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NAASE sessions at the MVEA’s

2018 March 26
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by Phil Miller

Once again, Michael Davis, Nick Watanabe, and I are organizing NAASE sessions in sports economics at this fall’s Missouri Valley Economics Association (MVEA) annual meeting.  This year’s meeting is scheduled for November 1-3 in Memphis, TN at the Sheraton Memphis Downtown Hotel.

If you are interested in presenting, you can submit an abstract to me (, Michael (, or Nick (

You can also contact any of us for more information, and please share this information with your colleagues and students.  We encourage both undergraduate and graduate students to submit proposals and the MVEA has a cash award for the Best Graduate Student Paper (sole-authored).

The deadline for NAASE submissions is April 30th.

We hope to see you in Memphis in November.

Eagles Win is a Victory for Analytics

2018 February 5
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by Skip Sauer

Bill Belechick and the Patriots are well known for eschewing traditional choice modes both on the field and in the draft.  But their opponent, and victor in yesterday’s Super Bowl, the Eagles, have apparently gone whole hog incorporating statistical concepts into their game strategies. Here’s a very interesting account from Ben Shpigel in The New York Times (written before the outcome of the game):

The Eagles’ shrewd application of analytics to everything from roster management to in-game strategy helped propel them to a 13-3 record and a berth in Super Bowl LII against the New England Patriots on Sunday.

Analyzing every team’s risk-management style, EdjSports determined that Philadelphia optimizes decisions — on fourth down, especially — better than its peers by a substantial margin.

“The Eagles capture value at every turn,” said Tony DeFeo, the president of EdjSports, “because they understand where the value lies.”

That understanding saturates an organization that not only accepts counterintuitive thinking but encourages it. The approach pervades every layer, from ownership to the football operations department, and from its analytics team to a coaching staff comfortable with mining statistical analysis for advantages. Philadelphia’s defensive coordinator, Jim Schwartz, who earned an economics degree at Georgetown, has long been one of the league’s leading devotees of statistical analysis — Frigo has known him for more than a decade — and some of his players said this week that they preferred studying probabilities and tendencies even before studying situations or receivers’ routes.

“We’re into the analytics as much as he is,” defensive back Jaylen Watkins said.

The Eagles have empowered Pederson to make decisions rooted in instinct or math, or both. They understand that what may seem a foolish move in the short term may enhance their chances of winning — as that fourth-down call against the Giants did. In a call that was likely to fail, Pederson identified that the upside of going for it outweighed the downside of failing.

That’s just a snip.  The entire story is worth reading.

Strategic adjustment in the NFL is just a fascinating story.

Welcome to 2018! And tax changes for all!

2018 January 2
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by Kurt Rotthoff

As we start a new year, it is always fun to see how things change as we enter the new year. One thing that will change for most people is their taxes. And one of those tax changes that will impact sports is that “donations” that are required to buy tickets are no longer tax deductible. (you can listen to a marketplace story here)

I have always had a hard time calling anything required to purchase a product a donation, thus I am not surprised by the change and think it was both appropriate and likely. However, the interesting question is how will college athletic departments be impacted by this change? Do we think the “donors” will absorb the difference, or will athletic departments have to cut their budgets by the difference? I have a feeling the pre-ticket cost (formally called the donation) will likely have to be cut.

However, in the podcast they say that the big time sports (Football and Basketball) will not see an impact, but the small Olympic sports (like swimming) will. What? I must be missing something, I have been involved with swimming for a long time; are there any schools that make you donate to get tickets to these events? I cannot think of any and if there are, they are few-and-far-between. Having said that, I do not think there is much room for an impact on those sports. I expect the impact to be the big sports, where the big “donations” gave a big tax break. Without the big tax break, the willingness to pay will be falling.

A Full BCS Tournament? The structure is already in place.

2017 December 4
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by Kurt Rotthoff

As we prepare for another four-team tournament, I am happy to say my sister-in-law is excited that her team made the playoff – after the fierce debate on a conference champion vs. a one-loss team. But why is the tournament only four teams to begin with?


In the past the NCAA has claimed a tournament does not make sense for many reasons, their main reasons are: (1 – when) the timing of the games does not work because the season is already too long, (2 – where) there is nowhere to play the games and these could cause too much travel for each team, (3 – attendance) attendance will be bad during the early rounds, and (4 – student-athlete) these are student-athletes that need to be in school. Although they claim these reasons all explain why there is no college football tournament, their arguments hold little merit. Moreover, the structure currently in place, with the multitude of bowl games and BCS ranking system, is already designed to run a tournament to crown a national champion.


