fan base rankings I get some very aggressive hatred (Go Raiders!).  There are towns where pro fandom dominates.  Chicago is one such town.  It’s a Cubs and Bears town (and sometimes Bulls).  And the college teams (at least when I used to live there) get a lot less media.  It’s an aside, but DePaul basketball would be a fascinating case study as a college team that had and lost a significant media presence.  I also believe that Illinois is something of a “sleeping” brand equity giant.  On the unfortunately rare occasion when Illinois sports are relevant they are able to have an impact in Chicago.  In sports brand development, winning big is key but consistency also matters.

Everyone in Chicago can affiliate with the Bears or Cubs but it almost feels a little artificial to root for a school that you did not attend.  But at the level of the individual fan being a graduate or a school results in a deeper affiliation than being a resident.  The marketing challenge is how to leverage this natural fan base to come up with an aspirational brand that attracts non-attendees (and potential future students).  The Chicago metro area has a population of more than 9.5 million while I’m guessing that the Urbana-Champaign alumni base is less than half a million spread out across the globe.

A problem with any discussion of fandom (on the internet) is that we are talking about the “average” fan.  And we always have the classic problem that fandom varies with team performance.  I’m an Illini so I can speak to how fan passion changes over time.  As a student in the 1980s the football team was solid and the basketball team was great.  The Flying Illini were the best team in the country in 1989.  Don’t care that they didn’t win it all. It was easy to be a fan of the Flying Illini.

But the 1990s brought a collapse of both the football and basketball programs and I admit I tuned out.  But then we had Bill Self, Frankie Williams, Dee Brown, Juice Williams, Ron Zook, an NCAA finals appearance and a trip to the Rose Bowl.  And I was back in.

Now we are back in the wasteland and I’m tuning in less and less every year.

But, if they turn it around, I’m almost sure that I’m back in.  I think what the college affiliation ultimately provides is a reduction in fair-weather fandom.  If the Illini go 500 in football, I’m tuning in to see the Kraft Fight Hunger Bowl appearance.  And I’m in for the next year.

This goes to the heart of the pro versus college fandom issue.  With “my” school I’m more resilient to mediocre or even poor performance.  Even now I follow recruiting for both Illini sports and tune in to a lot of first halves.  It also takes less for me to become fully engaged.  A 7 and 5 year with competitive games and I’m watching everything I can find.  Being an Alumni is forever and it’s often a key part of someone’s identity.

For the overall college football fan rankings, click here.

College Football Brands and Fans – 2018 Edition

College sports inspires amazing passion and loyalty.  But which team has the most passion and loyalty?  There are lots of ways to look at this question.  Who has the most fans?  The loudest fans?  The fans most willing to travel?  It’s a debate where the participants can’t agree on the criteria for success.

One way to proceed is to flip the question.  When we talk about fandom, we are really talking about the relationship between teams and fans.  If we focus on the team side the way forward becomes a bit clearer.  On some level, college (and pro) teams are brands just like Apple or Coca-Cola.  If we cast the question of fandom in terms of brand strength, then we can turn a bar room debate into a marketing science based analysis.

Today we are going to take a look at college football brand strength.  We will start with an overall look at FBS schools and then dig into each conference in later entries.  The highlight of today is a Top Ten list and a Bottom Five list.

Interestingly (a good wishy washy academic word), it’s the top ten list that’s going to cause the trouble. I can already hear the hatred coming.  Shockingly, I can also predict the zip code for the hate (35401).

In a futile attempt to limit the hate, I’m going to start with some comments about the methodology.  The basic idea is to rate the college football brands using some ideas from the field of marketing analytics.  In most categories, we can look directly at the market place and come up with judgments of the strongest or best brands.  It gets a little tricky in sports because there is so much variability in team quality over years.  This is the key point – if we want to assess brand strength then we need to look beyond the simple metrics.  A full stadium for a winning team means less than full stadium for a team that is struggling.

The way I get to the final rankings is too boring for most fans so I’ll just give a broad outline.  I start from the notion that college sports teams can be viewed as brands.  While sports fandom is intense, conceptually it isn’t that different from consumer loyalty to brands in categories ranging from cars to soft drinks.  When we think of the team as a brand, we can use theory and methods used in industry and academia to take an analytical look at fandom across schools.

For this year’s study, I rely on three different measures of brand strength.  The first measure is based on the idea of a “revenue premium”.  One way to look at brand strength is to compare the revenues produced by two brands with similar quality.  The idea is that if we control for quality differences then the difference in the revenue can be attributed to differences in preferences for each brand.  In other words, we want to rate marketing place performance while “controlling’ for variations in team performance and other factors such as size of the alumni base or stadium capacity.  I calculate these revenue premiums by comparing each school’s reported football revenues with the revenues predicted by a statistical model that includes factors such as stadium capacity, alumni base, won-loss record and other school level attributes.

The second metric is a measure of ROI (return on investment).  ROI is related to brand strength because a stronger brand yields many benefits in the market.  For example, in the case of college basketball (I want to avoid using college football examples for a moment), we might expect the blue blood programs to be more efficient operations in terms of recruiting investments.  A less prestigious program might spend years building a relationship with a prospect to lose out if a last minute offer arrives from a Kentucky or Kansas.

