NBA Attendance Analysis

One of the topics that I talk about in Sports Economics is the impact that a lockout has on attendance.  Obviously, with a lockout the total number of people that attend all league games for that season will fall as there are fewer number of total games played.  Yet that does not really get at the issue at hand.  So, one way to tackle this problem is to use intervention analysis.  In essence, intervention analysis is a time series statistical technique that examines how the average value of a series of numbers changes given a specific intervention.  Specifically, we looked at how the first difference in the average value of total league attendance changed due to a strike or a lockout, given that attendance is non-stationary over the time period that we were looking at. This is exactly what we did in chapter 2 of the Wages of Wins.

Unfortunately, at this point in time, I cannot first difference the attendance data for the current NBA season, since the next NBA season (2012-2013) has not been played yet.  Thus intervention analysis is not currently possible to analyze the impact of the NBA lockout.

So, using total league attendance does not help, since the number of games played is different, and it is too soon to use intervention analysis.  Is there any alternative way to figure this out?  Yes.  One is to perform a t-test on the means of attendance.  So, I downloaded the team-by-team attendance data from ESPN, and entered and sorted the data into Microsoft Excel, and then calculated a t-test on home team average attendance for the 2011-2012 and 2010-2011 NBA teams.  The result of the t-test was that team-by-team average home attendance was not significantly different over the two seasons.  In other words, statistically speaking there was not a great enough difference in the two data series to say that one is different from the other; and thus I would conclude that the NBA lockout did not have a statistically significant impact on average NBA team home attendance between those two seasons.

Alternatively, one could just plot the data over the last few seasons and look to see if there is any visual difference.  While this is not all that technical, it does give some additional evidence that fans did not respond much because of the NBA lockout.  Here is a line graph of average NBA home attendance over the last four NBA seasons.  The line in blue is the 2011-2012 lockout season.


Average NBA Team Home Attendance:  2008/09 to 2011/12

Scoring in the NBA can be Deceptive

Dave Berri has a nice article on how total points scored by NBA players can be deceptive.

USA Today's Latest NCAA Finance Database

The USA Today has published it latest NCAA finance database.

Here is some highlights from the University of Iowa:

	Ticket		Student		Total		Scholar-		Coaching		Building/		Total
Year	Sales		Fees		Revenue		ships		Staff		Grounds		Expenses
2011	$23,180,905		$564,680		$93,353,561		$9,362,572		$29,016,057		$21,863,477		$88,057,486
2010	$21,815,895		$525,707		$88,735,093		$8,585,730		$26,197,937		$14,944,085		$74,438,196
2009	$21,922,358		$525,941		$79,971,143		$8,755,400		$24,453,669		$13,703,314		$71,116,911
2008	$19,103,235		$1,487,795		$81,515,865		$7,579,781		$23,166,018		$16,003,409		$71,602,594
2007	$21,731,819		$1,494,706		$80,832,070		$6,722,602		$21,376,108		$15,161,903		$70,469,589
2006	$20,086,445		$1,495,060		$73,321,227		$6,652,458		$21,063,488		$6,420,286		$59,224,861

NHL Pay and Performance

Last month I looked a pay and performance in the NHL for just the 2011-2012 season. As I mention in the blog, that is a rather small sample. So to correct for this sample size problem, let's take a look over a longer period of time; from the 2000-2001 regular season to the 2011-2012 regular season (no 2004-2005 as this was the cancelled NHL season).  I am following the same payroll and performance analysis that I blogged about with regard to Major League Baseball for this NHL study.

For the eleven seasons covered, relative payroll is positive and statistically significant, which is expected.  On the other hand, relative payroll only "explains" about 25% of team performance as measured by points percent (which is the number of points divided by the maximum number of points possible and is the same as winning percent).  Again, while the relationship between the two variables are what is to be expected, the amount of "bang for the buck" is not so great.

Philly fans

Say what you want about sports fans in Philadelphia - being born and raised in Southeastern Pennsylvania - I have great memories of sports fans in Philly, here is a remarkable reaction of the fans in response to the news announcement that Osama bin Ladin (who declared war on the US) was dead. I was at home watching this game on ESPN, and remember this vividly last year. So on the one year anniversary - here it is.