tag:blogger.com,1999:blog-141389162007-09-06T19:23:05.290-04:00Dan Rosenbaum's NBA Blogfor the huddled masses that enjoy collective bargaining agreement details and statistical analysisDan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comBlogger20125tag:blogger.com,1999:blog-14138916.post-1130795879427396082005-10-31T17:00:00.000-05:002005-10-31T17:03:07.776-05:002005-10-31T17:03:07.776-05:00It has been awhile since I have posted<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">I very much regret not having posted anything on this blog for more than two months and have started to get some questions of whether or not I have fallen off the face of the earth. Mostly my lack of activity has been due to a heavy teaching load this Fall (</span><a href="http://www.uncg.edu/bae/people/rosenbaum/bio.html"><span style="font-family:arial;">teaching fabulous MA/Ph.D students</span></a><span style="font-family:arial;">), along with a baby boy. But that is only part of the story. I also have been talking with a team - a team that will remain nameless for now - and it looks like I might be doing some consulting.</span></p><p><span style="font-family:arial;">I am very excited about this potential opportunity; it is something just a couple years ago (when I was arguing on message boards) that I never would have dreamed would be possible. I will not go into detail (publicly or privately) about precisely what my responsibilities might be for this team, but I really like the team this organization is putting together both on and off the floor. The general manager has a refreshing combination of sincerity, vision, and humility that makes it hard not to pull for the guy. And from what I can tell, the coaching and front office staff are open enough to new ideas that I am confident that they would be able to make good use of any skills that I may have. (Although probably not my point guard non-skills.)</span></p><p><span style="font-family:arial;">So I likely will be scaling back (almost entirely) my involvement on message boards, web sites, and my blog. Those of you who remember me posting a </span><a href="http://www.basketballboards.net"><span style="font-family:arial;">http://www.basketballboards.net</span></a><span style="font-family:arial;"> or </span><a href="http://www.realgm.com"><span style="font-family:arial;">http://www.realgm.com</span></a><span style="font-family:arial;"> may remember my strong stance against those who posted "inside" information. Thus, if this works out, you will not see much of me out on the web, except for perhaps at </span><a href="http://sonicscentral.com/apbrmetrics/"><span style="font-family:arial;">http://sonicscentral.com/apbrmetrics/</span></a><span style="font-family:arial;">.</span></p><p><span style="font-family:arial;">And, for the most part, I likely will try to limit my involvment with the press. There is a tendency to want to retell the <em>Moneyball</em> story and I don't want press clippings about me to take credit away from more deserving decision-makers. I have a lot to learn about the NBA and basketball in general. I am not looking to be Paul DePodesta or Theo Epstein. I just want to play a role and help the team. So if this team plays well this season or in future seasons, please do not overestimate my role. The vast majority of the reasons for this team's success predate my involvement. </span></p><p><em><span style="font-family:arial;">Last updated: 5:00 PM, October 31, 2005</span></em></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1125517064316053092005-09-01T15:00:00.000-04:002005-09-04T16:15:18.946-04:002005-09-04T16:15:18.946-04:00An Offer to House Katrina Evacuees<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">This is isn't about the NBA, but I was hoping that maybe one of the folks who read my blog might be able to help with this.</span></p><p><span style="font-family:arial;">With the devastation due to Katrina and the tens (if not hundreds) of thousands of evacuees, my wife and I would like to offer our home to house a family. We are not rich, but we a large guest bedroom that would comfortably fit a family of three (maybe four). We have a five month-old so we would be pretty well set-up to house an infant, if need be.</span></p><p><span style="font-family:arial;">It is looking like it might be months before people are able to go back to New Orleans and some of the other affected areas, and we would hope that living in a home (rather than a shelter) might give folks some sense of normalcy. Also, we can offer some assistance if the refugee family needs to be flown here to Greensboro.</span></p><p><span style="font-family:arial;">Please e-mail me (</span><a href="http://www.uncg.edu/bae/people/rosenbaum/index.html"><span style="font-family:arial;">available here</span></a><span style="font-family:arial;">) if you can provide any assistance on this. And if anyone else sees this post and realizes that they may be able to make a similar offer, that would be great. </span></p><p><span style="font-family:arial;">Here are some sites where you can do just that.</span></p><ul><li><a href="http://www.hurricanehousing.org/">Hurricanehousing.org</a></li><li><a href="http://www.katrinahome.com/index.php"><span style="font-family:arial;">Katrina Home Sharing Registry</span></a></li><li><a href="http://neworleans.craigslist.org/roo/"><span style="font-family:arial;">Craigslist</span></a><span style="font-family:arial;"> </span></li><li><span style="font-family:Arial;"><a href="http://www.shareyourhome.org/">Operation: Share Your Home</a></span></li></ul><p><span style="font-family:arial;">Please help in posting these links.</span></p><p><em><span style="font-family:arial;">August 31, 2005</span></em></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1125303173022045902005-08-29T04:00:00.000-04:002005-08-29T10:51:29.126-04:002005-08-29T10:51:29.126-04:00Using statistics in basketball: the bar is higher<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">David Leonhardt in his Sunday <em>New York Times</em> "Keeping Score" column has been a pioneer in describing the ways in which statistical analysis has affected sports. (He writes about economics during the week, so, of course, everything he writes is gospel.) This week </span><a href="http://www.nytimes.com/2005/08/28/weekinreview/28leon.html"><span style="font-family:arial;">David writes</span></a><span style="font-family:arial;"> that baseball "has found itself in the equivalent of a theological dispute about whether [it] is a game of mystery or of data, of statistics and analysis or of intuition and human instinct."</span></p><p><span style="font-family:arial;">David points out while teams using statistical analysis, such as Oakland and Boston, have achieved a great deal, there is no denying the success of "traditionalist" teams, such as Atlanta and St. Louis. The article is fairly even-handed, but this passage appears to betray the author's feelings. </span></p><blockquote><p><span style="font-family:arial;">"Academic research, however, is pretty much on the side of statistics. Whether diagnosing patients or evaluating job candidates, human beings vastly overestimate their ability to make judgments, research shows. Numbers and analysis almost always make people better.</span></p><p><span style="font-family:arial;">'There have been hundreds of papers on subjects from picking students for a school to predicting the survival of cancer patients,' said Richard Thaler, a University of Chicago economist who uses sports examples in his class on decision-making. When a computer model is given the same information as an expert, the model almost always comes out on top, Thaler said."</span></p></blockquote><p><span style="font-family:arial;">This last sentence begs the question, however, because traditionalists would argue that the "computer model" never has the "same information" as the scout or coach. And they would be right. The real question is whether the benefits of more data (often collected and analyzed in a more objective manner) outweighs the costs of a simplified model that necessarily ignores some aspects of reality. Thaler argues above that in most circumstances the answer appears to be yes. And in baseball, I believe the argument in most cases is yes.</span></p><p><span style="font-family:arial;">But in basketball, I am not so sure. Recently, I received an e-mail from a friend who argues that "basketball stats are a really interesting challenge."</span></p><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><p><span style="font-family:arial;">"There's a sense in which [basketball stats are] much more related to economics than baseball stats are, which I always found a bit boring although incredibly accurate and powerful as a game predictor. Baseball is mostly about a small number of repetitive hand/eye coordination tasks, while basketball involves constant maximizing interaction between optimizing actors on the court."</span></span></p></blockquote><p><span style="font-family:arial;">Tabulating statistics may very well be the best way to form predictions about the "repetitive hand/eye coordinating tasks" of baseball, but applying those same techniques to the game of basketball which "involves constant maximizing interaction between optimizing actors" may not prove to be as useful. The costs of a simplified model may be too high.</span></p><p><span style="font-family:arial;">But do not interpret me to be saying that statistical analysis has no place in basketball. Instead the point I am trying to make is that basketball people are right to be skeptical of statistical analysis, because analyses based upon an overly simple model of the game of basketball often can be more misleading than useful.</span></p><p><span style="font-family:arial;">A good example of this is the </span><a href="http://sonicscentral.com/apbrmetrics/viewtopic.php?t=333"><span style="font-family:arial;">"possession usage vs. offensive efficiency" debate over at APBRmetrics</span></a><span style="font-family:arial;">. Dean Oliver, author of <a href="http://www.basketballonpaper.com/"><em>Basketball on Paper</em></a> and consultant for the Seattle Supersonics, makes the following argument.</span></p><blockquote><p><span style="font-family:arial;">"Implying that all these high percentage, low usage shooters can ramp up their usage without penalty implies that the people running the NBA are not just a little wrong. It implies also that the fundamental nature of basketball is poorly understood. It implies that any sort of linear weights rating is wrong. </span><span style="font-family:arial;">. . . </span></p><p><span style="font-family:arial;">It implies that pretty much every rating method is wrong, because the context in which players are being used is incorrect. [Dan Rosenbaum's] method, which is totally different from others here, has to be wrong because it is flawed by the decision to not let Fred Hoiberg shoot 25 [times] per game. This is not just a matter of a tiny little assumption that has to be proven. This is a principle that really underlies the game of basketball. It very much distinguishes it from baseball, where players take turns being on offense."</span></p></blockquote><p><span style="font-family:arial;">This argument by Dean highlights how important a solid understanding of the game of basketball is to good statistical analysis in basketball. But a solid understanding of statistics - perhaps moreso than what is necessary in baseball - is also critical in making the right judgments when using basketball statistics. </span></p><p><span style="font-family:arial;">I have heard reports of a Western Conference general manager that is heavily using basic unadjusted plus/minus data in his evaluation of free agent acquisitions. I probably understand the nuances of working with plus/minus data about as well as anyone, and I am one of the biggest advocates for plus/minus data. But I shudder when I hear about this general manager.