The third metric is simply the relative football revenues reported by each school. We can probably think of this as a measure of pure market share.  I like to include a top level estimate of revenue because this measure says something about the scale of each brand.  The revenue premium metric is more focused on the intensity of fandom and the ROI measure captures some notion of brand efficiency. Top level revenue is a nice compliment to these measures.

To generate a single ranking, I use a statistical technique that identifies a single latent variable that drives the three brand equity rankings.  I’m happy to discuss the method in depth.  But the results are likely of more interest.  So who are the winners and losers?

 

The Winners

There is a lot of passion across a lot of campuses.  But when you crunch the numbers, one brand stands out.  The University of Texas Longhorns dominate the rankings.  Texas reports the highest revenues, achieves the best ROI and wins the revenue premium competition.  Even when Texas struggles on the field the football program delivers amazing economic results.

Texas is followed by Tennessee, Notre Dame, LSU and Oklahoma to round out the top 5.  These are all solid programs.  Programs that regularly appear on national TV and in major bowl games.  Tennessee has struggled in recent years but they deliver financial results and amazing attendance.  Notre Dame is a true national brand and might “still” be the team that most fans associate with college football.  The LSU ranking might surprise some folks outside of the SEC but LSU is a program with crazy passionate fans.  Oklahoma like Notre Dame is college football royalty.

In positions 6 through 10, we have Georgia, Michigan, Oregon, Auburn and Florida.  This is almost a good list. But, as I noted above, one program, in particular, seems to be missing.  Alabama finishes 12th.  Auburn at 9 and no Alabama?!?!  The methodology is flawed!  Why does Emory pay you?  Have you ever been to an Alabama game?  And now I have probably insulted Ohio State.

I’ll get back to Alabama in a later entry.  But, the key point is that we are looking at market place performance after controlling for team success.  I think the omission of Alabama is particularly brutal because Auburn finishes in the top ten in position 9.  The question that needs to be asked (and we will keep this in the SEC) is what would happen if Tennessee had a run like Alabama’s.  Would the Volunteer fan base be as intense as the Crimson Tide?  How about LSU?  Or Georgia?  As someone who has lived in SEC territory for the better part of the last twenty years I think the answer is yes.

 

The Bottom of the Power 5

At the bottom of the Power 5 we have Purdue!  Working upwards we then have West Virginia, Rutgers, Virginia, and University of Miami.  It’s an interesting list.  Probably not too many objections to teams like Purdue and Rutgers.  Purdue is in a tough sport for a football program.  It’s located in a small state that has multiple college programs.  It is also more of a basketball school.

Miami?  Miami is a storied program but Miami’s reported football revenues are nowhere what would be expected based solely on the team’s history of major bowl games.  And this is the key. We are not looking at team success.  We are focused on market place metrics relative to team success and investment.

The bottom of the list does raise some interesting questions.  Why do these schools fail to perform on the fan metrics?  Is it winning?  Miami has been an elite program at times.  Is it a lack of stars?  Purdue has a history of great quarterbacks from Bob Griese to Drew Brees.  Is it something about campus culture?  But Virginia and Rutgers would seem to be very different places?

It’s complicated and while winning is probably the key to developing a fan base, the factors that result in a less engaged fan base can vary.  Too much competition?  The weather is too nice?  It’s a pro town?

In some ways this whole fan base analysis is a great marketing case study.  One obvious path to success but many potential ways to fail.  And even if you do the right thing and win, sometimes it’s just not enough.

 

The Top Non-Power 5

The non-power 5 rankings are interesting in a variety of ways.  A lot of conference expansion and realignment was driven by access to TV markets (the Big Ten adding Rutgers).  But brand strength is another critical aspect (the Big Ten adding Nebraska).  The non-Power 5 rankings can help identify potential additions to the elite conferences.  I could almost imagine an approach similar to the relegation system used in European soccer – but the movement in and out of the top leagues would be based on brand strength.

At the top of the non-Power 5 list we have Boise State.  Boise is followed by University of Central Florida, North Texas, Wyoming and BYU.  North Texas is the eye-opener for myself.  But this is the beauty of taking a quantitative approach.  We are able to identify possibilities that our intuition might miss.

To listen to the 2018 College Football Fan Rankings podcast episode – click on the logo below.

NFL Fan and Brand Report 2018

Each year, I do an analysis of NFL fandom.  The analysis is grounded in economic and marketing theory, and uses statistical tools to shed light on the question of which teams have the most loyal or “best” fans.  The key point of differentiation is that this is a truly quantitative analysis.  It’s driven by data, not by emotion.

On a side note, I also regularly podcast on sports and sports analytics topics.  You can find the accompanying episode (and all sorts of other cool stuff) via the link below.

The fundamental question that guides the analysis is simple – Who has the best fans in the NFL?  For the business folks maybe we say this as – What are the best brands in the NFL? These are simple questions without simple answers.  First, we have to decide what we mean by “best”.  What makes for a great fan or brand?  Fans that show up even when the team is losing?  Fans that are willing to pay the highest prices?  Fans that are willing to follow a team on the road or social media?

