Posted by Ilya Somin:
Evaluating Billy Beane and Moneyball:
http://volokh.com/archives/archive_2006_08_20-2006_08_26.shtml#1156074811


   [1]This analysis of Oakland A's general manager Billy Beane's famous
   "Moneyball" picks in the 2002 major league draft concludes that the
   famous Oakland GM's use of statistical methods to evaluate players has
   had mixed results. In my view, evaluating Moneyball based on the
   performance of just seven draft picks is a weak methodology, given the
   small numbers involved and the great influence of chance factors, such
   as fluke injuries on player performance. Moreover, focusing on just
   one year's draft picks ignores the fact that Beane has actually been
   GM of the A's for 7 years. It also ignores the fact that he uses
   statistical analysis to evaluate free agent signings, and not just
   draft picks.

   A better measure of the Beane/Moneyball record is how well the A's
   have done overall during his tenure relative to the available
   financial resources. Here, I compare the A's record during Beane's 7
   full seasons as A's GM (1999-2005), to that of the New York Yankees
   and Boston Red Sox, usually regarded as the 2 most successful American
   League teams of that era.

   During that time period, the Yankees have won an average of 97 (of
   162) games per season, for a total winning percentage of .602. The A's
   have won 94 games per year for a winning percentage of .581. The Red
   Sox, in turn, have won 92 games per year, for a .567 winning
   percentage. The A's made 4 playoff appearances during that time and
   narrowly missed the playoffs in two other seasons, exactly the same as
   the Red Sox; the Yankees reached the playoffs in all 7 years. Thus,
   the A's record under Beane is slighly worse than that of the Yankees
   and slightly better than that of the Red Sox. Quite impressive for the
   A's considering the strength of the comparison group.

   But here's is the kicker: During the period in question the Yankees
   payroll averaged $138 million per year, the Red Sox $103 million, and
   the A's a mere $42 million (figures calculated from data available
   [2]here). The A's achieved roughly the same results as the other two
   teams, while spending only one third as much as the Yankees and about
   40% of what the Red Sox shelled out. To put it another way, the A's
   during Beane's tenure spent $450,000 per win, while the Yankees spent
   $1.42 million and the Red Sox spent $1.12 million. Given that the
   Yankees and Red Sox are both regarded as well-run, successful
   franchises among the best in baseball, Beane's vastly superior use of
   resources compared to them is extremely impressive.

   To be sure, the above analysis is oversimplified. Ideally, we should
   compare Beane's A's to all other AL teams and not just to the Yankees
   and Red Sox. I do not have time to do all the calculations right now,
   but I highly doubt that any of the other AL franchises even comes
   close to the A's performance in wins relative to spending (a quick
   eyeball analysis suggests that only the White Sox, Angels, and
   possibly Indians could even approach the Yankees and Red Sox).
   National League teams are not a good comparison group because they
   rarely face AL teams in regular season games and so are not playing
   against the same competition.

   Another potential methodological flaw is the implicit assumption that
   the relationship between increased spending and wins is linear. In
   reality, doubling spending will not double your wins even if the money
   is spent optimally. Nonetheless, there is no doubt that Beane got far
   greater bang from his bucks than the Yankees and Red Sox did from
   theirs, even if we take nonlinearity into account.

   It is also true that not all the A's success can be attributed to
   Beane. However, Beane did pick nearly all the players, and the few
   left over from the prior regime were picked by his predecessor Sandy
   Alderson, who had begun to use statistical analysis himself and chose
   Beane as his successor in part because of the latter's interest in the
   new methods.

   Finally, naysayers will point to the A's relatively weaker playoff
   performances during this time period. Both the Red Sox and Yankees did
   much better in the playoffs than the A's, who lost all four of their
   first round series. However, as Billy Beane himself pointed out in
   Moneyball, playoff series outcomes are heavily influenced by chance
   because of the small number of games involved and the high degree of
   randomness in baseball. The A's lost all four series by narrow 3-2
   margins and several times were victimized by very bad luck. Had they
   been slightly luckier, their playoff record might have been much
   better.

References

   1. 
http://sports.yahoo.com/mlb/news?slug=jp-moneyball081706&prov=yhoo&type=lgns
   2. http://asp.usatoday.com/sports/baseball/salaries/

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