</span></p><p><span style="font-family:arial;">It is easy to misinterpret what can be learned from plus/minus data, and I see mistaken analyses using these data more often than not. Teams do not play their players randomly. Match-ups matter. Roles matter. And trying to isolate the contribution of a player or two when ten players are on the floor at a time is a tough statistical feat. Hearing a general manager without extensive experience with statistical analysis is making heavy use of these data sounds to me like a recipe for disaster. Without a strong understanding of statistics, as well as a strong understanding of basketball, it is just too easy for statistics to be more misleading than useful. </span></p><p><span style="font-family:arial;">Another example is Dallas who has for several years made use of adjusted plus/minus ratings in their coaching/front office decisions. And the consultants who do this work for the Mavericks - Wayne Winston and Jeff Sagarin - are unquestionably skilled data analysts. But they have never interacted much with the wider basketball statistics community, and I think this has made it more difficult for them to place their work in the proper perspective. (I cannot begin to describe how the </span><a href="http://sonicscentral.com/apbrmetrics/"><span style="font-family:arial;">APBRmetrics</span></a><span style="font-family:arial;"> community has been influential in my thinking.)</span></p><p><span style="font-family:arial;">In addition, my understanding is that these adjusted plus/minus ratings are largely treated as "raw data" and the coaches/front office are pretty much left to their own devices in interpreting/analyzing the data. This, in my opinion, is a huge mistake, which very well could result in very useful data produced by skilled analysts being more misleading than helpful for the Dallas coaches/front office.</span></p><p><span style="font-family:arial;">Given all of this, I think it is very much an open question how useful statistical analysis can be in basketball decision-making. Done poorly, I think it can hurt teams. Done well, I think it can be a valuable asset. My sentiments are summed up pretty well in this passage by <a href="http://sonicscentral.com/apbrmetrics/viewtopic.php?t=299&start=0&postdays=0&postorder=asc&highlight=confirmation+bias">NickS at APBRmetrics</a>.</span></p><blockquote><p><span style="font-family:arial;">"The reason to use stats in any field is because humans are poor at evaluating probability. We tend to see patterns where there aren't, overestimate the probability of low frequency events and, most importantly, have a tendency towards </span><a class="postlink" href="http://en.wikipedia.org/wiki/Confirmation_bias" target="_blank"><span style="font-family:arial;">comfirmation bias</span></a><span style="font-family:arial;"> -- looking for evidence that confirm our preexisting beliefs.</span></p><p><span style="font-family:arial;">One of the things that's said in defense of stats in baseball is that you can't tell the difference between a .260 hitter and a .280 hitter by watching one game or one series. The difference amounts to one extra hit every 2 weeks. Similarly is there any way to tell just by watching whether Eddy Curry is more or less prone to turnovers than Yao Ming? </span></p><p><span style="font-family:arial;">Similarly I think that one of the best uses of stats is to provoke questions and try to map out ways in which questions can be answered. How can we tell if a team is shooting 'too many' or 'too few' three-pointers? Do shot-blockers have an 'intimidation' effect? How valuable are 'scoring' point guards compared to 'traditional' point guards? Are specialists more or less valuable than generalists? How valuable is it to have guards who can rebound or big men who can pass? What separates a good shooter from a great shooter? Stats can't answer all of those questions but they can rule out some wrong answers that have intuitive appeal and focus attention on possibilities that are more likely to be correct."</span></p></blockquote><p><span style="font-family:arial;">Statistical analysis can play a critical role in basketball decision-making, but it can also be misleading if the complexities of the game of basketball (and the statistical issues generated by those complexities) are not well understood. In other words, the bar is higher for statistical analysis in basketball than it is in baseball. Ultimately this will greatly benefit the teams that incorporate skilled statistical analysts in the right way, because the greater complexities in basketball will mean that it will be harder for other teams to ever catch up with the first teams that get this right. It will be fascinating seeing how this all plays out over the next few years.</span></p><p><span style="font-family:arial;"><em><span style="font-family:arial;">Last updated: 4:00 AM, August 29, 2005</span></em></span></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1124301366819468802005-08-17T13:37:00.000-04:002005-08-22T00:26:09.276-04:002005-08-22T00:26:09.276-04:00A Mea Culpa by Mark Cuban<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:times new roman;"><a href="http://www.blogmaverick.com/entry/1234000823054644/#comments"><span style="font-family:arial;">Mark Cuban in his blog</span></a><span style="font-family:arial;"> presents a fascinating discussion of how the financial realities of the NBA, along with his misunderstandings of these realities, eventually resulted in him waiving one of his best friends - Michael Finley. This blog entry should be required reading for every NBA front office executive. It is a textbook example of why teams need more than a "capologist" who understands the ins and outs of the collective bargaining agreement. Teams need to understand how the details of collective bargaining agreement, trends in revenue across the league, and the structure of team salaries and player contracts will come together to form a market for trades and free agency. Seeing how that market will develop and how it can be exploited is worth millions (if not tens of millions) to teams.</span></span></p><p><span style="font-family:times new roman;"><span style="font-family:arial;">I have had the good fortune of having dozens (and maybe hundreds) of e-mail exchanges with Mark over the years, as well as meeting him for lunch last Spring. He is a very impressive person - friendly, smart, insatiably curious, and always thinking.</span></span></p><p><span style="font-family:times new roman;"><span style="font-family:arial;">(As an aside, my wife who is better at judging this than me was impressed by how down-to-earth he was. As an example, he remembered details about my wife that I had briefly mentioned to him in an e-mail several weeks before. This despite the fact that he handles hundreds of e-mails a day. Also, he generously offered to assist on a personal matter that we never in a million years would have thought about asking his assistance with.)</span></span></p><p><span style="font-family:times new roman;"><span style="font-family:arial;">Mark also has as good or better an understanding of the collective bargaining agreement as anyone that I have run across in the league or the player's association, for that matter. This is especially true when thinking about the implications of the rules as Mark is a damn good economist. (He is also a very good stats person.)</span></span></p><p><span style="font-family:times new roman;"><span style="font-family:arial;">That said, Mark has so many irons in the fire that sometimes he just does not have the time to think carefully through the implications of every last detail. Combined with his aggressive decision-making justified by his remarkable life story, this can lead to mistakes - especially as new realities start to unfold. He alludes to this in his blog.</span></span></p><span style="font-family:times new roman;"><span style="font-family:arial;"><blockquote><span style="font-family:times new roman;"><span style="font-family:arial;"></span></span></blockquote><blockquote><span style="font-family:times new roman;"><span style="font-family:arial;"><p>"The model for success in the NBA has changed over the past 6 years I have been in the league. When I first got to the Mavs, there was no luxury tax, revenues from TV and the league went up every year, as did the salary cap. That changed dramatically with the leagues new TV deal and it changed even further with this years new collective bargaining agreement. Rather than an environment where salaries could go up because the cap and revenues were going up, we entered an environment where trades were made almost exclusively for financial reasons and rarely for basketball skill reasons.</p><p>The Mavs tried to take advantage of the situation. When the annual league revenue increases stopped and a luxury tax loomed, teams adjusted their financial profiles. To get under the tax threshold, they offered good players packaged with horrible contracts. We took them. We hoped the talent would get us a championship before the number of bad contracts we took on in trades caught up with us.</p><p>It didn't happen."</p></span></span></blockquote><p>In the end trying to buy a championship is too expensive in the NBA. It may occasionally work for the Yankees in baseball, but in the NBA the salary cap and luxury tax make it prohibitively expensive to go that route. Trying to buy a championship also tends to lead to teams with too many scorers and too few role players, another point Mark now realizes.</p><blockquote>"More importantly we have gone from just trying to acquire talent to have assets that in turn might be traded for better talent, to making sure we have players that fill a role for Coach Johnson’s vision of the team. Today, and for the future with young players that we can develop to fill those roles on future Mavs teams."</blockquote><p>The problem with the idea of "acquiring talent to have assets" is that too often these "assets" have large contracts. But if a player produces less than his contract is worth, he is not an asset to the Mavs or any other team that he might be traded to. This reality becomes more important in a league with a luxury tax that doubles (or more than doubles) the costs of adding a player. In essence, we get back to the principle that a player is an "asset" only if his marginal productivity exceeds the marginal cost he adds to the team.</p><p>And players who don't fit into a role on a team, i.e. don't have high match quality, to use an economics term, run the risk of seeing their asset value fall over time. Players who are poor matches often are not going to be happy in their roles. This leads to reduced productivity for the team and the perceived value of that "asset" starts to fall. Putting players into roles where they can succeed probably is THE most important task of coaches and front offices. It leads to more wins and increased asset values for player contracts.</p><p>To that end, I have one final suggestion for Mark Cuban. Last year Seattle exceeded all expectations not because they got better players (very little change from the previous year) or got a new coach (the coaching staff stayed about the same), but because they did a better job putting players into roles where they would succeed. Part (but not all) of the reason for that is because they added Dean Oliver. Dean is a great stats expert and good basketball person and his specialty is helping coaches and front offices put teams together that best utilize their players' talents.</p><p>I know that Mark is not a big fan of Dean's book, but that is somewhat beside the point. Look at the evidence. Seattle improved by 15 games without significant changes in personnel or in the coaching staff. Historically, spending more on players has on average cost about $3 or $4 million for every extra win. Even if Dean had only a one tenth probability of being responsible for a third of those extra 15 wins, he would be worth $1.5 million a year. Wouldn't it make sense to take a tiny chance and spend one tenth of that and have Dean helping you? </p></span><p><em><span style="font-family:arial;">Last updated: 3:00 PM, August 17, 2005</span></em></p></span>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1123361062823526132005-08-08T15:00:00.000-04:002005-08-27T00:08:10.486-04:002005-08-27T00:08:10.486-04:00Update: how will the new NBA collective bargaining agreement and new luxury tax rules affect the free agent market?