Even after we agree on the question, answering it is also a challenge.  How do we adjust for the fact that one team might have gone on a miraculous run that filled the stadium?  Or perhaps another team suffered a slew of injuries?  How do we compare fan behavior in a market like New York with fans in a place like Green Bay?

My approach to evaluating fan bases is to use data to develop statistical models of fan interest (more details here).  The key is that these models are used to determine which city’s fans are more willing to spend or follow their teams after controlling for factors like market size and short-term changes in winning and losing.

I use three measures of fan engagement: Fan Equity, Social Equity and Road Equity.  Fan Equity focuses on home box office revenues (support via opening the wallet). Social Media Equity focuses on fan willingness to engage as part of a team’s online community (support exhibited by joining social media communities).  Road Equity focuses on how teams draw on the road after adjusting for team performance.   These metrics provide a balance – a measure of willingness to spend, a measure unconstrained by stadium size and a measure of national appeal.

To get at an overall ranking, I’m going to use the simplest possible method.  A simple average across the three metrics.  (similar analyses are available for the NBA and MLB).  The rankings are based on multiple years of data, use multiple performance measures and sophisticated statistical techniques.  But nothing is perfect and I’d be remiss if I didn’t discuss some of the issues and controversies surrounding the NFL.

Its an understatement, but it’s been a tumultuous last few years for the NFL.  Concussions, anthem protests and domestic abuse scandals have all “complicated” fan’s relationships with teams.  The analytics I present use historical data to provide insight into recent of fan interest.  The analytics provide a measurement of the “fandom” that has been built over decades.  So, what is the impact of the current controversies?  Its impossible to say.

The problem is that while we can measure current fandom with snapshots of spending and social media behavior, the impact of incidents or events such as the anthem protests or the concussion lawsuits may play out over years or decades.  These types of issues might have an immediate impact on some metrics but the salient question is how will they influence long-term preference levels.

There may be “signals” in the data such as changes in TV ratings or higher no-show rates, but it’s tough to tell if these are blips or trends.  In terms of the observed decline in TV ratings, there is no shortage of theories – the aforementioned controversies, key player retirements, the 2016 presidential election, too many games, and just too many entertainment options have all been mentioned as root causes.  The existence of so many theories means that an analytics based approach is going to be difficult if not impossible.  This is especially true because while fandom can dissipate faster than its built, fan loyalty and passion is more likely to fade over years rather than disappear over weeks.

My conjecture is that the concussion issue and the anthem protests are both very significant problems for teams and the NFL brand.  The issues related to concussions may lead to lawsuits and decreased youth participation.  The anthem protests are something about which I’m reluctant to write (given the unfortunate state of the modern university).  But to keep it simple – the anthem protests have inserted some ugly “politics” into what is fundamentally an entertainment category.  If the product becomes less fun, why would you expect fans to enjoy it as much?  And while the phrase “less fun” might seem to trivialize the issues, spending on sports entertainment is about as discretionary as it gets.

Nevertheless, while the NFL has challenges, it is still the preeminent US sports league.  How the league fares in the future is probably going to be based on the strength of its strongest brands.  Which brings us back to our fundamental question – What are the best brands or fan bases in the NFL?

 

The Winners

The top five fan bases (team brands if you prefer) are the Cowboys, Patriots, Eagles, Giants and Steelers.  This is unchanged from last year.  The first switch in the rankings is the number 6 and 7 positions with the Bears moving ahead of the Saints.

The Cowboys excel on all the metrics.  They win in terms of Fan Equity (a revenue premium measure of brand strength), Road Equity and finish second in social media.  The underlying data (I will spare everybody the statistical models) reveals why Dallas does so well.  The Cowboy’s average home attendance usually leads the league, fans are willing to pay high prices, and the team’s twitter following is exceptional.  The Cowboys are America’s team.

The similarity across rankings gives me faith in the results.  However, the fan in me still questions some of what I see.  In terms of full disclosure, I grew up a Steelers fan in the 1970s and lived in the Chicago during the Bear’s glory days.  As such, I bring my personal biases to the interpretation of the findings.  I can’t help but to think of the Patriots as having bandwagon fans, and the Eagles ranking above the Steelers just does not seem right.

The analyst in me understands that the value of using a statistical approach is that the data can help correct my biases.  A couple of comments.  Patriot fans may be bandwagon fans.  But they have been on the bandwagon a long time.  A couple of decades of success likely means that the Patriots will remain NFL royalty even after Tom Brady leaves the game.

The Eagles surprise me, and probably most of western Pennsylvania.  They do get a bump from playing in the NFC East in terms of the Road Equity metric.  The NFC East is a strong collection of brands that benefit each other.  The Giants also benefit.  It is not easy to disentangle these effects.  And perhaps we shouldn’t since we can make a case that the rivalries that benefit these teams are because of the interest in the individual team brands.

 

The Losers

At the bottom of the rankings, we have the Browns, Jaguars, Chiefs, Rams and Titans.  This is an interesting group.  We have the struggling Browns, but we also have some teams like the Titans, Jaguars and Chiefs that have had recent success.

The important fact is that the statistical model I use, evaluates each team’s results based on how the league works on average.  If a team wins but does not convert the wins to increased revenues or social following, then the team will suffer in the rankings.