Using the current structure allows for a 24 team tournament by only expanding the season one more week, the national title game will be one week later in January. However, I also propose getting rid of the conference championship games for two reasons: 1. They will not have to be a conference champion to make the playoffs. And 2. This eliminates a game during the semester, replacing it with a game that would fall over the traditional winter break at most schools (so although it goes one more week into January, we lose a game in Nov/Dec, which would have occurred during the semester).


With 24 teams, the current BCS ranking system can be used (it currently ranks the top 25 teams). The top 8 teams have a bye the first week, while teams ranked 9-24 play during the first week. The eight winners are then matched to the top eight ranked teams in the second week. The third week matches the eight remaining teams in the quarterfinals, week four is the semi-finals, and the final game would be played in week five.


  1. When:

The current bowl season went from December 16 to January 8. 24 days. The current structure is three and a half weeks, which would be expanded to five weeks. Starting a few days earlier, The only game to occur later is the national championship game, which would occur on a Saturday, rather than a Monday night (because there is no useful reason to have the National Title game on a Monday). The season would be expanded by five days, not enough of an expansion to warrant a ‘no tournament’ statement.


  1. Where:

The current bowl structure has 41 scheduled bowl games. The tournament requires 23 games (8, 8, 4, 2, 1). Given the number of bowl games presently played, the current bowls can be used for the different rounds of the tournament. Regional preferences will be given to the higher ranking teams, assisting with the travel problems (and with the attendance). The tournament games are played Thursday through Saturday, while the non-tournament bowl games (and any expansion in the number of bowls) are played during the week.


  1. Attendance:

The argument that people will not want to attend, or watch on TV, a game with two ranked opponents with national title implications simply makes no sense. These types of games have historically been highly attended. We see them highly attended during the season and it is beyond me to assume that the fans will not travel to games that are of this caliber and have these types of title implications.


  1. Student-Athlete:

These are student-athletes, where education comes first (right NCAA? Although this is not a debate for now). Students are already able to make it to a December 16th bowl game, so these games will be no different. The remainder of the tournament occurs when most schools have a winter break, thus there is no interference with the athletes’ studies.
(Besides, if you are sending student-athletes to China during the semester, you have already set a precedence. Of which this is at least designed to occur over break.)


The one argument the BCS does not make, but should, is the performance level. The three tournament games are scheduled to take place on Jan 1st and 8th. This is 30 days after their conference championship games (and 37 days after Alabama played their last game). Given layoffs that long, the timing of the athletes is often “off”. This tournament structure allows for higher quality games, where teams have been playing more consistently over this, once vacant, period. Arguably the overall quality of the game will increase.


All-in-all the structure for college football tournament already exists and should be used. The only loss would be to the teams that currently are given the opportunity to participate in a bowl game that would not be in the tournament. However, increasing the number of bowl games played will continue to allow this opportunity to schools outside the top 24.


Tollison and the Three-pointer

2017 October 17
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by Skip Sauer

Mark D’Antoni and the Houston Rockets are pushing the envelope on the three-ball, once again.  They shot 40 per game last year and “destroyed the record for most three point attempts by 23%.”  A loose target for this year is 50%.  The reason?  If you are good at shooting the three-ball and expected points are higher than with a two point shot, expected points scored will increase by moving “would-be” two point shots outside the three point line.  This is a form of basketball arbitrage explored 25+ years ago in papers by Robert Clement and Robert McCormick, and Kevin Grier and Robert Tollison.  D’Antoni is channelling his inner Tollison with this: “The league will keep changing until the expected points and all the different actions on the floor converge into a similar number,” Morey said. “I do not think we’re there yet.”

From a good story for opening night in the NBA by Ben Cohen in the WSJ.

P.S.  KPC channelled Bob Tollison over the weekend: “I told y’all so, again!.


EZ Angus and Bob Tollison, “Arbitrage in a Basketball Economy,” Kyklos, V. 43(4),  1990

Bobby McCormick and Robert Clement, “Intrafirm Profit Opportunities and Managerial Slack: Evidence from Professional Basketball,” In Advances in the Economics of Sports, ed. G. W. Scully, Greenwich CT., JAI Press.

From Russia with Love?

2017 October 12
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by Victor Matheson

American soccer fans are not the only ones who should be bemoaning the US’ elimination from the 2018 World Cup at the hands of Trinidad and Tobago last night. Russia, the host of next summer’s tournament, stands to pay a heavy price as well.

