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Thursday, June 20, 2019

Competitive Balance in MLB, NBA, NFL, and NHL

In light of the end of this year's NBA and NHL postseasons, both Finals in each sport had a team that seems to be there almost every year (Golden State in NBA and Boston in NHL). Which begs the question: are both sports devoid of competitive balance (CB)? Especially in relation to the other 2 major pro sports leagues in North America, MLB and NFL?

I've measured CB before in NCAAB and the NBA, but haven't compared the leagues against eachother. So I've compiled all semifinalists over the past 10 years in each league, and calculated the Herfindahl–Hirschman Index (HHI), which measures CB. In this case, it is the sum of the squares of the number of semifinal (conference championship) appearances by team i (f_i) during the designated period, over the number of possible semifinalists during the period. To account for the fact that there are 4 teams that are semifinalists each year, we include a multiplier of 4 in the summation.


The closer HHI is to 1, the less CB there is in the league. Complete CB (4 different teams every single year) would be 0.1.

League# of Dif TeamsHHI
NHL200.265
MLB170.29
NBA180.315
NFL210.315

NHL has the most competitive balance over the last decade! At least in the conference finals. NBA and NFL are actually both tied for the least amount of CB. The NFL is very much weighed down by the Patriots, who have made 8 of the last 10 conference title games.

What if we just look at the final round of each league? 

League# of Dif TeamsHHI
NHL140.18
MLB130.18
NFL130.23
NBA90.33

NHL and MLB are tied, and unsurprisingly, the NBA is by FAR the least balanced (Warriors/Cavs/Heat/Spurs account for 75% (!!!) of the Finals appearances over the last 10 years). Similarly, the Patriots account for half of the Super Bowl appearances over the last decade.

This raises another question: is there any correlation in CB and the salary cap structure of each league? NFL and NHL are hard caps (you literally can't go over the cap), and that appears to exhibit mixed results (primarily due to the Patriots). MLB and NBA have soft caps (you can go over the cap, but you get penalized via escalating taxes for doing so), but MLB has a much softer cap than NBA (less severe penalties). So the CB between the two appears to be more influenced by the structure of their respective playoff rounds and the games themselves (baseball has shorter series and more volatility game-to-game).


See below for the full list of teams and appearances:


LeagueTeamSemi CountFinals Count
NHLChicago Blackhawks43
NHLSan Jose Sharks41
NHLTampa Bay Lightning41
NHLBoston Bruins33
NHLNew York Rangers31
NHLLos Angeles Kings32
NHLPittsburgh Penguins32
NHLMontreal Canadiens20
NHLAnaheim Ducks20
NHLSt. Louis Blues21
NHLPhiladelphia Flyers11
NHLVancouver Canucks11
NHLNew Jersey Devils11
NHLPhoenix Coyotes10
NHLOttawa Senators10
NHLNashville Predators11
NHLWashington Capitals11
NHLVegas Golden Knights11
NHLWinnipeg Jets10
NHLCarolina Hurricanes10


LeagueTeamSemi CountFinals Count
MLBLos Angeles Dodgers52
MLBNew York Yankees41
MLBSt. Louis Cardinals42
MLBSan Francisco Giants33
MLBDetroit Tigers31
MLBChicago Cubs31
MLBPhiladelphia Phillies21
MLBTexas Rangers22
MLBMilwaukee Brewers20
MLBBoston Red Sox22
MLBKansas City Royals22
MLBToronto Blue Jays20
MLBHouston Astros21
MLBLos Angeles Angels10
MLBBaltimore Orioles10
MLBNew York Mets11
MLBCleveland Indians11


LeagueTeamSemi CountFinals Count
NFLNew England Patriots85
NFLGreen Bay Packers42
NFLIndianapolis Colts21
NFLNew York Jets20
NFLChicago Bears20
NFLPittsburgh Steelers21
NFLBaltimore Ravens21
NFLSan Fransisco 49ers21
NFLAtlanta Falcons21
NFLDenver Broncos22
NFLSeattle Seahawks22
NFLNew York Giants11
NFLSan Francisco 49ers10
NFLCarolina Panthers11
NFLArizona Cardinals10
NFLJacksonville Jaguars10
NFLPhiladelphia Eagles11
NFLMinnesota Vikings10
NFLKansas City Chiefs10
NFLLos Angeles Rams11
NFLNew Orleans Saints10

LeagueTeamSemi CountFinals Count
NBAGolden State Warriors55
NBABoston Celtics41
NBAMiami Heat44
NBAOklahoma City Thunder41
NBASan Antonio Spurs42
NBACleveland Cavaliers44
NBAIndiana Pacers20
NBAHouston Rockets20
NBAToronto Raptors21
NBAOrlando Magic10
NBALos Angeles Lakers11
NBAPhoenix Suns10
NBAChicago Bulls10
NBADallas Mavericks11
NBAMemphis Grizzlies10
NBAAtlanta Hawks10
NBAMilwaukee Bucks10
NBAPortland Trail Blazers10

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