The good news for these teams (Jags, Chiefs, Titans) is that on-field success is the best way to create brand equity and fan loyalty.  The bad news is that it takes a good amount of success to move the needle long-term.

For the Rams and the Chargers, we should probably include an asterisk. Moving markets and playing in temporary stadiums can lead to some questionable findings.

 

The List

The complete list follows.  In addition to the overall ranking of fan bases, I also report rankings on the fan equity, social equity and road equity measures.  Following the table, I provide a bit more detail regarding each of the metrics.

2018 NFL Brand Rankings

 

Further Explanations

Fan Equity

Winners: Cowboys, 49ers, Patriots

Losers: Rams*, Raiders, Jaguars

Fan Equity looks at home revenues relative to expected revenue based on team performance and market characteristics.  The goal of the metric is to measure over or under performance relative to other teams in the league.  In other words, statistical models are used to create an apples-to-apples type comparison to avoid distortions due to long-term differences in market size or short-term differences in winning rates.

Just like last year, the 49ers are the interesting winner on this metric. After the last couple of years, it is doubtful that people are thinking about the 49ers having a rabid fan base.  However, the 49ers are a prime example of how the approach works.  On the field, the 49ers have not performed well.  Despite the on-field struggles, the 49ers still pack in the fans and charge high prices.  This is evidence of a very strong brand because even while losing the 49ers fans still attend and spend.  In terms of the overall rankings the 49ers don’t do all that great because the team does not perform as well as a road or social media draw.

In terms of business concepts, the “Fan Equity” measure is similar to a “revenue premium” measure of brand equity.  It captures the differentials in fan’s willingness to financially support teams of similar quality.  From a business or marketing perspective this is a gold standard of metrics as it directly relates to how a strong brand translates to revenues and profits.

One important thing to note is that some teams may not be trying to maximize revenues.  Perhaps the team is trying to build a fan base by keeping prices low.  Or a team may price on the low side based on some notion of loyalty to its community.   In these cases, the Fan equity metric may understate the engagement of fans.  I suspect that this is the case for the Steelers.

 

Social Media Equity

Winners: Patriots, Cowboys, Steelers

Losers: Rams, Jaguars, Titans

Social Media Equity is also an example of a “premium” based measure of brand equity.  It differs from the Fan Equity in that it focuses on how many fans a team has online rather than fans’ willingness to pay higher prices.  Similar to Fan Equity, Social Media Equity is also constructed using statistical models that control for performance and market differences.

In terms of business application, the social media metric has several implications both on its own merits and in conjunction with the Fan Equity measure.  For example, the lack of local constraints, means that the Social Equity measure is more of a national level measure.  While the Fan Equity metric focuses on local box office revenues, the social metric provides insight into how a team’s fandom extends beyond a metro area.

Social Media Equity may also serve as a leading indicator of a team’s future fortunes.  For a team to grow revenues it is often necessary to implement controversial price increases.  Convincing fans to sign expensive contracts to buy season tickets can also be a challenge.  Increasing prices and acquiring season ticket holders can therefore take time, while social media communities can grow quickly.  Preliminary analysis suggests that vibrant social communities are positively correlated with future revenue growth.

A comparison of Fan Equity and Social Media can also be useful.  If Social Media equity exceeds Fan Equity it is evidence that the team has some marketing potential that is not being exploited.  For example, one issue that is common in sports is that it is difficult to estimate the price elasticity of demand because demand is often highest for the best teams and best seats.  The unconstrained nature of social media can provide an important data point for assessing whether a team has additional pricing flexibility.

 

Road Equity

Winners: The NFC East, Raiders, Patriots and Steelers

Losers: Texans, Titans and Browns

Another way to look at fan quality is how a team draws on the Road.  There was a famous case in Atlanta just a few years ago, when Steelers fans turned the Georgia dome Gold and Black.

The Road Equity measure can be interpreted in multiple ways.  If a team has great road attendance, is it because the fans are following the team or because they have a national following?  In other words, do the local fans travel or does a team with high road attendance have a national following. When the Steelers turned the Georgia Dome Gold and Black was it because Steelers fans came down from Pittsburgh or because Steelers fans are everywhere.

I suspect that we are capturing a measure of national following rather than a tendency to travel.  The Road Equity rankings are dominated by high profile teams such as the Cowboys, Patriots and Steelers.  These teams also do very well on the Social Equity measure (which also measures national following).  This correlation gives me a confidence that the Road Equity picks up a measure of national following.

 

 

 

 

MLB Fan Marketing Report 2018

As we enter the 2018 season, it’s time to take a look at MLB from a marketing perspective.  Specifically, the goal today is to evaluate MLB teams in terms of fan loyalty and engagement.  Who has the best fans in Major League Baseball?  What are the best brands in MLB? These are simple questions without simple answers.  What makes for a great fan or brand?  Fans that show up even when the team is losing?  Fans that are willing to pay the most?  Fans that are willing to follow a team on the road or via social media?