Hosting the 2018 World Cup will cost Russia in excess of $10 billion most of which is being covered by the federal government. The country is banking on an influx of tourists during the event to cover at least a portion of these costs. While the net number of new tourists arriving in a country during the World Cup is commonly exaggerated by the event boosters, the increase in tourists is still often substantial. In South Africa in 2006, the number of overseas visitors increased by roughly 200,000 while Brazil experienced an increase in over 1 million international arrivals during the 2014 World Cup, thanks in part to the strong performance of neighboring Argentina.

While the United States is not known as a particularly soccer-mad nation, in both South Africa and Brazil, Americans were one of the largest cohorts of fans. In South Africa, American tourism increased by 23,000 during the World Cup, behind only the UK and neighboring Botswana and Lesotho. In the Brazil, an impressive 98,000 additional people arrived from the United States during the World Cup trailing only Argentina. Honduras, the country likely to be taking the US’ place in Russia, sent at most an additional 5,000 tourists to Brazil during their appearance in the tournament in 2014. Panama, the other beneficiary of the USA’s collapse, sent only 2,000 fans to the Brazil.

Based on data from these previous World Cups, it is not unreasonable to conclude that the number of tourists arriving in Russia for the 2018 World Cup is likely to be somewhere between 20,000 and 90,000 lower with the United States’ spot in the tournament being filled by Panama or Honduras.

The South African government reported that the average World Cup visitor spent roughly $1,600 in the country during their 2006 trip. Applying this figure would result in direct losses ranging from $32 million to $144 million to the Russian economy. Most estimates of costs associated with a trip to Russia during the 2018 World Cup are significantly above the $1,600 figure resulting in net losses that could be two or three times these numbers.

All in all, Trinidad and Tobago’s Soca Warriors have accomplished something that the Trump Administration has been reluctant to do. They have imposed a very real and very costly sanction on Russia, albeit one that is even more costly, emotionally at least, for US Soccer fans.

Applying Economics Research

2017 October 11
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by Kurt Rotthoff

First off, Congrats to Richard Thaler for winning the Nobel Prize in Economics!


Another piece of useful research that is having an impact on sports: Robbie Butler, at The Economics of Sport, recently posted on “ABBA and The Penalty Kick”. This post focuses on a 2010 paper by Jose Apesteguia and Ignacio Palacios-Huerta which was published in the American Economic Review. In this study, Apesteguia and Palacios-Huerta use shoot-out data to analyze the odds of winning depending on if you went first or second.

As he points out:

In order to overcome this problem, UEFA have implemented the “ABBA” system. This has nothing to do with the Swedish Eurovision winners but instead alters the sequence of kicks.

The Football Association (FA) implemented this rule change at the 2017 Charity Shield. The governing body stated that if the game were to finish level after 90 minutes, a penalty shootout would follow that would be similar in structure to the tie-break in tennis.

Operationalised this meant “Team A” would take the first kick, followed by “Team B” taking the second and third penalty kicks. “Team A” would then return taking the next two penalties, and the sequence would repeat itself until a winner was found. Hence the “ABBA” sequence.

It is great to see sports economics research being applied to the leagues and I look forward to seeing if this change causes differences in outcomes as would be expected by the Apesteguia and Palacios-Huerta research.

The Downside of Baseball’s Data Revolution

2017 October 4
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by Skip Sauer

Most revolutions have a downside (see October 1917).  So too with baseball.  The use of data analytics in baseball has changed the game in important ways — where fielders are positioned, how batters swing (to avoid ground balls), and how pitchers pitch.  The result is more strikeouts, more home runs, and more mid-inning pitcher changes.  8.4 pitchers are used today in an average game, up from 5.8 30 years ago.  That’s a big change.  The pace of the game has slowed as a result, with an average of 5 minutes and 47 seconds between balls put in play.  These statistics are presented in a fascinating article, well worth a read, by Brian Costs and Jared Diamond in today’s WSJ:  The Downside of Baseball’s Data Revolution–Long Games, Less Action.  Last night’s wild card game between the Twins and Yankees was a case in point.  The game featured 11 pitchers (6 for the Twins, 5 for the Yankees, and took 3 hours and 51 minutes to come to a conclusion, ending after midnight.  No wonder that young viewers are such a small share of the tv audience.  Let the counter-revolution begin!

Are Athletic Departments like Wells Fargo?

