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As basketball fans
everywhere rabidly froth at the mouth in anticipation of a battle royale between
the Los Angeles Lakers and the Boston Celtics, it brings to mind how much the
game has changed since the heyday of the league; back when the Magic and Bird
where dueling over titles in the 1980's. (To those too young to know, that's Magic
Johnson and Larry Bird)
While
the changes in how the NBA game is played are readily apparent; such as the increased
international flavor of the league, or the shift to guard-centric offenses spurred
on by the removal of the hand-check rule, the most important change seems to be
unknown to many fans of Naismith's greatest invention.
Just
like the world around us, the game of basketball is experiencing an information
revolution.
Think
back to the countless arguments you've had with your friends about basketball.
| | | Who's
the better player? Kobe, or Lebron? Would you rather build your team around Duncan,
Shaq, or Garnett? If you were down two points in the finals, who would you rather
take the shot, Michael Jordan or Reggie Miller?
The
answers to these questions are as varied as the various methods fanboys of all
ages would employ to prove their points. One could point to Kobe's 81 points in
a single game to prove he is indeed better than Jordan, while another would point
to His Airness' six championship rings to validate his superiority. |
Despite
their variety, these arguments all have one thing in common. They rely mostly
on conventional wisdom. More points per game means better offensive player. More
steals per game equals better defensive player. It seems so painfully obvious
at times doesn't it? But if there's anything the current information age has proven,
it's that conventional wisdom is not always entirely right, or is just plain wrong.
So
is there a way to determine exactly how valuable a player is? Is there a way to
measure his overall impact on a game, or team performance? A new breed of hoops
analysts believe they have found a way to do so.
The
answer, these new age basketball fanatics have found, lies in a method that economists
and statisticians have been using for years: Regression Analysis.
Regression
analysis in simple terms, is studying the dependence of one variable (dependent
variable) on other variables (explanatory variables), and using this information
to predict or estimate the average value of the dependent variable.
An
simple "real-world" example would be government economists estimating
how much people's personal spending (dependent variable) would change due to an
implementation of a certain tax (explanatory variable) by studying and running
regressions to see how similar taxes have affected it in previous years.
Basketball,
just like economics, can draw on a treasure trove of data since sports statistics
is something that is well documented and easily available on the internet. In
theory, you could do the same thing with basketball data as you would with economic
data. All one has to do, is develop a formula.
John
Hollinger, an economics professor and columnist of espn.com, has created such
a formula: the PER, or Player Efficiency Rating. While the actual formula is a
quite complicated, Professor Hollinger sums it up (as only truly knowledgeable
people can) in a few simple words: "The PER sums up all a player's positive
accomplishments (made shots, steals), subtracts the negative accomplishments (turnovers,
fouls) and returns a per-minute rating of a player's performance"
David
Berri, a Stanford economics professor and author of the book "The Wages of
Wins" does the same by measuring a player's productivity and how exactly
players contribute to a win. He explains that the NBA, and people in general tends
to over-inflate the value of scoring in terms of its contribution to winning the
game, and tend to minimize the value of other things that contribute to a win.
The key, according to Berri, is focusing on factors that are associated with getting
possession of the ball (rebounds, steals) because these too have a great correlation
to winning. It is through looking at the cumulative effects of these various statistics
that Berri is able to estimate the amount of wins a player produces. This is what
he calls the "win score".
Various
organizations in the NBA have already employed a number of these "stat geeks"
to help assist them in forecasting performance of draft picks, signing free agents,
and even finding the most efficient starting line-up for the team. This recent
trend is hardly surprising though, because the NBA is at its core, a business;
A multimillion dollar business that commands massive influence around the world.
The more precise one can be, the better.
The
basketball purist in all of us might have an urge to resist and even dismiss these
new ways of evaluating players. After all, much of the fun in basketball is watching
the determination, leadership, hustle, and artistry that the great players exhibit
right? We didn't need a fancy algorithm to tell us that by averaging the most
points and steals, while leading the 76'ers to the second best record in the league,
Allen Iverson was hands down, the Most Valuable Player of the league in 2001,
did we? We all wanted it to be him. How could we not fall in love with the 6 foot
nothing, paperweight going up against the heavyweights night in and night out,
and dominating a game made for men twice his size?
But
was Iverson really the major reason they were so successful? Or was it perhaps
that he had teammates who could effectively cover for him on defense, and rebound
the ball with ferocity everytime he missed on the multitude of shots that he took?
These
are the questions that Berri and company are forcing us to ask, because as it
is in real life, the Cinderella story is the one that makes money, despite its
being a mere fantasy.
So,
does this mean we should we forget looking for fairy tale stories entirely, and
simply focus on numbers instead?
Surprising
as it may sound, these statistical wizards will be the first to tell you that
nothing can replace watching the games themselves. These new methods that Berri,
Hollinger, and others have engineered are meant to enrich our understanding of
the beautiful game of basketball, that's all.
Think
back to when Jordan soared above the Lakers in the finals with the ball in his
right hand, and with breathtaking gracefulness, laid it in with the left, signaling
the end of an era, and ushering in a new one.
The
numbers will forever say that moment was only worth 2 points.
But
in your mind, it will forever be more than that. |