Even after we agree on the question(s), answering it is also a challenge.  How do we adjust for the fact that one team might have gone on a miraculous run that filled the stadium?  Or perhaps another team suffered a slew of injuries?   An analysis of fandom should account for short-term variations in on-field performance.  There is also the matter of differences across markets.  How do we compare fan behavior in a market like New York with fans in a place like Milwaukee?  What if a team just opened a new stadium?  Did the fans stream in to see the building or to see the team.

For the past few years, I have been studying fandom across professional and college sports.  My approach to evaluating fan bases is to use data to develop statistical models of fan interest (more details here).  The key is that these models are used to determine which cities fans are more willing to spend or follow their teams after controlling for factors like market size and short-term variations in performance.  The goal is to provide as much of an “apples” to “apples” comparison as possible.

 

The Best Fans?

It is possible to rank fans on many different dimensions. And different dimensions can have different meanings and nuances.  For today – I’m going to develop an “overall” ranking of fans based on three sub-rankings – Fan Equity, Social Equity and Road Equity.  Fan Equity is a revenue premium based metric that compares team’s box office results with league standards.  In other words, Fan Equity assesses how much fans are willing to spend relative to fans across the league.  I think of this metric as about “attend and spend.”  The KEY idea is that we measure “attend and spend” while controlling for team success and market characteristics like income and population.

  • Fan Equity is a great metric for assessing the CURRENT level of passion or engagement in a local fan base.

Social Equity is focused on the team’s social media followings (Facebook and Twitter).  Again, the rankings are based on how a team’s social media results compare across the league after controlling for team success and market.  Social Equity is also attractive in that the metric does not require fans to spend or to live in a local market.

  • The Social Equity metric provides insight into the team’s POTENTIAL fan passion.

The third metric is Road Equity.  This metric is based on a statistical model that looks at how teams draw incremental fans when on the road.  The KEY idea is that draw outside of the home market reveals something about a clubs national appeal. This passion can be positive (love the Cubs) or negative (hate the Yankees).

  • Road Equity provides a metric of passion beyond the local market.  A measure of NATIONAL brand equity.

I could go on.  In the past I have developed additional metrics related to win sensitivity or price sensitivity.  Willingness to attend even when the team loses probably says something about loyalty.  Fans that don’t watch a loser might be termed bandwagon fans.  Willingness to pay is a great marketing metric.  Willingness to pay to see a team that isn’t winning is another great indication of loyalty.  These metrics are available upon request (FYI, I don’t look at the comments so please email) but I want to keep this article brief.

So, we have three metrics with different pluses and minuses.  In the quest to find an overall winner – I’m going to take the simplest approach and average the rankings.  I don’t think this is the ideal approach, but it is simple. Simple is a great default.

 

The Winners

Overall, the group of clubs that comprise the Top 6 contains little in the way of surprises.  The Red Sox rank number one and are followed by the Yankees Giants, Dodgers, Cubs and Cardinals.  The Red Sox are perennially strong and finished third last year.  I sort of hate to say it, but Boston is probably the best sports town in America.

 

In general, the clubs at the top of the list share several traits.  They are all able to motivate fans to “attend and spend” as they all possess great attendance numbers and are able to charge relatively high prices.  More to the point, these teams are able to draw well and command price premiums when they are not winning.  The last few years excepted, Cubs are the best example of this.

The list of winners probably raises an issue of “large” market bias.  However, keep in mind that the methodology is designed to control for home market effects.  The method is explicitly designed to control for differences in market demographics (and team performance).  While the “winners” tend to come from the bigger and more lucrative markets, other major market teams do not fair particularly well (White Sox, Mets, A’s).  There is also a more subtle point.  The large market teams likely have the best fan bases because they often have significant histories of success and are often featured in the media. The topic of how these brands are built over time is another of my favorite things to talk about.  But, it’s a topic for another day.

 

The Laggards

The bottom of the list features the Marlins, Athletics and White Sox.  It is interesting that the bottom of the rankings includes teams from major markets such as the SF Bay Area, Chicago and Miami.  Being in a major market might be a double edged sword.  There are natural advantages in terms of building brand equity but there are also dangers.  Failing to succeed in a “large” market might be the worst possible situation (fan expectations?)

The Marlins finish is a reflection of how the team struggles on multiple dimensions. Attendance is often in the bottom 5 of the league despite being located in a major metro area.  Pricing is also below average for MLB.

From a branding perspective it is not surprising that we see one dominant brand in the cities with two clubs.  Being a sports fan is about being part of a community.  Many fans are drawn to the bigger and more dominant community – Yankees, Cubs, Giants or Dodgers rather than the Mets, White Sox, A’s or Angels.

There is also likely a story about consistency.  I chose an old school logo for the Sox.  I grew up in Chicago and the Cubs were always the same classic stadium and classic uniforms.  The Sox seemed to change things every season – new colors and logos.  I even have faint memories of the team wearing shorts on occasion.

The List

The complete list follows.  In addition to the overall ranking of fan bases, I also report rankings on the Fan Equity, Social Equity and Road Equity measures. Enjoy!