2017 October 3
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by Kurt Rotthoff

Inside Higher Ed ran an article titled “Beyond ‘Bad Apples‘.” In the article John V. Lombardi, who is currently a Professor of History and Associate Director Libraries at the University of Massachusetts Amherst, commented in the article:

Lombardi, who led the LSU system, the University of Florida and the University of Massachusetts at Amherst (and their powerhouse teams) during his decades as a university president, equates the alleged behavior of the basketball coaches implicated in the FBI inquiry to the lawbreaking employees at Wells Fargo, who “think they’re promoting the interests of the institution or the company but really they’re not.”

It is wholly unsurprising that bad behavior is spilling out of a system with “so much money, ego, visibility and celebrity floating around,” Lombardi said — leaving “no question that we have to fix the systemic problem.”


My understanding is that he is implying that these bad actors think they are doing something beneficial for college sports, but they are not. However, I don’t think any of them are claiming they are doing something beneficial for college sports – they are just doing something beneficial for their team (assuming they will not get caught).

And as an interesting extension of this quote: I thought Wells Fargo got in trouble for bosses making their employees create false accounts through the incentive structure they created and office place culture. Is that correct? If that is a true statement, I find his statement, especially quoting a former leader of multiple educational institutions, even more intriguing. Is he implying that it is not the actors that are the problems, but rather the people telling the actors to do these things?

The future of American Legion baseball

2017 October 2
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by Phil Miller

My oldest son played American Legion baseball this summer.  It was our first experience with it and I was pleasantly surprised by the quality of play overall.  From my limited and certainly non-random observations, American Legion baseball quality seems to exceed that of the varsity games I have observed.

The most impressive team I watched was the team from Creighton Prep from Nebraska, the runner-up in this year’s American Legion World Series.  Unfortunately, for my son’s team, Creighton Prep was the first opponent in this summer’s Gopher Classic.

Pretty much every school baseball squad I’ve seen takes “ins and outs” before each game.  Typically, a coach hits ground balls to infielders who then throw to one of the bases (ins) while another coach hits fly balls to the outfielders who then throw the ball to a base or a cutoff man (outs).

Creighton Prep’s ins and outs were the most impressive I’ve seen.  From what I recall, one coach hit balls to the right side of the infield from the third base line while another coach hit balls to the left side of the infield from the first base line.  Yet another coach stood near home plate and hit to the outfielders.  Balls were criss crossing all over the place and the players fielded seemingly each ball flawlessly.

According to the Washington Post, American Legion baseball might be going the way of other sports.

For years, there has been just one option for high school baseball players looking to play in a decent summer league. They suited up for their local American Legion post, which played 40-some games in two months under the June and July sun.

Posts divvy up the local high schools to draw the best players and even accept returning college freshmen younger than 19. They pitch high schoolers on high-quality, team-oriented local baseball.

But “travel” or “showcase” baseball teams have steadily chewed away at the grasp the American Legion, the nation’s oldest veterans’ organization, held on summer ball. The Legion has lost 25 percent of its teams nationwide over the last 10 seasons, with some states losing close to 80 percent.

This year (2017), Minnesota boasted the most American Legion teams (357), Nebraska the second-most (295), and Pennsylvania the third-most (282).  California, on the other hand, has fewer American Legion teams (51) than North Dakota (67), Montana (65), and South Dakota (82). Texas (10), Florida (22), and Georgia (8) have fewer teams than Wyoming (38).

The article has a map of the US with each state colored with respect to the percent change in Legion baseball teams since 2008.  There is a block of states in the north which experienced no decline or growth: Idaho, Montana, Wyoming, South Dakota, and Minnesota.  New Mexico also experienced no decline or growth.  The northeast also had a handful of states with no decline or growth (New Hampshire, Connecticut, Maryland, and West Virginia).  Washington DC also shares this quality.

But in California, Texas, and Florida, populous states where year-round baseball can be played in many locales, there has been more than a 70% decline.

States like Florida, California, New Jersey and Oklahoma have lost nearly 80 percent of their teams since 2008, according to participation data.

New Jersey had 336 teams in 2008. This season, it had 51. Puerto Rico’s program shut down completely in 2012.

The article notes what is probably the most important reason: Legion ball, in general, wasn’t providing a service many players (and their parents) wanted.

Those “travel” or “showcase” teams, though, offer more face time before college and pro scouts, better competition and a more individual-focused game, where players can spend more time working on personal skills than sacrifice bunting, organizers say.

The competition faced by American Legion baseball will force it to respond.