<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">Shortly after the new deal was announced between the players and owners, I declared it a big victory for the players. But with a caveat. We shouldn't pretend that the fat lady was singing until the fat lady was indeed singing.</span></p><p><span style="font-family:arial;">And not a peep was heard from the fat lady until more than a month later when the final details were hammered out. Based upon what I am hearing, the owners did quite well. This deal is pretty even for both sides and the ultimate outcome will depend largely on what happens to revenue growth over the life of the deal.</span></p><p><span style="font-family:arial;">The initial details suggested that the teeth were taken out of the luxury tax, but that does not appear to be true. The luxury tax is guaranteed in every season of the deal at a lower threshold than used in 2004-05. Perhaps most importantly, teams not paying luxury taxes will likely continue to get larger luxury/escrow tax distributions than teams paying the tax. The new luxury/escrow tax system will be different, but it may deter spending just as much as the old system.</span></p><p><span style="font-family:arial;">The increases in the salary cap were not extended to maximum salaries, which for owners takes a bit of the sting out of that change. Also, changes in the formula for the salary cap and for salary cap holds will, in effect, make the increase in the salary cap smaller than it appears. In addition, changes in the formula for the Mid-Level Exception (MLE) will result in it growing more slowly than it otherwise would.</span></p><p><span style="font-family:arial;">Another important detail not known last month was that basketball related income (BRI) increased to $3.037 billion in 2004-05 - a 10.2% increase over 2003-04. That is a marked change from the 1.7% average growth over the previous two seasons. Part of the increase is due to the expansion Charlotte franchise and some accounting quirks, but some of it appears to reflect real growth. If so, the players may regret allowing maximum raises to decrease. It could be the case that revenue growth comes close to outstripping these maximum raises.</span></p><p><span style="font-family:arial;">Before continuing, let me lay out the major provisions of this new deal. The provisions in green should significantly increase the overall compensation of the players, while those in red should decrease them. There is a lot in here that I believe is not reported anywhere else at this time, so I hope that this can serve as a resource for what this new deal looks like (at least until Larry Coon is able to update his FAQ). I think I have pretty good information on most of these provisions, but as new information becomes available, I will update this material.</span></p><ol><li><span style="font-family:arial;color:#ff6666;">The luxury tax will be dollar-for-dollar on spending above the 61.0% of BRI luxury tax threshold (just below that used prior to 2004-05), except that the new deal guarantees that the luxury tax will be triggered in every season of the deal. [Note that in 2004-05 the threshold was at 63.3% of BRI.]</span></li><li><span style="font-family:arial;color:#33ff33;">All teams (including those who pay tax) under the new deal will receive a full share of the escrow tax collections. The most likely distribution of the luxury tax appears to be a full share to teams below the luxury tax threshold with the remainder being split evenly among all teams. This is likely to result in teams losing about $3 million in distributions in 2005-06 (more in later seasons) if they end up being taxpayers. </span></li><li><span style="font-family:arial;color:#33ff33;">Luxury Tax Amnestry Provision (Allan Houston Rule): Up through August 15, teams will be given a one-time opportunity to waive one player and eliminate the luxury tax on any future contractual payments to that player. The salary will still count towards the salary cap, and payment will still have to be paid to the player according to the contract, but the team will not be subject to tax on that player’s contract. This provision will also apply to previously waived players, but not players traded for after June 21st. </span></li><li><span style="font-family:arial;">For all minimum salary players, teams above the luxury tax threshold will pay luxury tax equal to the amount for a minimum salary player with two years of experience. This is also true of minimum salary players with zero or one year experience, whose salary for luxury tax purposes will be bumped up to that for players with two years of experience. <strong>Edit:</strong> This is how it reads in the CBA, but according to league sources this rule will be changed to only apply to free agents with zero or one year of experience who earn up to the minimum for a second year player.</span></li><li><span style="font-family:arial;color:#33ff33;">The salary cap and luxury tax exceptions for players who are deemed ‘permanently injured’ will begin after one year rather than two, but can only be applied by the team on which the player played at the time of injury. [Teams will not be able to trade Terrell Brandon to a team looking to create salary cap space and/or avoid the luxury tax.] </span></li><li><span style="font-family:arial;color:#33ff33;">The escrow tax on player salaries will be reduced from 10% in year one, to 9% in years two through five, and to 8% in year six of the agreement.</span></li><li><span style="font-family:arial;">The players will be guaranteed a total of 57% of BRI each year. My understanding is that, contrary to earlier reports, this percentage will not increase during the life of this agreement.</span></li><li><span style="font-family:arial;">The escrow tax will only be retained by the owners to offset salary costs when total salaries exceed 57%, just like in the last season of the prior deal, but in the new deal that threshold will be raised to 57.5% if BRI is 30% higher than in 2004-05 and to 58% if BRI is 60% higher than in 2004-05.</span></li><li><span style="font-family:arial;color:#33ff33;">The salary cap will be set at 49.5% iof BRI in 2005-06 and 51% thereafter, up from 48.04%. Maximum salaries will continue to be tied to the old 48.04% of BRI percentage.</span></li><li><span style="font-family:arial;">Gilbert Arenas Provision: Restricted free agents in their first two seasons can be offered contracts above the MLE by teams with salary cap room, but in the first two seasons of such deals players will be paid the MLE and 108% of the MLE. After the second year of the contract, the contract can increase to the maximum allowable salary for that player. For example, with no restrictions a player in their first two seasons could be offered a maximum deal of $69.6 million over five years ($12M, $12.96M, $13.92M, $14.88M, and $15.84M.) But this provision will limit that to $55 million over five years ($5M, $5.4M, $13.92M, $14.88M, and $15.84M). For the team offering this contract, the salary cap hold will be equal to the average value of this contract over each of the five years of the contract - in this case $11 million. Thus, the offering team would need to have $11 million in space under the salary cap in order to offer this contract. The original team can match if it has its MLE or early Bird exception available and for the original team the salary cap hold will be equal to the value of the contract in each year ($5 million in the first year, $15.84 in the last year). </span></li><li><span style="font-family:arial;color:#33ff33;">A team will have 7 days to match an offer for a restricted free agent (down from 14).</span></li><li><span style="font-family:arial;color:#ff6666;">The maximum length of a new contract will now be 6 years for a player who signs with his current team (down from 7), and 5 years for a player who signs with another team (down from 6).</span></li><li><span style="font-family:arial;color:#ff6666;">The maximum annual raises on a new contract will now be 10.5% of the first-year salary (not compounded) for a player who signs with his current team (down from 12.5%), and 8% for a player who signs with another team (down from 10%).</span></li><li><span style="font-family:arial;">First-round picks will be given standard contracts with two years guaranteed (down from 3), followed by two years of team options (up from 1). The contract amounts will remain standardized. [The option for year 3 will have to be picked up prior to year 2. This is very early to give up on a rookie, so it is likely that teams will rarely decline this option.]</span></li><li><span style="font-family:arial;">In general, there are no changes being made to the general salary cap exception mechanisms which allow teams to exceed the salary cap to add players, such as the Bird Exception, Million Dollar Exception (renamed the Bi-annual Exception), Mid-Level Exception (MLE), etc. However, the average NBA salary will be computed assuming 13.2 players per team (up from 12.5), which will result in the MLE being about five percent smaller than it would otherwise be.</span></li><li><span style="font-family:arial;color:#33ff33;">For teams over the salary cap, trades will be allowed as long as they trade away as much first-year salary as they receive within 25% (up from 15%) + $100,000.</span></li><li><span style="font-family:arial;">Gary Payton Rule: Players will have to wait 30 days in the regular season (20 days in the offseason) before being allowed to sign with the team that traded them away.</span></li><li><span style="font-family:arial;">Alonzo Mourning Rule: The league will have more discretion to fine players who refuse to play for a team they are traded to.</span></li><li><span style="font-family:arial;">Base-year compensation (BYC) rules (for trades involving players who just received a sizable raise) will expire on the later of (a) June 30 of the following year or (b) six months following the commencement of base year compensation player status.</span></li><li><span style="font-family:arial;">Minimum salary levels will be increased by 3.5%.</span></li><li><span style="font-family:arial;">Teams will be required to have 13 players (up from 11) under contract with the maximum staying at 15. Related to this, teams will have a salary cap hold for every roster spot under 12 (up from 11). The league has guaranteed that teams will have an average of 14 players and will be fined if that average is not met.</span></li><li><span style="font-family:arial;">The active roster will still be limited to 12 players, but the designation for the others will now be ‘inactive’ rather than ‘injured.’ </span></li><li><span style="font-family:arial;">The NBA age limit will be 19, and one year past high school for Americans, based on calendar year. [There is likely to be a related league rule implemented that prohibits NBA scouts and personnel from scouting any high school games.]</span></li><li><span style="font-family:arial;">The NBA Developmental League (NBDL) age limit will be 18, down from 20. </span></li><li><span style="font-family:arial;">Teams will be able to send players with less than two years experience to the NBDL for needed development during the year, while still retaining full rights, with the ability to recall any such player at any time as desired. Such players will receive their full NBA pay.</span></li><li><span style="font-family:arial;">Teams will be able to send an assistant coach to their associated NBDL team to work with and monitor the development of their players.</span></li><li><span style="font-family:arial;">Players will be subject to as many as 4 random drug tests per year (up from 1), with penalties increasing for failing a test on a 4-strike system (5-10 games, 25 games, 1 year, lifetime).</span></li><li><span style="font-family:arial;">Suspensions for on-court misbehavior will be subject to arbitration if the penalty exceeds 12 games (formerly there was no arbitration regardless of length).