Listen to the full podcast episode here: https://soundcloud.com/user-444461821-683834833/major-league-baseball-fandom-episode-1

NFL Fan Base and Brand Rankings 2017

NFL Fandom Report 2017: The “Best” NFL Fans

Who has the best fans in the NFL?  What are the best brands in the NFL? These are simple questions without simple answers.  First we have to decide what we mean by “best”.  What makes for a great fan or brand?  Fans that show up even when the team is losing?  Fans that are willing to pay the highest prices?  Fans that are willing to follow a team on the road or social media?

Even after we agree on the question, answering it is also a challenge.  How do we adjust for the fact that one team might have gone on a miraculous run that filled the stadium?  Or perhaps another team suffered a slew of injuries?  How do we compare fan behavior in a market like New York with fans in a place like Green Bay?

My approach to evaluating fan bases is to use data to develop statistical models of fan interest (more details here).  The key is that these models are used to determine which city’s fans are more willing to spend or follow their teams after controlling for factors like market size and short-term changes in winning and losing.

In past years, two measures of engagement have been featured: Fan Equity and Social Media Equity.  Fan Equity focuses on home box office revenues (support via opening the wallet) and Social Media Equity focuses on fan willingness to engage as part of a team’s community (support exhibited by joining social media communities).  This year I am adding a third measure Road Equity.  Road Equity focuses on how teams draw on the road after adjusting for team performance.   These metrics provide a balance – a measure of willingness to spend, a measure unconstrained by stadium size and a measure of national appeal.

To get at an overall ranking, I’m going to use the simplest possible method.  We are just going to average the across the three metrics.  (similar analyses are available for the NBA and MLB).

The Winners

The top five fan bases (team brands if you prefer) are the Cowboys, Patriots, Eagles, Giants and Steelers.  The Cowboys excel on all the metrics.  They win in terms of Fan Equity (a revenue premium measure of brand strength), Road Equity and finish second in social media.  The underlying data (I will spare everybody the statistical models) reveals why Dallas does so well.  The Cowboy’s average home attendance (reported by ESPN) is more than 10,000 higher than the next team.  The Cowboys average ticket price is also well above average and they have the second most Twitter followers after the Patriots.  The other thing to note is that the Cowboys achieve these year in and year out , even in years when the team is not great.  

There are likely some objections to the list.  Patriot fans are bandwagon fans!  The Steelers are too low!  The Eagles above the Packers or Bears?!   Way too much to get into in a short blog post but a couple of comments.

First, Patriot fans may be bandwagon fans.  But at this point it is tough to tell.  The team has been excellent and the fans have been supportive for a long time.  And even when things tend to go wrong for the Patriots they come out ahead.  I believe that the deflate gate controversy had a significant positive impact on the Patriots’ social media following.

The Steelers are low in Fan Equity and higher on the other metrics.  We can trace this to the Steelers pricing.  The Steelers seem to price on the low side of what is possible.

The Eagle do surprise me.  They do get a bump from playing in the NFC East interms of the Road Equity metric.  The NFC East is a strong collection of brands that benefit each other.  It is not easy to disentangle these effects.  And perhaps we shouldn’t since we can make a case that the rivalries that benefit these teams are because of the interest in the individual brands.

The Losers

At the other extreme we have the Bengals, Jaguars, Titans, Rams and Chiefs.  Some of these are no surprises.  At the top of the list we have the NFL’s royalty.  No one has ever placed the Bengals, Jaguars or titans in that category.

The teams at the bottom of the rankings all suffer from relatively low attendance, have below average pricing power and have limited social followings.  The Rams are a special case.  While not a great brand in past years, the move to LA tends to punish the Rams because their results have not kept pace with the higher income and population levels in LA.

The Chiefs are the tough one on this list.  The Chiefs fill their stadium but at relatively low price.  Keep in mind that the analysis includes factors such as population and median income.  In addition, Kansas City was ranked 29th in terms of Road Attendance last year and the social media following (Twitter) is middle of the road.  The fundamental issue is that that the Chiefs produce these below average fan-based results while performing well above average on the field.

The Complete List

The complete list follows.  In addition to the overall ranking of fan bases, I also report rankings on the social and road measures.  Following the table, I provide a bit more detail regarding each of the metrics.

Three metrics are used to get a complete picture of fans.  But there are other ways to look at fan behavior and brand strength.  For example, we could look at pricing power (which teams are able to extract significant price premiums) or bandwagon fan behavior (which fans are most sensitive to winning).  I’m happy to provide these additional rankings if there is interest.

Fan Equity

Winners: Cowboys, Patriots and 49ers

Losers: Rams, Raiders, Jags

Fan Equity looks at home revenues relative to expected revenue based on team performance and market characteristics.  The goal of the metric is to measure over or under performance relative to other teams in the league.  In other words, statistical models are used to create an apples-to-apples type comparison to avoid distortions due to long-term differences in market size or short-term differences in winning rates.

The 49ers are the interesting winner on this metric.  After the last couple of years, it is doubtful that people are thinking about the 49ers having a rabid fan base.  However, the 49ers are a great example of how the approach works.  On the field the 49ers have been terrible.  But despite the on-field struggles the 49ers still pack in the fans and charge high prices.  This is evidence of a very strong brand because even while losing the 49ers fans still attend and spend.  In terms of the overall rankings the 49ers don’t do all that great because the team does not perform as well as a road or social media draw.

