Of the four major US professional sports — hockey, football, basketball and baseball —
only baseball has no salary cap. Teams can spend as much as they like, though there is a luxury
tax that makes it progressively extra expensive to spend money on player salaries above a given threshold.
It is also common to read calls for Major League Baseball to introduce a salary
cap to make the game "more competitive." This is to give smaller market teams an
even playing field against larger market teams such as the New York Yankees.
But, does success in baseball cluster more than in the other major sports?
Winning the league championship — World Series or Super Bowl or ... — is a pretty clear mark of success, but is also so
selective that using it exclusively would lead to teams such as the early-90s Buffalo Bills,
with four Super Bowl appearances in four years, being considered uncompetitive.
Making the playoffs is another mark of success, but has several problems:
The different leagues have different numbers of teams make the playoffs: 16 for basketball
and hockey, 12 for football, 10 for baseball.
A team that consistently makes the playoffs and then loses in the first round
is not all THAT successful.
One approach would be to try to come up with a formula for "success" in a given year and then
score teams based on this. A shorter and simpler approach is to decide that making the
semi-finals (so four teams per season for any sport) is pretty good.
I'm going to tentatively decide that making the semi-finals is a pretty successful season
and look at the last ten years of each sport.
Big-4 American Sports
Basketball (NBA)
Over the last ten seasons 17 teams out of 30 made the conference playoffs at least once. Five teams accounted for
about ½ of the appearances.
Seven teams won at least one championship in those ten seasons.
Seasons
Season
East
West
2008-09
Cleveland
Orlando
Los Angeles
Denver
2009-10
Boston
Orlando
Los Angeles
Phoenix
2010-11
Miami
Chicago
Dallas
Oklahoma City
2011-12
Miami
Bostom
San Antonio
Oklahoma City
2012-13
Miami
Indiana
San Antonio
Memphis
2013-14
Miami
Indiana
San Antonio
Oklahoma City
2014-15
Cleveland
Atlanta
Golden State
Houston
2015-16
Cleveland
Toronto
Golden State
Oklahoma City
2016-17
Cleveland
Boston
Golden State
San Antonio
2017-18
Cleveland
Boston
Golden State
Houston
Champion in bold
Totals
1)
Cleveland
5
2)
Boston
4
3)
Golden State
4
4)
Miami
4
5)
Oklahoma City
4
6)
San Antonio
3
7)
Denver
2
8)
Houston
2
9)
Indiana
2
10)
Los Angeles
2
11)
Orlando
2
12)
Atlanta
1
13)
Chicago
1
14)
Dallas
1
15)
Memphis
1
16)
Phoenix
1
17)
Toronto
1
Football (NFL)
20 teams out of 32 made the conference playoffs at least once.
8 teams won at least one Super Bowl.
Seasons
Season
NFC
AFC
2009-10
New Orleans
Minnesota
Indianapolis
NY (Jets)
2010-11
Green Bay
Chicago
Pittsburg
NY (Jets)
2011-12
NY (Giants)
San Francisco
New England
Baltimore
2012-13
San Francisco
Atlanta
New England
Baltimore
2013-14
Seattle
San Francisco
New England
Denver
2014-15
Seattle
Green Bay
New England
Indianapolis
2015-16
Carolina
Arizona
New England
Denver
2016-17
Atlanta
Green Bay
New England
Pittsburg
2017-18
Philadelphia
Minnesota
New England
Jacksonville
2018-19
Los Angeles
New Orleans
New England
Kansas City
Champion in bold
Totals
1)
AFC
New England
8
2)
NFC
Green Bay
3
3)
NFC
San Francisco
3
4)
NFC
New Orleans
2
5)
NFC
Minnesota
2
6)
NFC
Atlanta
2
7)
NFC
Seattle
2
8)
AFC
Indianapolis
2
9)
AFC
New York (Jets)
2
10)
AFC
Pittsburgh
2
11)
AFC
Baltimore
2
12)
AFC
Denver
2
13)
NFC
Chicago
1
14)
NFC
New York (Giants)
1
15)
NFC
Carolina
1
16)
NFC
Arizona
1
17)
NFC
Philadelphia
1
18)
NFC
Los Angeles (Rams)
1
19)
AFC
Kansas City
1
20)
AFC
Jacksonville
1
Baseball (MLB)
17 teams out of 30 made it to the league championship series at least once:
Seven teams won at least one World Series.