</span></li><li><span style="font-family:arial;">More money will be added to pension payments for the older retired players, pending approval under IRS regulations. [I am not sure what happened with this. I certainly hope this made it into the final deal.]</span></li></ol><p><span style="font-family:arial;">From the beginning, I have argued that the big enchilada in this deal is the change in how luxury and escrow taxes are distributed back to the teams. In the old deal the bulk of the $300 million or so a year (in luxury and escrow taxes) went to teams below the luxury tax threshold. This resulted in the first $3 to $4 million spent above the luxury tax threshold costing teams $3 to $4 million in luxury taxes and $8 to $10 million in lost distributions. That, in effect, was a 300 to 400 percent effective tax rate for spending just above the luxury tax threshold. That got teams attention and for some teams made the luxury tax threshold a "hard cap." </span></p><p><span style="font-family:arial;">The new deal results in the escrow taxes being distributed evenly to all of the teams. Non-luxury tax payers also get 1/30th of the luxury taxes and mostly likely all teams will get about 1/30th of what is left over. That would mean that the first dollar of luxury tax would cost teams $3 to $4 million in lost luxury tax distributions. It is not the $8 to $10 million in the last deal, but if teams might lose all of that money with their first dollar of luxury tax it might result in many teams treating the luxury tax threshold as a "hard cap."</span></p><p><span style="font-family:arial;">This is bolstered by the the luxury tax being guaranteed to be triggered in every season and the luxury tax threshold being known prior to the season (at a level below that of 2004-05). I suspect this might result in more teams treating the luxury tax threshold as a "hard cap."</span></p><p><span style="font-family:arial;">On the other hand, as soon as teams take the $3 to $4 million hit, the effective tax rate will be just 100 percent, which is lower than it was in the old deal. Also, the luxury tax teams will be richer because they will be getting a higher share of the distributions. This could result in more spending. The luxury tax amnesty provision, in essence, redistributes income from low-spending to high-spending teams, which likely will result in more spending, especially since it puts more players into the free agent market.</span></p><p><span style="font-family:arial;">So the luxury/escrow tax system will be different, although it is possible that it may deter spending as much as the old deal. (Note also that the players will be paying less in escrow tax at the end of this deal. That is a clear benefit for the players.)</span></p><p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;">As mentioned above, the salary cap increase is a benefit to the players. But it is phased in (starting at 49.5% in 2005-06 and rising to 51% thereafter) and the salary cap hold for the 12th roster spot will in effect make the increase a bit smaller. Also, the welcome changes in how projected BRI is calculated will likely result in the salary cap being a bit smaller than it otherwise would have been. Finally, not allowing maximum salaries to rise with the increase in the salary cap is a big deal, because maximum salary players account for a significant share of total player compensation. All told, the increase in the salary cap is good for the players, but not as much as it appeared a month ago.</span></p><p><span style="font-family:arial;">And finally, if the over 10 percent increase in BRI is the start of a new trend, the legislated reduction in maximum raises could result in players not being able to keep pace with BRI growth. Potentially that more than anything could result in this being a great deal for the owners.</span></p><p><span style="font-family:arial;">This author initially claimed that the players may have taken the owners to the cleaners with this new deal. Well, about the only thing that needs to be taken to the cleaners is perhaps my mouth for suggesting that the league may have negotiated a bad deal. (I expressed a lot of caveats, but should have been more skeptical of those initial details.) So if the league would like to send a bar of soap down here to Greensboro, I promise to oblige them by sticking it in my mouth.</span></p><p><em><span style="font-family:arial;">Last updated: 11:59 PM, August 26, 2005</span></em></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1123247998877088652005-08-05T09:09:00.000-04:002005-08-05T09:21:08.506-04:002005-08-05T09:21:08.506-04:00Defense: what do the adjusted plus/minus ratings say?<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">I have updated my defensive ratings and provided more detail in an </span><a href="http://www.82games.com/rosenbaum3.htm"><span style="font-family:arial;">article posted at 82games.com</span></a><span style="font-family:arial;">.</span></p><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><p><span style="font-family:arial;color:#ffffcc;">We can debate about what plus/minus statistics tell us about future defensive effectiveness (especially if a player changes roles), but there can be no debate about what they tell us about past defensive effectiveness. Like a free throw percentage statistic that records who was the most effective free throw shooter, plus/minus statistics can be used to record who was the most effective defender. The calculation is more complicated, especially when we account for the other players on the floor, but the concept is the same. </span></p><p><span style="font-family:arial;color:#ffffcc;">Nobody, including this author, believes that these lists are the be all and end all. </span><em></p></blockquote><p><span style="font-family:arial;">Last updated: 9:30 AM, August 5, 2005</span></em></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1122972257251853292005-08-02T01:59:00.000-04:002005-08-03T23:47:34.306-04:002005-08-03T23:47:34.306-04:00Defense on the perimeter: what do the adjusted plus/minus ratings say?<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">It has been interesting seeing the reaction to </span><a href="http://danrosenbaum.blogspot.com/2005/07/defense-for-big-men-what-do-adjusted.html"><span style="font-family:arial;">my list of best and worst big men defenders</span></a><span style="font-family:arial;">. This writer never claimed for a minute that these were THE definitive lists (in the exact right order) of defensive big men. That is not the nature of statistical evidence. (If we are honest with ourselves, we would realize that this is the nature of most non-statistical evidence as well.)</span></p><p><span style="font-family:arial;">With statistical evidence we generally are painting with broad strokes because the results are rarely precise enough to distinguish a player rated #3 from one rated #7. That said, these results with a handful of exceptions, do tell us that the players in the "best" lists are better than average defenders and the players in the "worst" lists are not. Context does matter, but watching players who change teams it appears that context does not typically change a defender from an elite defender to an average one.</span></p><p><span style="font-family:arial;">And remember that these lists are based upon plus/minus statistics that measure how a team defends when a player is in the game versus when he is not. Since how a team defends when a given player is in the game IS what we care most about, when we see odd results we have to ask ourselves why the team defends so well (or so poorly) when that player is in the game.</span></p><p><span style="font-family:arial;">And remember I am accounting for who a player is playing with and against and for garbage/clutch time play. So for these adjusted plus/minus ratings it does not matter who a player's substitute is, like it does with unadjusted plus/minus ratings. </span></p><p><span style="font-family:arial;">Now these results are a combination of adjusted plus/minus ratings (based upon three seasons with most of the weight on last season) and statistical plus/minus ratings (based upon just last season) that average in the adjusted plus/minus ratings of players similar to a given player. I get a lot of objections to including this statistical plus/minus rating because supposedly players without gaudy defensive stats will be hurt by this statistical plus/minus ratings.</span></p><p><span style="font-family:arial;">But players like Bruce Bowen and Tayshaun Prince turn out to be more highly rated by the statistical plus/minus rating than the adjusted plus/minus rating. (On average, players selected to the All-Defensive teams were more highly rated by the statistical plus minus/rating.)</span></p><p><span style="font-family:arial;">Now again in </span><a href="http://www.uncg.edu/bae/people/rosenbaum/NBA/winval2.htm"><span style="font-family:arial;">"Measuring How NBA Players Help their Teams Win"</span></a><span style="font-family:arial;"> I describe the gory details of how I compute these adjusted plus/minus ratings. (I have made a few changes since then, along with adding another year of data.) So combining ratings of defense from a players' own adjusted plus/minus rating and that of players similar to him, which players are the best defenders? I list the best and worst by position among players playing 1,000 or more minutes in 2004-05. These ratings are predictions for the 2005-06 season assuming that younger players will improve their defense and older players may see a decline in their defense.</span></p><p><span style="font-family:arial;">And remember if you don't like the ratings (and the player is not a rookie who with only one year of data is more prone to error), ask yourself two questions.</span></p><p><span style="font-family:arial;">Why does the player's team defend a lot better (or worse) when that player is in the game? Why do the teams of players similar to that player defend a lot better (or worse) when they are in the game?</span></p><p><span style="font-family:arial;">And now that I have bored you to tears, here are the lists. </span></p><p><strong><span style="font-family:arial;">Top Six Small Forwards (best to worst):</span></strong></p><ol><li><span style="font-family:arial;">Shane Battier</span></li><li><span style="font-family:arial;">Darius Miles</span></li><li><span style="font-family:arial;">Trevor Ariza</span></li><li><span style="font-family:arial;">Shandon Anderson</span></li><li><span style="font-family:arial;">Paul Pierce</span></li><li><span style="font-family:arial;">Bruce Bowen</span></li></ol><p><strong><span style="font-family:arial;">Bottom Six Small Forwards (worst to best):</span></strong></p><ol><li><span style="font-family:arial;">Peja Stojakovic</span></li><li><span style="font-family:arial;">Matt Harpring</span></li><li><span style="font-family:arial;">Lee Nailon</span></li><li><span style="font-family:arial;">Wally Szczerbiak</span></li><li><span style="font-family:arial;">Tim Thomas</span></li><li><span style="font-family:arial;">Carmelo Anthony</span></li></ol><p><span style="font-family:arial;">Remember that Ron Artest did not make this list because he did not play 1,000 minutes last season. The big surprises here probably are Ariza, Harpring, and the absence of Tayshaun Prince.</span></p><p><span style="font-family:arial;">Ariza is a rookie who did not play a lot of minutes so take his rating with a grain of salt. Harpring has not been an effective defender in each of the last three seasons, but I think last season he was a bit worse because of nagging injuries.</span></p><p><span style="font-family:arial;">Prince seems to benefit a great deal from playing with the two Wallaces. His raw plus/minus is very good, but once I account for the fact that he plays with the two Wallaces, it falls apart. When he plays without them, Detroit struggles on defense, whereas the Wallaces just do not seem to miss him much when he is out of the game. That said, Prince plays so many of his minutes with the two Wallaces that it is a bit difficult to separate out their relative contributions.