We watched the Chicago Bears Football team lose to Carolina
with some friends who were extremely pessimistic the entire
game, even though the game remained close throughout. "We haven't
seen the Bears win the Super Bowl in twenty years, they will continue
to disappoint us."
Let's consider the twenty year statement. Let's assume that each year
every team has an equal probability of winning and each year is
independent of each other. Then the expected number of years between
championships is equal to the number of teams, 32 in the National
Football League. So the Bears are still ahead of the curve, not
disappointing at all.
So how about the 86 years between the Boston Red Sox World Series
championships in baseball, the 88 years between Chicago White Sox
championships, and the 98 years since the Chicago Cubs last won? This
is just the coupon collector problem where if one draws numbers 1 to n
with replacement independently and uniformly, it will take
an expected n ln n draws to see every number. For the thirty baseball
teams, that makes 102 years. There was no curse for the Red Sox, White
Sox and Cubs, just probability working as expected.
I'm cheating on many fronts. The number of teams in both football and
baseball have grown dramatically over the past few decades. Each year
is not independent; a good team one year will likely be good the
following year. Teams do not have an equal probability; especially in
baseball the richer teams have a higher chance of winning.
Nevertheless you have no one to blame for long losing streaks other
than those evil gods of probability.
I wonder - if you collect O(n) coupons and then sort according to occurrance, what the histogram will be like? Will there be a short plateau of "winners" in the beginning?
Yes, so losing streaks have much more to do with the third baseman, pitching staff, general manager, etc. than with the "evil gods of probability." There are plenty of people to blame...
For baseball there is an argument for a bias towards even longer droughts than predicted by the coupon collector problem, but in the NFL the biased schedule more often pits the previous year's weak teams against each other and strong teams against each other. This (together with salary caps) should reduce the length of droughts, not increase them.