In terms of business concepts, this “Fan Equity” measure is similar to a “revenue premium” measure of brand equity.  It captures the differentials in fan’s willingness to financially support teams of similar quality.  From a business or marketing perspective this is a gold standard of metrics as it directly relates to how a strong brand translates to revenues and profits.

One important thing to note is that some teams may not be trying to maximize revenues.  Perhaps the team is trying to build a fan base by keeping prices low.  Or a team my price on the low side based on some notion of loyalty to its community.   In these cases the Fan equity metric may understate the engagement of fans.

Social Media Equity

Winners: Patriots, Cowboys and Broncos

Losers: Chiefs, Rams and Cardinals

Social Media Equity is also an example of a “premium” based measure of brand equity.  It differs from the Fan Equity in that it focuses on how many fans a team has online rather than fans’ willingness to pay higher prices.  Similar to Fan Equity, Social Media Equity is also constructed using statistical models that control for performance and market differences.

In terms of business application, the social media metric has several implications both on its own merits and in conjunction with the Fan Equity measure.  For example, the lack of local constraints, means that the Social Equity measure is more of a national level measure.  so while the Fan Equity metric focuses on local box office revenues, the social metric provides insight into how a team’s fandom extends beyond a metro area.

Social Media Equity may also serve as a leading indicator of a team’s future fortunes.  For a team to grow revenues it is often necessary to implement controversial price increases.  Convincing fans to sign expensive contracts to buy season tickets can also be a challenge.  Increasing prices and acquiring season ticket holders can therefore take time, while social media communities can grow quickly.  Some preliminary analysis suggests that vibrant social communities are positively correlated with future revenue growth.

A comparison of Fan Equity and Social Media can also be useful.  If Social Media equity exceeds Fan Equity it is evidence that the team has some marketing potential that is not being exploited.  For example, one issue that is common in sports is that it is difficult to estimate the price elasticity of demand because demand is often highest for the best teams and best seats.  The unconstrained nature of social media can provide an important data point for assessing whether a team has additional pricing flexibility.

Road Equity

Winners: Cowboys, Eagles and Raiders

Losers: Texans, Titans and Seahawks

Another way to look at fan quality is to look at how a team draws on the Road.  In the NBA these effects are pronounced.  Lebron or a retiring Kobe coming to town can often lead to sell outs.  At the college level some teams are known to travel very well.  A fan base that travels is almost by definition incredible passionate.

This one has a bit of a muddled interpretation.  If a team has great road attendance is it because the fans are following the team or because they have a national following?  In other words, do the local fans travel or does a team with high road attendance have a national following.  When the Steelers turned the Georgia Dome Yellow and Black was it because Steelers fans came down from Pittsburg or because the Steelers have fans everywhere.

Furthermore, if it is a national following is it because the team is popular across the country or because a lot of folks have moved from places like Pittsburgh or Buffalo to the Sun Belt.  A national following is a great characteristic that might suggest that a team’s brand is on an upswing.  Or it might be that the city itself is on a downward trajectory.

 

 

MLB Fan Base and Brand Rankings 2017

MLB Fandom Report 2017: The “Best” Fans in Baseball – Rough Draft

Who has the best fans in Major League Baseball?  What are the best brands in MLB? These are simple questions without simple answers.  What makes for a great fan or brand?  Fans that show up even when the team is losing?  Fans that are willing to pay the most?  Fans that are willing to follow a team on the road or social media?

Even after we agree on the question(s), answering it is also a challenge.  How do we adjust for the fact that one team might have gone on a miraculous run that filled the stadium?  Or perhaps another team suffered a slew of injuries?  How do we compare fan behavior in a market like New York with fans in a place like Milwaukee?  What if a team just opened a new stadium?

My approach to evaluating fan bases is to use data to develop statistical models of fan interest (more details here).  The key is that these models are used to determine which city’s fans are more willing to spend or follow their teams after controlling for factors like market size and short-term variations in performance.

This year’s overall rankings are based on three sub-rankings.  In past years, two measures of engagement have been featured: Fan Equity and Social Media Equity.  Fan Equity focuses on home box office revenues (support via opening the wallet) and Social Media Equity focuses on fan willingness to engage as part of a team’s community (support exhibited by joining social media communities).  This year I am adding a third measure – Road Equity.  Road Equity focuses on how teams draw on the road after adjusting for team performance.   These metrics provide a balance – a measure of willingness to spend, a measure unconstrained by stadium size and a measure of national appeal.

To get at an overall ranking, I’m going to use the simplest method possible.  We are just going to average the across the three metrics.

Today’s post is focused on MLB but if you are interested you can see last year’s NBA fan rankings here and this year’s  NFL rankings will be posted soon.

The Winners

Overall, the group of clubs that comprise the Top 5 contains little in the way of surprises.  The Yankees rank number one and are followed by the Cubs, Red Sox, Giants and Dodgers.  The Yankees “win” because they draw fans (usually top 5) and charge high prices even when on-field results dip.  The Yankees are also a great attraction on the road and have an enormous social media following.

In general, the clubs at the top of the list share these same traits.  They are all able to motivate fans to attend and spend as they all possess great attendance numbers and relatively high prices.  More to the point, these teams are even able to draw well and command price premiums when they are not winning.  The Cubs are the best example of this.