</span></p><p><span style="font-family:arial;"></span></p><p><strong><span style="font-family:arial;">Top Eight Shooting Guards (best to worst):</span></strong></p><ol><li><span style="font-family:arial;">Tony Allen</span></li><li><span style="font-family:arial;">Andre Iguodala</span></li><li><span style="font-family:arial;">Josh Smith</span></li><li><span style="font-family:arial;">Ben Gordon</span></li><li><span style="font-family:arial;">Aaron McKie</span></li><li><span style="font-family:arial;">Gerald Wallace</span></li><li><span style="font-family:arial;">Manu Ginobili</span></li><li><span style="font-family:arial;">Eddie Jones</span></li></ol><p><strong><span style="font-family:arial;">Bottom Eight Shooting Guards (worst to best):</span></strong></p><ol><li><span style="font-family:arial;">Michael Redd</span></li><li><span style="font-family:arial;">DeShawn Stevenson</span></li><li><span style="font-family:arial;">Jalen Rose</span></li><li><span style="font-family:arial;">Keith Bogans</span></li><li><span style="font-family:arial;">Latrell Sprewell</span></li><li><span style="font-family:arial;">Raja Bell</span></li><li><span style="font-family:arial;">Ricky Davis</span></li><li><span style="font-family:arial;">J.R. Smith</span></li></ol><p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;">For this best list to be dominated by rookies is very different from last season when the rookies as a group were terrible on defense. This season they were quite good and look even better in this list because this is a projection for next year and I would expect their defense to get better with experience. But remember to take these rookie ratings with a grain of salt. We really need another season to get an accurate assessment of their defense using plus/minus ratings.</span></p><p><span style="font-family:arial;">In particular, Gordon is a puzzle since he has a reputation of being a terrible defender. He played the bulk of his minutes with Tyson Chandler and it appears to me he is getting credit for a lot of Chandler's handiwork because the few times Gordon was in but Chandler was not, the Bulls played great defense. On the other hand, in the few times when Chandler was in but Gordon was not, the Bulls played pretty poor defense.</span></p><p><span style="font-family:arial;">Statistically, this implies that it was Gordon and not Chandler that was the reason for the Bulls' good defense. And thus he gets more credit for the good defense during the times when they were both in the game. Gordon may be a better defender than he has gotten credit for, but I suspect that part of this is just good fortune. Once we have another season to try to separate Chandler and Gordon, it should be easier to assess Gordon's defensive effectiveness.</span></p><p><span style="font-family:arial;">And yes, it is Redd who is the max player who is rated the worst defender at his position. The Bucks over the past three seasons have consistently been better when Redd has been out of the game. (In fact, it is striking how consistent the results have been.) And the reason is because he has been a horrible defender - just plain horrible. There has been no player who has played anywhere near the minutes he has over the past three seasons that has rated as consistently horrible on defense as Redd has. But I think what we learn from all of this is that defense may win championships, but it does not pay the bills.</span></p><p><span style="font-family:arial;">Interestingly, Bell who is being signed by the Suns in order to shore up their defense rates as a bad defender. What is remarkable about Bell's results is that he has played for several teams over the past three seasons and yet his defensive ratings have been consistently bad. That strongly suggests that putting him in a new context with the Suns is not going to markedly improve his defense.</span></p><p><strong><span style="font-family:arial;">Top Five Point Guards (best to worst):</span></strong></p><ol><li><span style="font-family:arial;">Chris Duhon</span></li><li><span style="font-family:arial;">Marcus Banks</span></li><li><span style="font-family:arial;">Earl Watson</span></li><li><span style="font-family:arial;">Jason Kidd</span></li><li><span style="font-family:arial;">Eric Snow</span></li></ol><p><strong><span style="font-family:arial;">Bottom Seven Point Guards (worst to best):</span></strong></p><ol><li><span style="font-family:arial;">Troy Hudson</span></li><li><span style="font-family:arial;">Tyronn Lue</span></li><li><span style="font-family:arial;">Tierre Brown</span></li><li><span style="font-family:arial;">Damon Stoudamire</span></li><li><span style="font-family:arial;">Carlos Arroyo</span></li><li><span style="font-family:arial;">Nick Van Exel</span></li><li><span style="font-family:arial;">Leandro Barbosa</span></li></ol><p><span style="font-family:arial;">Interestingly, two of the best defending point guards (Duhon and Watson) are still available in the free agent market. Now again we only have one season with Duhon (but a lot of minutes in that season and results that are consistent across the adjusted and statistical plus/minus ratings), so we should be a big skeptical of his results. But Watson has consistently over the last three seasons been an elite defender at the point guard position. He seems to be another example of the adage that defense may win championships, but it does not pay the bills.</span></p><p><span style="font-family:arial;">Lue has a reputation of being a good defender, but like Bell he has played in a number of places and consistently been an ineffective defender. His reputation must rest pretty heavily on his play in the Finals when he was somewhat effective against Allen Iverson. That performance has stuck in people's minds in face of conflicting evidence.</span></p><p><span style="font-family:arial;">For more comments about this methodology and these results from some of the top basketball statistics experts, as well as lots of other interesting discussions about basketball statistics, see the </span><a href="http://sonicscentral.com/apbrmetrics/viewforum.php?f=1"><span style="font-family:arial;">APBRmetrics message board</span></a><span style="font-family:arial;">.</span></p><p><em><span style="font-family:arial;">Last updated: 5:00 AM, August 2, 2005</span></em></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1122726152260503032005-07-30T08:09:00.000-04:002005-07-30T19:42:10.933-04:002005-07-30T19:42:10.933-04:00CBA is signed, salary cap set<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">Apparently, in the wee hours this morning <a href="http://sports.espn.go.com/nba/news/story?id=2120167">the league and union hammered out the final details of the new collective bargaining agreement</a>. While I am still eager to find out what those details are, we have gotten word on what the salary cap, luxury tax threshold, and MLE will be.</span></p><p><strong><span style="font-family:arial;">2005-06</span></strong></p><ul><li><span style="font-family:arial;">Salary cap: $49.5 million</span></li><li><span style="font-family:arial;">Luxury tax threshold: $61.7 million</span></li><li><span style="font-family:arial;">MLE: 5.0 million</span></li></ul><p><span style="font-family:arial;"><strong>2006-07 Estimates</strong></span></p><ul><li><span style="font-family:arial;">Salary cap: $49.2 million</span></li><li><span style="font-family:arial;">Luxury tax threshold: $59.7 million</span></li><li><span style="font-family:arial;">MLE: $5.4 million </span></li></ul><span style="font-family:arial;"><p>Except for the fact that 49.5% apparently was used to compute the salary cap (rather than 51% like will reportedly be used next season), the salary cap and luxury tax threshold are almost dead on <a href="http://danrosenbaum.blogspot.com/2005/07/what-will-salary-cap-luxury-tax.html">what I predicted</a>. This suggests that the formula for projected BRI was not changed substantially, which would mean that we should expect the salary cap to stay about the same in 2006-07 and for the luxury tax threshold to fall.</p><p>Now the MLE is a bit lower than I expected, so it appears that perhaps some changes were made to that formula. I am eager to see what they are.</p></span><p><span style="font-family:arial;"><em>Last updated: 8:00 AM, July 30, 2005</em></span></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1122612479439281172005-07-29T00:29:00.000-04:002005-07-29T13:32:21.246-04:002005-07-29T13:32:21.246-04:00The Hornets franchise is a danger to the league<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;"><a href="http://sports.espn.go.com/nba/news/story?id=2118999">ESPN.com is reporting this AP story.</a></span><span style="font-family:arial;"> </span><blockquote><p><span style="font-family:arial;color:#ffffcc;">NEW ORLEANS -- A new lawsuit filed against the </span><a href="http://sports.espn.go.com/nba/clubhouse?team=nor"><span style="font-family:arial;color:#ffffcc;">New Orleans Hornets</span></a><span style="font-family:arial;color:#ffffcc;"> claims the team deprived sales personnel of commissions by falsely recording sales of private suites as if they were group ticket sales in less expensive sections -- a practice that also could have resulted in inflated attendance figures.</span></p><p><span style="font-family:arial;color:#ffffcc;">The lawsuit is one of several new actions filed this week against the Hornets, who already were accused of failing to pay overtime in a federal lawsuit filed earlier this year. There are 12 plaintiffs in that first case, one of whom still works for the team.</span></p><p><span style="font-family:arial;color:#ffffcc;">The new legal actions include a request for a protective order, filed in response to allegations in sworn affidavits, that Hornets executives have sought to intimidate other employees who might qualify to join the federal overtime lawsuit by threatening firings and bad references, which would be illegal. The request also alleges that certain executives have made false statements about the lawsuit in an effort to discourage employees from participating.</span></p><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><span style="font-family:arial;"></span></blockquote><blockquote><span style="font-family:arial;"></span></blockquote></blockquote><p><span style="font-family:arial;">I hope the league takes these allegations very seriously. I love the NBA and hate to see a franchise do so much damage to the NBA. The Hornets franchise has already poisoned the well in Charlotte, which has made it all the more difficult for the new Bobcats franchise to get traction there. Now it appears to be doing the same thing in New Orleans.</span></p><p><span style="font-family:arial;">The league is very concerned with its image and thus has in the past dealt very harshly with criticism of referees by Mark Cuban and Jeff Van Gundy and transgressions by players, such as Ron Artest. The Hornets are damaging the NBA image much more than Cuban, Van Gundy, or Artest ever did, and so I would think it would be in the league's best interest to deal with them as swiftly and sternly as is possible under its rules.</span></p><p><span style="font-family:arial;">David Stern has a tremendous amount of political capital in the league. I think it would be another testament to him if he could creatively come up with a way to help the league do something about this Hornets' franchise.</span></p><p><span style="font-family:Arial;">Update: I intend this to in no way be a criticism of the basketball people for the Hornets. They have, in general, tried to do a good job under very trying circumstances.</span></p><p><span style="font-family:arial;"><em>Last updated: 1:00 AM, July 29, 2005</em></span></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1122535755101883062005-07-28T03:30:00.000-04:002005-07-28T17:47:12.953-04:002005-07-28T17:47:12.953-04:00Defense for the big men: what do the adjusted plus/minus ratings say?<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">If I had a dime for every time I heard that you can't measure defense with stats, I would be a rich man. (Well maybe not rich, but I might have enough money for a nice dinner.)