Season
National League
American League
2009
Dodgers
Phillies
Yankees
Angels
2010
Giants
Phillies
Rangers
Yankees
2011
Brewers
Cardinals
Rangers
Tigers
2012
Giants
Cardinals
Yankees
Tigers
2013
Dodgers
Cardinals
Red Sox
Tigers
2014
Giants
Cardinals
Royals
Orioles
2015
Mets
Cubs
Royals
Blue Jays
2016
Dodgers
Cubs
Indians
Blue Jays
2017
Dodgers
Cubs
Yankees
Astros
2018
Dodgers
Brewers
Red Sox
Astros
Champion in bold
1)
Dodgers
5
2)
Cardinals
4
3)
Yankees
4
4)
Giants
3
5)
Cubs
3
6)
Tigers
3
7)
Rangers
2
8)
Red Sox
2
9)
Royals
2
10)
Blue Jays
2
11)
Astros
2
12)
Phillies
2
13)
Brewers
2
14)
Mets
1
15)
Angels
1
16)
Orioles
1
17)
Indians
1
Hockey (NHL)
The NHL consisted of 30 teams until the 2017-18 season when the Las Vegas Golden Knights joined.
Thinking of the league as averaging 30.1 teams over the ten years, 22 out of 30.1 teams have
played in at least one conference finals.
Five won at least one Stanley Cup.
Season
East
West
2008-09
Penguins
Hurricanes
Red Wings
Blackhawks
2009-10
Flyers
Canadiens
Blackhawks
Sharks
2010-11
Bruins
Lightning
Canucks
Sharks
2011-12
Devils
Rangers
Kings
Coyotes
2012-13
Bruins
Penguins
Blackhawks
Kings
2013-14
Rangers
Canadiens
Kings
Blackhawks
2014-15
Lightning
Rangers
Blackhawks
Ducks
2015-16
Penguins
Lightning
Sharks
Blues
2016-17
Penguins
Senators
Predators
Ducks
2017-18
Capitals
Lightning
Golden Knights
Jets
Champion in bold
1)
Blackhawks
5
2)
Penguins
4
3)
Lightning
4
4)
Rangers
3
5)
Sharks
3
6)
Canadiens
2
7)
Bruins
2
8)
Kings
2
9)
Ducks
2
10)
Hurricanes
2
11)
Flyers
2
12)
Devils
2
13)
Senators
2
14)
Capitals
1
15)
Red Wings
1
16)
Canucks
1
17)
Coyotes
1
18)
Blues
1
19)
Predators
1
20)
Kings
1
21)
Golden Knights
1
22)
Jets
1
Gini Coefficients
Gini coefficients are often used to measure inequality. We can use them here
to describe the inequality of conference finals appearances over ten years.
NBA 59%
NFL 55%
MLB 56%
NHL 55%
Interestingly, the inequality appears fairly consistent across the four major sport.
A summary of the four leagues looks like this:
League
Salary Cap
Conference Finalists
Gini Coefficient
Champions
NBA
Yes
17/30
59%
7
NFL
Yes
20/32
55%
8
MLB
No
17/30
56%
7
NHL
Yes
~22/30
55%
5
Observation
The parity within the four leagues
is fairly similar: About two thirds of the teams go to a conference championship
game over a ten year period of time and the Gini distribution of appearances
is quite similar.
It will be difficult to prove that a salary cap will create more parity in MLB than the
current situation. The other leagues, which have salary caps of one sort or another,
seem to have around the same parity (or lack thereof) that MLB baseball does.
European Soccer
European soccer leagues tend to have each team play every other team twice (once at home and once away)
and to NOT have a playoff. There is no direct equivalent to an American sport league or
conference and thus no direct equivalent to a league or conference championship. Instead, for soccer,
I simply consider the top-4 teams each year.
European Soccer leagues have less parity than the American Big-4 sports, with the English Premier League
and Spanish La Liga both showing an extreme lack of parity.