The list of winners probably raises an issue of “large” market bias.  However, keep in mind that the methodology is designed to control for home market effects.  The method is explicitly designed to control for differences in market demographics (and team performance).  While the “winners” tend to come from the bigger and more lucrative markets, other major market teams do not fair particularly well (see below).

The Laggards

The bottom of the list features the Marlins, Indians, Athletics, Angels and White Sox.  It is interesting that the bottom also includes teams from major markets such as LA, Chicago and Miami.

The Marlins finish is a reflection of how the team struggles on multiple dimensions. Attendance is often in the bottom 5 of the league despite being located in a major metro area.  Pricing is also below average for MLB.  Cleveland also struggles on these metrics but given the advantages of the Miami market, the Marlins relative performance is just a bit worse.

From a branding perspective it is not surprising that we see one dominant brand in the cities with two clubs.  Being a sports fan is about being part of a community.  Many fans are drawn to the bigger and more dominant community – Yankees, Cubs or Dodgers rather than the Mets, White Sox or Angels.  The A’s probably also suffer a similar set of problems as they compete against the Giants in the Bay area.

The Complete List

The complete list follows.  In addition to the overall ranking of fan bases, I also report rankings on the social and road measures.  Following the table, I provide a bit more detail regarding each of the metrics.

The Details

Fan Equity

The Winners: Red Sox, Yankees and Cardinals

The Losers: Mets, Indians and Marlins

Fan Equity looks at home revenues relative to expected revenue based on team performance and market characteristics.  The goal of the metric is to measure over (or under) performance relative to other teams in the league.  In other words, statistical models are used to create an apples-to-apples type comparison to avoid distortions due to long-term differences in market size or short-term differences in winning rates.

In terms of business concepts, this measure is similar to a “revenue premium” measure of brand equity.  It captures the differentials in fans willingness to financially support teams of similar quality.  From a business or marketing perspective this is a gold standard of metrics as it directly relates to how a strong brand translates to revenues and profits.

However, the context is sports, and that does make things different.  At a basic level sports organizations have dual objectives.  They care about winning and profit.  That is important because some teams may not be trying to maximize revenues.  Perhaps the team is trying to build a fan base by keeping prices low.   If this is the case the Fan equity metric understates the engagement of fans.

The Cardinals are the big story in terms of fan equity.  St. Louis is a unique baseball town.  Amazingly supportive fans for a market the size of St. Louis.  The Cardinals just fall short on the other more national metrics.

Social Media Equity

Winners: Blue Jays, Braves, and Yankees

Losers: Mariners, A’s and Nationals

Social Media Equity is also an example of a “premium” based measure of brand equity.  It differs from the Fan Equity in that it focuses on how many fans a team has online rather than fans’ willingness to pay higher prices.  Similar to the Fan Equity metric, Social Media Equity is also constructed using statistical models that control for performance and market differences.  Social Media Equity is more about potential.  I think that social equity is an indicator of what can be built.  but teams still have to win to make the conversion.

In terms of business application, the social media metric has several implications both on its own merits and in conjunction with the Fan Equity measure.  For example, the lack of local constraints, means that the Social Equity measure is more of a national level measure.  The Fan Equity metric focuses on local box office revenues.  In contrast, the social metric provides insight into how a team’s fandom extends beyond a metro area.

Social Media Equity may also serve as a leading indicator of a team’s future fortunes.  For a team to grow revenues it is often necessary to implement controversial price increases.  Convincing fans to sign expensive contracts to buy season tickets can also be a challenge.  Increasing prices and acquiring season ticket holders can take time while social media communities can grow quickly.  Social community size has been found to be positively correlated with future revenue growth.

A comparison of Fan Equity and Social Media can be useful.  If Social Media equity exceeds Fan Equity it is evidence that the team has some marketing potential that is not being exploited.  For example, one issue that is common in sports is that it is difficult to estimate the price elasticity of demand because demand is often highest for the best teams and best seats.  The unconstrained nature of social media can provide an important data point for assessing whether teams have additional pricing flexibility.

This is an interesting list of winners.  My guess is that the Braves and Blue Jays are on the upswing as brands.  For the teams at the bottom – it’s a concerning situation.  These teams don’t seem to be capturing the next generation.

Road Equity

Winners: Yankees, Dodgers and Cubs

Losers: Marlins, White Sox and Indians

This is a new metric for the blog. One way to look at fan quality is to look at how a team draws on the Road.  In the NBA these effects are pronounced.  Lebron or a retiring Kobe coming to town can often lead to sell outs.  At the college level some teams are known to travel very well.  A fan base that travels is almost by definition incredibly passionate.

This one has a bit of a muddled interpretation.  If a team has great road attendance is it because the fans are following the team or because they have a national following?  If the Yankees play the Rays and attendance spikes is it because Yankees fans travel or because Tampa  residents come out to see the Yankees?

The winners on this list are no surprise.  One reason I like this metric is that it is consistent with the conventional wisdom.  It has tons of face validity.

At the bottom of the rankings we have the Marlins, Indians and White Sox.  These seem to be struggling brands that lack local and national appeal.