</span></p><p><span style="font-family:arial;">Steals, blocks, and defensive rebounds - they give us only a snapshot of what a player does on defense. We would like to have more and better data to measure defense. One direction is to collect better defensive statistics, an effort that is being spearheaded by </span><a href="http://www.82games.com/charting.htm"><span style="font-family:arial;">Roland Beech at 82games.com</span></a><span style="font-family:arial;">.</span></p><p><span style="font-family:arial;">Another approach is to use plus/minus statistics to measure how a team defends when a player is in the game versus when he is not. It would seem odd to say that a player was a good defender when his team defended better when he was on the bench than when he was in the game.</span></p><p><span style="font-family:arial;">Now, of course, it is important to account for who a player is playing with and against. Playing beside Ben Wallace might even make me appear to be a good defender. For that reason I compute adjusted plus/minus ratings that account for who a player is playing with and against. These adjusted plus/minus ratings can then be broken down into their offensive and defensive components.</span></p><p><span style="font-family:arial;">In </span><a href="http://www.uncg.edu/bae/people/rosenbaum/NBA/winval2.htm"><span style="font-family:arial;">"Measuring How NBA Players Help their Teams Win"</span></a><span style="font-family:arial;"> I describe the gory details of how I compute these adjusted plus/minus ratings. (I have made a few changes since then, along with adding another year of data.) It takes a lot of data for adjusted plus/minus ratings to tell us anything useful and for that reason it is useful to ask another question. What is the average adjusted plus/minus rating of players similar to a given player? Answering this question can give me a second estimate of a players' defensive productivity and help combat errors from adjusted plus/minus ratings due to lack of data.</span></p><p><span style="font-family:arial;">So combining ratings of defense from a players' own adjusted plus/minus rating and that of players similar to him, which players are the best defenders? I list the best and worst by position among players playing 1,000 or more minutes in 2004-05. These ratings are predictions for the 2005-06 season assuming that younger players will improve their defense and older players may see a decline in their defense. </span></p><p><strong><span style="font-family:arial;">Top Five Centers:</span></strong></p><ol><li><span style="font-family:arial;">Ben Wallace</span></li><li><span style="font-family:arial;">Dikembe Mutumbo</span></li><li><span style="font-family:arial;">Theo Ratliff</span></li><li><span style="font-family:arial;">Jason Collins</span></li><li><span style="font-family:arial;">Joel Pryzbilla</span></li></ol><p><strong><span style="font-family:arial;">Bottom Five Centers:</span></strong></p><ol><li><span style="font-family:arial;">Primoz Brezec</span></li><li><span style="font-family:arial;">Marc Jackson</span></li><li><span style="font-family:arial;">Predrag Drobnjak</span></li><li><span style="font-family:arial;">Mark Blount</span></li><li><span style="font-family:arial;">Eddy Curry</span></li></ol><p><span style="font-family:arial;">Ben Wallace by all accounts is a game changer as a defender, so it is comforting to see him at the top of this list. Wallace is joined by three of the top shot blockers in the league in Dikembe Mutumbo, Theo Ratliff, and Joel Pryzbilla. Jason Collins has consistently over the past three seasons had an above average adjusted plus/minus rating and the reason is because he is a very solid defender.</span></p><p><span style="font-family:arial;">Primoz Brezec was a solid offensive player for Charlotte last season, but his poor defense resulted in the Bobcats playing worse when he was out on the court. Eddy Curry also has consistently had a below average adjusted plus/minus rating over the past three seasons, and the biggest reason is his poor defensive play.</span></p><p><span style="font-family:arial;">Interestingly, Kurt Thomas who was recently acquired by the Phoenix Suns rates in the bottom third among centers in defense. It is rather surprising to hear analysts argue that a players who made the 5th worst defense (the Knicks) worse is going to help the 17th best defense (the Suns) get better.</span></p><p><strong><span style="font-family:arial;">Top Seven Power Forwards:</span></strong></p><ol><li><span style="font-family:arial;">Tim Duncan</span></li><li><span style="font-family:arial;">Kevin Garnett</span></li><li><span style="font-family:arial;">Nick Collison</span></li><li><span style="font-family:arial;">Tyson Chandler</span></li><li><span style="font-family:arial;">Nenê</span></li><li><span style="font-family:arial;">Andrei Kirilenko</span></li><li><span style="font-family:arial;">Rasheed Wallace</span></li></ol><p><strong><span style="font-family:arial;">Bottom Seven Power Forwards:</span></strong></p><ol><li><span style="font-family:arial;">Matt Bonner</span></li><li><span style="font-family:arial;">Cliff Robinson</span></li><li><span style="font-family:arial;">Antawn Jamison</span></li><li><span style="font-family:arial;">Juwan Howard</span></li><li><span style="font-family:arial;">Austin Croshere</span></li><li><span style="font-family:arial;">Antoine Walker</span></li><li><span style="font-family:arial;">Shareef Abdur-Rahim</span></li></ol><p><span style="font-family:arial;">I am sure no one will be surprised to see Tim Duncan and Kevin Garnett at the top of the list on defense for power forwards. Nick Collison is a bit of a surprise to anyone who did not watch the Sonics play a lot. (Please note that with just one year of data, ratings for rookies like Collison are more prone to error.)</span></p><p><span style="font-family:arial;">I am sure many will be surprised to see Cliff Robinson in the list of worst defensive power forwards, but last season he had a dreadful adjusted plus/minus rating. Both Golden State and New Jersey played better defense when he was on the bench.</span></p><p><span style="font-family:arial;">It is time for bed now, so I will leave the other positions for the next installment. But as a sneak preview, there will be a player who is about to receive a maximum salary offer who will rate as the worst defensive player at his position. Can you guess who that might be?</span></p><p><span style="font-family:Arial;">For more comments about this methodology and these results from some of the top basketball statistics experts, as well as lots of other interesting discussions about basketball statistics, see the <a href="http://sonicscentral.com/apbrmetrics/viewforum.php?f=1">APBRmetrics message board</a>.</span></p><p><span style="font-family:arial;font-size:100%;"><em>Last updated: 5:45 PM, July 28, 2005</em></p></span>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1121452693663432382005-07-27T14:31:00.000-04:002005-07-27T13:08:06.570-04:002005-07-27T13:08:06.570-04:00Kudos to Chad Ford at ESPN.com<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">Update: I am pushing this up, because it has been reported that <a href="http://www.realgm.com/src_wiretap_archives/36798/20050726/chad_ford_to_leave_espn/">Chad Ford is leaving ESPN</a>. The abuse that I am seeing him get today is extremely immature, largely a combination of jealousy and ignorance.</span></p><p><span style="font-family:arial;">Around this time of year with all of the rumors flying about, sportswriters like Chad Ford take a lot of abuse. But in my humble opinion, Chad Ford is one of the best sportswriters out there. I don't think anyone works harder than he does. He travels all over the country - all over the world - for his stories. I have seen him working and he is constantly talking to people, either in person or on the phone. He understands the collective bargaining agreement as well as any sportswriter (and a lot of front office personnel), and he has started to include advanced statistics from <a href="http://www.82games.com">82games.com </a>and John Hollinger in his articles. And he has a law degree, to boot.</span></p><p><span style="font-family:arial;">I think we all underappeciate how difficult it would be to be in his shoes - to let the public know what he knows without overstepping. I think he does a very good job at that. In my humble opinion, I think we should thank our lucky stars that it is Chad Ford (and not someone else) that is in the "insider" position at ESPN.com.</span></p><p><span style="font-family:arial;">P.S. I like Marc Stein a lot too, but it is Chad Ford who gets most of the abuse on message boards at this time of the year.<br /><br /><em>Last updated: 1:30 PM, July 27, 2005</em></span></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1121141761423997352005-07-22T21:00:00.000-04:002005-07-22T20:15:04.506-04:002005-07-22T20:15:04.506-04:00Part II: Some ideas about the use of capologists and stats experts in NBA front offices<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;">A key issue not addressed in <a href="http://danrosenbaum.blogspot.com/2005/07/some-ideas-about-use-of-capologists.html">Part I</a> of this series is why teams don't invest more in capologists and stats experts.<br /><br />For the most part, I think teams have come to peace with the importance of capologists and over the years understanding of the salary cap and luxury tax has increased significantly league-wide. I think teams would be better off with more intergration of the salary cap and basketball expertise, but teams are not doing too badly in this area. That bodes well for stats experts eventually finding a place in NBA front offices.<br /><br />But for now it is another story. There are teams that have integrated statistical expertise in a serious, meaningful way, but for the majority of teams serious statistical analysis is treated like an ugly stepchild. It is hidden deep in the bowels of the organization and let out occasionally to do some chores.<br /><br />I think the biggest roadblock to stats experts is the idea that stats experts are a substitute for basketball people rather than a complement. That mindset is probably an artifact of the <em>Moneyball</em> revolution in baseball where arrogance, condescension, and mistrust have often characterized the relationship between baseball and stats people. On the basketball side, we certainly have had some of the same problems, but I think many of the key ambassadors from the stats side have a lot of respect for what basketball people know about the game and how critical that is in understanding the stats. Likewise, there are a great number of basketball people who respect what stats experts do.<br /><br />However, because of the interactions between players and importance of roles, statistical evidence is unlikely to be as clear-cut in basketball as it is baseball. With arguments that are more subtle and evidence that is more tenuous, it is difficult for stats experts to be convincing to a skeptical audience of basketball people with a limited understanding of the nature of statistical evidence.</span></p><p><span style="font-family:arial;">Complicating this delicate interplay, some stats experts have made grandiose claims about their methodologies. These may be good marketing strategies, but when these grandiose claims (often made without any acknowledgment of the uncertainty in all statistical evidence) turn out to be false, it damages the credibility of the entire stats community. It is not the mistakes that rub basketball people the wrong way (everyone makes mistakes), it the air of superiority with which these claims are made. Basketball people have paid their dues and learned the game through countless hours playing and watching basketball, and so it has to be grating to hear someone tell them that their computer program makes them obsolete. Especially when that computer program starts spitting out absurd results that are obviously wrong.<br /><br />This makes it hard for basketball people to see the value of serious stats work, especially when they repeatedly get free offers from academics or retired millionaires from Microsoft to do work for them for free. In such an environment all stats people look the same, so it seems ludicrous to invest time and money into any one expert. But as I argued in </span><a href="http://danrosenbaum.blogspot.com/2005/07/some-ideas-about-use-of-capologists.html"><span style="font-family:arial;">Part I</span></a><span style="font-family:arial;">, it is that kind of investment that will result in stats experts helping teams.