Premier League
The Premier League consists of 20 teams, with some relegation so that more than 20
teams will (technically) have had a chance to place in the top four over the last ten
years. The results, however, are that only seven teams out of the twenty have made even
one appearance in the top-4 over the last ten seasons. Three teams account for ½
of the top-4 finishes.
Seasons
Season
1
2
3
4
2008-09
Man U
Liverpool
Chelsea
Arsenal
2009-10
Chelsea
Man U
Arsenal
Tottenham
2010-11
Man U
Chelsea
Man City
Arsenal
2011-12
Man City
Man U
Arsenal
Tottenham
2012-13
Man U
Man City
Chelsea
Arsenal
2013-14
Man City
Liverpool
Chelsea
Arsenal
2014-15
Chelsea
Man City
Arsenal
Man U
2015-16
Leicester City
Arsenal
Tottenham
Man City
2016-17
Chelsea
Tottenham
Man City
Liverpool
2017-18
Man City
Man U
Tottenham
Liverpool
Totals
1)
Manchester City
8
2)
Arsenal
8
3)
Chelsea
7
4)
Manchester United
7
5)
Tottenham Hotspur
5
6)
Liverpool
4
7)
Leicester City
1
Bundesliga (Germany)
The German soccer league, the Bundesliga, has 18 teams. Over the past 10 years, 12 teams
have finished in the top-4, with 3 teams taking ½ of the top-4 places. This slightly
understates the dominance of Bayern Munich, however. In those same 10 years, Bayern Munich
has been the champion seven times.
Seasons
Season
1
2
3
4
2008-09
VfL Wolfsburg
Bayern Munich
VfB Stuttgart
Hertha BSC
2009-10
Bayern Munich
Schalke 04
Werder Bremen
Bayer Lever.
2010-11
Borussia Dort.
Bayer Lever.
Bayern Munich
Hannover 96
2011-12
Borussia Dort.
Bayern Munich
Schalke 04
Borussia Mönch.
2012-13
Bayern Munich
Borussia Dort.
Bayer Lever.
Schalke 04
2013-14
Bayern Munich
Borussia Dort.
Schalke 04
Bayer Leverkusen
2014-15
Bayern Munich
VfL Wolfsburg
Borussia Mönch.
Bayer Lever.
2015-16
Bayern Munich
Borussia Dort.
Bayer Lever.
Borussia Mönch.
2016-17
Bayern Munich
RB Leipzig
Borussia Dort.
1899 Hoff.
2017-18
Bayern Munich
Schalke 04
1899 Hoff.
Borussia Dort.
Totals
1)
Bayern Munich
10
2)
Borussia Dortmund
7
3)
Bayer Leverkusen
6
4)
Schalke 04
5
5)
Borussia Mönchengladbach
3
6)
1899 Hoffenheim
2
7)
VfL Wolfsburg
2
8)
RB Leipzig
1
9)
Hannover 96
1
10)
VfB Stuttgart
1
11)
Hertha BSC
1
12)
Werder Bremen
1
La Liga (Spain)
La Liga has twenty teams, of which nine have placed as high as fourth. Barcelona and Real Madrid have
finished in the top-4 each of the past ten seasons. Barcelona or Real Madrid have been champion
each of the past ten seasons, except for 2013-14 when Atlético Madrid triumphed.
Seasons
Season
1
2
3
4
2008-09
Barcelona
Real Madrid
Sevilla
Atlético Madrid
2009-10
Barcelona
Real Madrid
Valencia
Sevilla
2010-11
Barcelona
Real Madrid
Valencia
Villarreal
2011-12
Real Madrid
Barcelona
Valencia
Málaga
2012-13
Barcelona
Real Madrid
Atlético Madrid
Real Sociedad
2013-14
Atlético Madrid
Barcelona
Real Madrid
Athletic Bilbao
2014-15
Barcelona
Real Madrid
Atlético Madrid
Valencia
2015-16
Barcelona
Real Madrid
Atlético Madrid
Villarreal
2016-17
Real Madrid
Barcelona
Atlético Madrid
Sevilla
2017-18
Barcelona
Atlético Madrid
Real Madrid
Valencia
Totals
1)
Barcelona
10
2)
Real Madrid
10
3)
Atlético Madrid
7
4)
Valencia
5
5)
Sevilla
3
6)
Villarreal
2
7)
Athletic Bilbao
1
8)
Real Sociedad
1
9)
Málaga
1
Serie A (Italy)
Twenty teams, with Juventus being clearly dominant. Three teams account for ½ of
the top-4 finishes.
Seasons
Season
1
2
3
4
2008-09
Internazionale
Juventus
Milan
Fiorentina
2009-10
Internazionale
Roma
Milan
Sampdoria
2010-11
Milan
Internazionale
Napoli
Udinese
2011-12
Juventus
Milan
Udinese
Lazio
2012-13
Juventus
Napoli
Milan
Fiorentina
2013-14
Juventus
Roma
Napoli
Fiorentina
2014-15
Juventus
Roma
Lazio
Fiorentina
2015-16
Juventus
Napoli
Roma
Internazionale
2016-17
Juventus
Roma
Napoli
Atalanta
2017-18
Juventus
Napoli
Roma
Internazionale
Totals
1)
Juventus
8
2)
Napoli
6
3)
Roma
6
4)
Internazionale
5
5)
Milan
5
6)
Fiorentina
4
7)
Udinese
2
8)
Lazio
2
9)
Sampdoria
1
10)
Atalanta
1
Soccer Gini
Premier League 69%
Bundesliga 60%
La Liga 71%
Serie A 63%
Updating our table to include soccer leagues:
League
Salary Cap
Playoffs
Conference Finalists
Gini Coefficient
Champions
NBA
Yes
Yes
17/30
59%
7
NFL
Yes
Yes
20/32
55%
8
MLB
No
Yes
17/30
56%
7
NHL
Yes
Yes
~22/30
55%
5
Premier
No
No
7/20
69%
4
Bundesliga
No
No
12/18
60%
3
La Liga
No
No
9/20
71%
3
Serie A
No
No
10/20
63%
3
Observation
The parity within soccer leagues is substantially less than that seen in the four major
US professional sports leagues. In fact, the dominance suggests that Europeans soccer
fans cheer on their teams hoping for something other than just winning the championship.
In the English premier league, as an example, only seven out of twenty teams have finished in
the top-4 over the past decade. Leicester City's appearance was a clear fluke, so realistically
only six teams out of twenty have had any hope at all over the past ten seasons. The fans
for other teams aren't starting each season hoping that their team will win the championship,
or even build towards a future season where their team might win the championship. For the
other teams, coming in 5th overall is about as good as things get.
The German Bundesliga shows something similar, with Bayern Munich having won the league the
past six years and in seven of the last ten seasons. And in 27 of the past 55 seasons. This
is much like the dominant New York Yankees teams of the 1950s, except that the dominance has
held up for ½ a century.
La Liga is pretty much Barcelona and Madrid and a rotating cast of teams with little realistic
hope of being champion.
A few possibilities to consider:
The lack of a playoff may be more instrumental to the lack of parity than the lack of a salary cap.
The lack of a draft may be more instrumental to the lack of parity than the lack of a salary cap.
And a few speculations:
The primary hope for most fans is not for their team to win the league (thought that would be nice),
but to BEAT THEIR HATED RIVAL! There is also always the hope to beat one of the bullies of
the league in a single game, even if the other team will win the league championship.
There is some hedonic adaptation. A 2nd tier team beating a 1st tier team is much more of
a positive rush than losing to the 1st tier team is depressing. The satisfaction for the fans from all
the teams normalizes: If Bayern Munich does anything other than wining the league, the
season is a failure. For most of their rivals, beating Bayern Munich that season makes
for a great season!
These possibilities suggest that professional European soccer may be more similar to American college
football (and other college sports) than to the major American professional sports.
American College Sports
Football
American D-1 college football has 130 teams (now). Treating the 'Big 6' bowl games as success, along with
playing in the BCS Championship for the years that it existed, we have 46 out of the 130, so about ⅓,
having at least one successful season. The championship has been won by five teams in the last ten years.
All five teams are ranked in the top 9 (our of 130) for successful seasons.
Seasons
Bowl Games
Season
Rose
Sugar
Orange
Cotton
Peach
Fiesta
2009-10
Oregon
Florida
Iowa
Ole Miss
VA Tech
Boise St.
Ohio St.
Cincinnati
GA Tech
OK St.