</span></p><p><span style="font-family:Arial;">But this should not all be put on the teams. We in the basketball stats community need to do a better job communicating. We need to come up with convincing arguments for why we are relevant, why we are not a threat to basketball people, and how we can help basketball people be better at what they do. It will take time, but eventually I think we can do this.</span> <p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;"></span></p><span style="font-family:arial;"><em><span style="font-family:arial;">Last updated: 9:00 PM, July 22, 2005</span></em> <p></p></span>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1122053041201822882005-07-22T12:42:00.000-04:002005-07-22T13:26:08.950-04:002005-07-22T13:26:08.950-04:00Salary cap percentage will only rise to 49.5% in 2005-06<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;">In an e-mail Chad Ford of ESPN.com told me that the salary cap percentage will not be 51% in 2005-06. It will be 49.5% in 2005-06 and 51% starting in 2006-07. This means that if the formula for the salary cap does not otherwise change, the salary cap is likely to be between $49 and $50 million. If the formulas do change (</span><a href="http://danrosenbaum.blogspot.com/2005/07/suggestion-for-changes-in-how-salary.html"><span style="font-family:arial;">and they should</span></a><span style="font-family:arial;">), the salary cap could be quite a bit less than $49 million.</span></p><p><span style="font-family:arial;">The teams most affected by this phasing in of the salary cap percentage probably are Cleveland and Milwaukee. Both teams are bumping up against the salary cap, so it may be tough for Cleveland to be competitive for Marko Jaric or possibly for Milwaukee to be able to re-sign Za Za Pachulia.</span></p><p><span style="font-family:arial;">Also, since maximum salaries are a function of the salary cap, maximum salary players, such as Michael Redd and Joe Johnson, are likely to be paid a little less than they would have if the salary cap percentage had not been phased in.</span></p><p><em><span style="font-family:arial;">Last updated: 1:30 PM, July 22, 2005</span></em></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1121903634431731902005-07-20T19:39:00.000-04:002005-07-22T12:33:24.733-04:002005-07-22T12:33:24.733-04:00The Moratorium Continues<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><a href="http://sports.espn.go.com/nba/news/story?id=2112505"><span style="font-family:arial;">ESPN.com is reporting </span></a><span style="font-family:arial;">that the moratorium will not end on July 22nd because negotiations for the new collective bargaining agreement are ongoing. A tentative agreement was passed on June 21, so this will push the post-agreement negotiations past a month. During the negotiations for the 1999 CBA </span><a href="http://www.eskimo.com/~pbender/nba-daily/98-99/nba-daily-99jan.html"><span style="font-family:arial;">a tentative agreement was in place on January 6 and the moratorium ended on January 21 </span></a><span style="font-family:arial;">- a span of 15 days.</span></p><p><span style="font-family:arial;">Now, of course, there was a lot more pressure to resolve issues last time when games were being lost, but this suggests that these negotiations are more than a mere formality. It will be interesting to see the outcome. </span></p><p><span style="font-family:arial;"><em>Last updated: 8:00 PM, July 20, 2005</em></span></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1121386413432523202005-07-16T01:00:00.000-04:002005-07-22T12:38:38.930-04:002005-07-22T12:38:38.930-04:00A suggestion for changes in how the salary cap and MLE are computed<span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a><span style="font-family:arial;"><br /><br />In <a href="http://danrosenbaum.blogspot.com/2005/07/what-will-salary-cap-luxury-tax.html">"What will the salary cap, luxury tax threshold, and mid-level exception be in 05-06 and 06-07?"</a>, I said that significant changes to the collective bargaining agreement would result in big changes in my estimates of the salary cap, luxury tax threshold, and mid-level exception. (Folks posting my estimates generally have ignored that admonition.) But in this piece I would like to lay out how I think the formulas should be changed and how that might affect these estimates.<br /><br />First of all, let's review the technical details about salary cap formula.<br /><br /></span><p align="left"><strong><span style="font-family:arial;">Salary Cap:</span></strong></p><p><span style="font-family:arial;"><em>Salary cap</em> = [Projected BRI * 0.51 - (29/30) * Projected Benefits]/29, where</span></p><ul><li><span style="font-family:arial;">29 is the number of non-expansion teams in their first two seasons (equals 30 in 2006-07).</span></li><li><span style="font-family:arial;">51 percent is the salary cap percentage that was increased from 48.04 percent in the previous CBA.</span></li><li><span style="font-family:arial;">I am using $114 million and $120 million for <em>Projected Benefits</em> in 2005-06 and 2006-07, respectively.</span></li><li><span style="font-family:arial;"><em>Projected BRI</em> = Estimated National TV BRI + 1.08 * Previous Season Non-National TV BRI - Previous Season BRI Shortfall.</span></li><li><span style="font-family:arial;"><em>Previous Season BRI Shortfall</em> = Previous Season BRI - Previous Season Projected BRI. (This shortfall is never less than zero.)</span></li></ul><p><span style="font-family:arial;">Because of a $37 million lump sum payment from Fox Sports to the Los Angeles Lakers that will result in a bump up of BRI of about $64 to $74 million, BRI will almost surely exceed Projected BRI in 2004-05. Thus, the Previous Season BRI Shortfall is likely to be zero in the 2005-06 salary cap calculations. However, because that lump sum payment will not reoccur in 2005-06, the Previous Season BRI Shortfall is likely to be substantial in the 2006-07 salary cap calculations. And that is likely to result in the salary cap falling in 2006-07. (It will also fall because the number of non-expansion teams will increase to 30.)</span></p><p><span style="font-family:arial;">This adjustment for previous shortfalls is what causes the lumpiness in the year-to-year salary cap calculations. Every other year there is a shortfall and this results in small increases (or decreases) in the salary cap followed by huge jumps in the next year. My suggestion to fix this jumpiness is the following.</span></p><ol><li><span style="font-family:arial;">Instead of the 1.08 multiplier on Previous Season Non-National TV BRI, the league should use the average growth rate of Non-National TV BRI over the previous three seasons.</span></li><li><span style="font-family:arial;">The league should do away with any adjustment for previous shortfalls. If an adjustment is absolutely necessary, I would suggest that it be averaged over three years and only be based upon National TV BRI.</span></li><li><span style="font-family:arial;">The league should go back and spread the $37 million lump sum payment (from Fox Sports to the Lakers) over the life of that contract. If I had my way, I would even allow this change to affect the calculation of 2004-05 BRI, except for in calculations for whether or not the luxury tax is triggered. (Teams had planned on no luxury tax partially because of this lump sum payment.)</span></li></ol><p><span style="font-family:arial;">The first two suggested changes are not that important in and of themselves. Alone they project the salary cap to $50.8 million in 2005-06 and $49.90 million in 2006-07. (This is relative to $51.0 and $49.4 million.)</span></p><p><span style="font-family:arial;">But the third suggestion is very important. This projects the salary cap to $49.2 million in 2005-06 and $49.9 million in 2006-07. </span></p><p><strong><span style="font-family:arial;">Luxury Tax Threshold:</span></strong></p><p><span style="font-family:arial;">The luxury tax threshold formula, if it is now based upon projected BRI, is the same as the salary cap formula, except that 0.51 is replaced with 0.6111. Under the three suggestions for changes above, the luxury tax threshold would be $59.8 million in 2005-06 and $60.6 million in 2006-07 (versus $61.9 million in 2005-06 and $59.9 million in 2006-07).</span></p><p><span style="font-family:arial;"></span></p><p><strong><span style="font-family:arial;">Mid-Level Exception:</span></strong></p><p><span style="font-family:arial;">Mid-Level Exception = 1.08 * [Previous Season's League-Wide Salaries/(12.5 * 29)]</span></p><ul><li><span style="font-family:arial;">League-Wide Salaries do not include expansion teams in their first two seasons.</span></li><li><span style="font-family:arial;">29 is the number of non-expansion teams during their first two seasons.</span></li><li><span style="font-family:arial;">Only injured players whose salaries do not count for salary cap or luxury tax purposes are not counted in Previous Season's League-Wide Salaries.</span></li></ul><span style="font-family:arial;">My suggestion is the following.<br /><br /></span><ol><li><span style="font-family:arial;">Instead of the 1.08 multiplier, my suggestion is to use the average growth rate of BRI over the past three seasons (use only first two seasons in 2005-06 so as not to use BRI numbers from previous TV contract).</span></li><li><span style="font-family:arial;">Instead of assume 12.5 players per team, I suggest assuming 14.</span></li><li><span style="font-family:arial;">I suggest including all salaries, including those of injured players removed from team salary.</span></li></ol><p><span style="font-family:arial;">These changes would result in a smaller MLE of about $4.6 million in 2005-06 and $4.9 million in 2006-07.</span></p><p><span style="font-family:arial;">I do not know if these formulas are up for debate in the drafting of the new collective bargaining agreement, but these are the result of my suggestions for potential changes.</span></p><p><span style="font-family:arial;"><strong>Salary cap, luxury tax threshold, and mid-level expection using my suggestions for potential changes (earlier projections in parentheses)</strong></span></p><p><span style="font-family:arial;"><strong>2005-06</strong></span></p><ul><li><div align="left"><strong><span style="font-family:arial;">Salary Cap - $49.2 million ($51.0 million)</span></strong></div></li><li><div align="left"><strong><span style="font-family:arial;">Luxury Tax Threshold - $59.8 million ($61.9 million)</span></strong></div></li><li><div align="left"><strong><span style="font-family:arial;">Mid-Level Exception - $4.6 million ($5.2 million)</span></strong></div></li></ul><p align="left"><strong><span style="font-family:arial;">2006-07</span></strong></p><ul><li><div align="left"><strong><span style="font-family:arial;">Salary Cap - $49.9 million ($49.4 million)</span></strong></div></li><li><div align="left"><strong><span style="font-family:arial;">Luxury Tax Threshold - $60.6 million ($59.9 million)</span></strong></div></li><li><div align="left"><strong><span style="font-family:arial;">Mid-Level Exception - $4.9 million ($5.6 million)</span></strong></div></li></ul><p align="left"><em><span style="font-family:arial;">Last updated: 1:00 AM, July 16, 2005</span></em></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1121385879791489582005-07-14T19:47:00.000-04:002005-07-22T12:37:49.620-04:002005-07-22T12:37:49.620-04:00Updated thoughts on the CBA<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;">More and more of the details of the CBA are dribbling out daily. In </span><a href="http://danrosenbaum.blogspot.com/2005/07/how-will-new-nba-collective-bargaining.html"><span style="font-family:arial;">"How will the new NBA collective bargaining agreement and new luxury tax rules affect the free agent market?"