Tennessee
TCU
2010-11
TCU
Ohio St.
Stanford
LSU
Florida St.
Oklahoma
Wisconsin
Arkansas
VA Tech
Texas A&M
S. Carolina
Connecticut
2011-12
Oregon
Michigan
West VA
Arkansas
Auburn
OK St.
Wisconsin
VA Tech
Clemson
Kansas St.
Virginia
Stanford
2012-13
Stanford
Louisville
Florida St.
Texas A&M
Clemson
Oregon
Wisconsin
Florida
Northern Ill.
Oklahoma
LSU
Kansas St.
2013-14
Stanford
Oklahoma
Clemson
Missouri
Texas A&M
UCF
Mich St.
Alabama
Ohio St.
OK St.
Duke
Baylor
2014-15
Oregon
Ohio St.
GA Tech
Mich. St.
TCU
Boise St.
Florida St.
Alabama
Miss. St.
Baylor
Ole Miss
Arizona
2015-16
Stanford
Ole Miss
Clemson
Alabama
Houston
Ohio St.
Iowa
OK St.
Oklahoma
Mich St.
Florida St.
Notre Dame
2016-17
USC
Oklahoma
Florida St.
Wisconsin
Alabama
Clemson
Penn St.
Auburn
Michigan
W. Michigan
Washington
Ohio St.
2017-18
Oklahoma
Alabama
Wisconsin
Ohio St.
UCF
Penn St.
Georgia
Clemson
Miami (Fl)
USC
Auburn
Washington
2018-19
Washington
Texas
Alabama
Clemson
Florida
LSU
Ohio St.
Georgia
Oklahoma
Notre Dame
Michigan
UCF
BCS Championship
2009-10
Alabama
Texas
2010-11
Auburn
Oregon
2011-12
Alabama
LSU
2012-13
Alabama
Notre Dame
2013-14
Florida St.
Auburn
Champion in bold
Totals
1)
Alabama
9
SEC
2)
Ohio St.
8
B10
3)
Clemson
7
ACC
4)
Oklahoma
7
B12
5)
Florida St.
6
ACC
6)
Stanford
5
P12
7)
Oregon
5
P12
8)
Auburn
5
SEC
9)
Wisconsin
5
B10
10)
LSU
4
SEC
11)
OK St.
4
B12
12)
Ole Miss
3
SEC
13)
VA Tech
3
ACC
14)
TCU
3
B12 (1), MWest (2)
15)
Texas A&M
3
SEC (2), B12(1)
16)
Michigan
3
B10
17)
UCF
3
non-P5
18)
Washington
3
P12
19)
Notre Dame
3
Ind
20)
Mich. St.
3
B10
21)
Florida
3
SEC
22)
Iowa
2
B10
23)
GA Tech
2
ACC
24)
Arkansas
2
SEC
25)
Kansas St.
2
B12
26)
USC
2
P12
27)
Penn St.
2
B10
28)
Boise St.
2
non-P5
29)
Baylor
2
B12
30)
Texas
2
B12
31)
Georgia
2
SEC
32)
Cincinnati
1
non-P5
33)
Tennessee
1
SEC
34)
Virginia
1
ACC
35)
Louisville
1
Big East
36)
S. Carolina
1
SEC
37)
Connecticut
1
non-P5
38)
W. Michigan
1
non-P5
39)
Northern Ill.
1
non-P5
40)
Missouri
1
SEC
41)
Duke
1
ACC
42)
Arizona
1
P12
43)
Houston
1
non-P5
44)
Miami (Fl)
1
ACC
45)
Miss. St.
1
SEC
46)
West VA
1
Big East
NCAAF 77%
Observation
NCAA football success is even less evenly allocated than success in European soccer.
Possibly, this is partially because NCAA football has no draft.
Some of this is also an artifact of a number of the bowl game slots being guaranteed to
a specific Power 5 conference.
Observation
The parity within the four leagues is fairly similar: About two thirds of the teams go to a conference championship game over a ten year period of time and the Gini distribution of appearances is quite similar.It will be difficult to prove that a salary cap will create more parity in MLB than the current situation. The other leagues, which have salary caps of one sort or another, seem to have around the same parity (or lack thereof) that MLB baseball does.