</span></a><span style="font-family:arial;">, I have included various updates. The Gilbert Arenas provision is updated, and due to conflicting reports about the distribution of the luxury taxes, I have significantly changed my assessment of this deal. I think that until we know how the luxury taxes are distributed, it is an open question how the free agent market will be affected over the life of this deal.<br /><br />It fascinates me that there is uncertainty at this point about how the luxury taxes might be distributed. This issue is more important to the decision-making of teams than all but a handful of other changes to the CBA, yet it appears possible that many (if not all) teams do not know how these taxes will be distributed. What this means is that teams may not know how much free agents will cost them and for some reason are not banging down the doors of the league to find out. I talk more about this issue in </span><a href="http://danrosenbaum.blogspot.com/2005/07/how-will-new-nba-collective-bargaining.html"><span style="font-family:arial;">"How will the new NBA collective bargaining agreement and new luxury tax rules affect the free agent market?"</span></a><span style="font-family:arial;">.</span></p><p><span style="font-family:arial;"><em>Last updated: 10:30 PM, July 14, 2005</em></span></p>Dan Rosenbaumhttp://www.blogger.com/profile/06708732990036100460noreply@blogger.comtag:blogger.com,1999:blog-14138916.post-1120774348571768002005-07-09T16:00:00.000-04:002005-07-22T20:17:23.553-04:002005-07-22T20:17:23.553-04:00Some ideas about the use of capologists and stats experts in NBA front offices<p><span style="font-family:arial;">By </span><a href="http://www.uncg.edu/bae/people/rosenbaum/nba.html"><span style="font-family:arial;">Dan T. Rosenbaum</span></a></p><p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;">I would like to start out with a big disclaimer. I have never worked for an NBA team in any way whatsoever, so you should take what I say with a big grain of salt. But I have talked to a lot of people in a lot of NBA front offices, and I think I might have some useful ideas (and surely some bad ideas) about how to best utilize capologists and stats experts. With teams paying skyrocketing costs for coaches, I figured that some brainstorming about other front office personnel might be interesting. </span></p><p><span style="font-family:arial;"><strong><span style="color:#33ff33;">How teams use capologists</span><br /></strong><br />Most teams have a capologist and a stats expert (usually separate people). The capologist often is a lawyer or accountant outside of the basketball operations department - sometimes even outside the organization. Their capologist duties often are only a small part of their overall responsibilities, so they concentrate on learning the complex rules governing trades, free agency, and the luxury tax. This leaves precious little time to think strategically about how to use these complex rules to benefit their team through trades, structuring free agent deals, etc. Also, putting together forecasts of future salary caps, luxury taxes, and league-wide free agent activity is not generally done in any systematic manner. And perhaps most importantly, by not being a "basketball person," a capologist often is seen as a resource for asking questions and not as an integral decision-maker.<br /><br />But there is a tremendous amount of heterogeneity across teams, so it is a big mistake to overgeneralize. The lawyer/accountant model of a capologist described above is not the only model. Other teams invest salary cap expertise into their basketball operations people. The Chicago Bulls and San Antonio Spurs are two of the most successful models for these two different models of capologists.</span></p><p><span style="font-family:arial;">Take, for example, a trade made in October 2002 that was way under the radar screen. San Antonio traded Erick Barkley to Chicago for cash considerations and Chicago immediately waived Barkley. What was the purpose of this trade?</span></p><p><span style="font-family:arial;">San Antonio probably forecast that their team salary would be above the luxury tax threshold (and below the cliff threshold). So Barkley's salary would have cost the Spurs $765,600 in salary, $765,600 in luxury taxes, and about $2.4 million in lost luxury and escrow tax distributions. Even if they paid Barkley's full salary and included a small bribe in their deal with the Bulls, they could have saved more than $3 million in a move that did not affect their basketball team one iota. Three million dollars likely would pay the salary and overhead for a capologist for more than a decade.</span></p><p><span style="font-family:arial;">And it is no coincidence that San Antonio and Chicago pulled off this deal. Chicago has lawyer </span><a href="http://www.nba.com/bulls/news/irwin_mandel.html"><span style="font-family:arial;">Irwin Mandel</span></a><span style="font-family:arial;"> who is reported to be one of the best salary cap experts in the league. Mandel is not a basketball person but he has been with the Bulls forever, and almost plays the role a President would play on other teams. When general manager John Paxson meets with agents, it is not uncommon for Mandel to be with him during negotiations.</span></p><p><span style="font-family:arial;">San Antonio has </span><a href="http://www.nba.com/spurs/news/ferry_presti.html"><span style="font-family:arial;">Sam Presti</span></a><span style="font-family:arial;">, whom general manager R.C. Buford has called "one of the talented young minds in the game." Presti is a rarity in the business being a capologist and stats expert. Also, general manager </span><a href="http://www.bizjournals.com/sanantonio/stories/2004/04/26/daily18.html"><span style="font-family:arial;">R.C. Buford</span></a><span style="font-family:arial;"> reportedly is one of the best salary cap experts in his own right.</span></p><p><span style="font-family:arial;">While Chicago represents perhaps the best application of the non-basketball person model of capologist, San Antonio employs what I believe is a better model. They have invested salary cap expertise into their key basketball people, in essence creating a culture that is probing for arbitrage opportunities based upon the salary cap. And that, I believe, is one of the reasons why San Antonio is one of the best-run franchises in the NBA. Because their key basketball people have a solid understanding of the nuances of the salary cap, they see opportunities that are missed by teams that departmentalize basketball and salary cap expertise.</span></p><p><span style="font-family:arial;">Another example is the trade that brough them Hedo Turkoglu and Ron Mercer two years ago. They served as broker for a trade between Indiana and Sacramento, and in return got a couple serviceable players that did not cost them any salary cap space in the next summer when they were looking to sign Brent Barry and re-sign Manu Ginobili. Such a move may not seem like much, but little moves like than can be what separates the championship teams from everyone else.</span></p><p><strong><span style="font-family:arial;color:#33ff33;">How teams use stats experts (and my philosophy on basketball stats experts)</span></strong></p><p><span style="font-family:arial;"></span></p><p><span style="font-family:arial;">The stats expert often is a young person who may have worked his way up in the organization, often starting out working in the video department. Typically he has very little formal statistical training, but learns about basketball stats through reading and talking with other experts.</span></p><p><span style="font-family:arial;">Another common approach is to hire a statistician (or two) with some advanced training, either in-house or as an outside consultant. Often these statisticians may technically be quite proficient; they may produce advanced statistics with dizzying levels of math. But do they have the basketball knowledge needed to ground their analyses? Sometimes, but not always.</span></p><p><span style="font-family:arial;">And therein lies the problem. We all use statistics. Even the oldest of the "old school" basketball people look at box scores and per game statistics. Stats experts have value not because they are the only ones looking at stats. Their value comes from having good judgment about stats - good judgment that comes from a solid understanding of both basketball and statistical analysis more generally.</span></p><p><span style="font-family:arial;">But the bar for this good judgment is set very high. Basketball is not like baseball, where the repeated one-on-one contests between batters and pitchers and relative lack of interaction between teammates generates loads of data that can be usefully analyzed with the statistical tools taught in a good undergraduate statistics class.</span></p><p><span style="font-family:arial;">In basketball, the centrality of teammwork and interactions between players requires that we need to account for a player's roles, as well as the players he plays with and against. Doing so requires a lot more creativity and more sophisticated tools than what are used by baseball analysts. An Ivy League graduate who is handy with Excel is not going to be as useful in basketball as they have been in the <em>Moneyball</em> world of baseball. It is not enough to be smart with numbers.</span></p><p><span style="font-family:arial;">That is why I think the folks who end up doing stats in a serious way for basketball teams are going to have more formal training (or at least more extensive experience working with basketball stats) than the folks in baseball. The problem is harder in basketball, so the analysts are going to need a bigger toolbox they can work with.</span></p><p><span style="font-family:arial;">(As I see with the graduate students I teach, </span><a href="http://www.uncg.edu/bae/people/rosenbaum/bio.html"><span style="font-family:arial;">the demand for skills working with complex data are growing exponentially in the job market.</span></a><span style="font-family:arial;">)</span></p><p><span style="font-family:arial;">But a good practical understanding of statistical analysis is not enough. The centrality of teamwork and role players significantly increases the basketball knowledge a stats expert must have in order to make good judgments. This again makes basketball very different from baseball, where a lot can be learned sitting in an office and churning out numbers. Not so in basketball, where context matters.</span></p><p><span style="font-family:arial;">So the teams that get this right are going to need two things - a person with solid training in (or extensive practical experience with) statistics/econometrics and a solid understanding of basketball. </span></p><p><span style="font-family:arial;">The gold standard of stats experts - Dean Oliver - is no accident. Oliver who worked for the Sonics this past season is a rarity among stats experts. He is Ph.D. (in environmental engineering, I think) who has worked as a scout. He combines formal training, a solid understanding of basketball, and lots of experience (he has been at this for more than a decade).</span></p><p><span style="font-family:arial;">Oliver, I believe, played a subtle but significant role in the Sonics' remarkable turnaround this season. Conventional wisdom gives McMillan almost all of the credit, but </span><a href="http://msn.foxsports.com/nba/story/3744396"><span style="font-family:arial;">Mike Kahn of FoxSports.com in a piece that is highly supportive of McMillan</span></a><span style="font-family:arial;"> writes that McMillan "contemplated resigning," after management said "they <em>expected</em> to be in the 2005 playoffs." Kahn goes through a litany of reasons why McMillan supposedly was unhappy with this team, so one has wonder how in this atmosphere McMillan transformed from a mediocre coach to a great one.</span></p><p><span style="font-family:arial;">Oliver certainly was not responsible for the distinct style the Sonics played with this season - a style that did a masterful job of exploiting the talents of its very good role players.