B.J. Upton & The Arbitration Hangover
Every year around the time of arbitration hearings the media paints a picture of what an uncomfortable and difficult process it is for a player to sit in a room and basically listen to their employer downplay his ability and worth. This is typically followed by the team saying its simply a professional process and the player saying there are no hard feelings and its just business. This year B.J. Upton and the Rays went to battle over $300,000 with the Rays coming out on top with their offer of $3 million. True to form Andrew Friedman said:
"Today officially marks the end of the arbitration process for us this year. We had a lot of eligible players (12) and we're happy to have it behind us and and be able to focus solely on getting ready for the season.''
While Upton offered:
"I thought we put on a good case, but they ruled the way they did. Congratulations to the Rays. Now it's time to put all this behind me, hit spring training and get ready to play baseball.''
So this begs the question is it really all that simple? Can these grown men move past the distractions and any residual bitter feelings to play the game they grew up loving? Intuition says sure. Yet, Dioner Navarro put up a 2008 all-star campaign featuring a wOBA of .330, went to arbitration and lost. He followed his all-star season with a league worst(minimum 400 plate appearances) wOBA of .258. Regression was expected, but that adorable monkey Marcels had Navarro projected at .309. Oh, how we all wish Navarro managed to post .309. Was Navi a victim of an arbitration hangover?
The Study
Pool a sample of the 40 most recent position players who went to arbitration hearings (1998-2009). Compare their wOBA for the season prior to arbitration, their Marcels projections for their post-arbitration season, and their actual post-arbitration performance.
The Data
The Results
First, let's look at all 40 players lumped together. The average wOBA from the season prior to arbitration was .330. However, Marcels average projection was .325. What can we gather from this? Maybe players coming off their best offensive seasons are more likely to disagree with their teams on their present values? We also might expect arbitration eligible players to improve over time since they are going to be in their mid-to-late 20's. Since Marcels takes four seasons into account with the most recent the most heavily=weighted, there may be a lag on average until players peak. So how did the players fare after their hearings? The average wOBA dropped to .321. So on average a player's wOBA dropped .009 from their previous season, but only. 004 from their Marcels projection.
Is this a fair study? It seems that maybe we should not weight Derek Jeter and Karim Garcia evenly. After all after arbitration Jeter had 739 plate appearances while Garcia had a whopping 33. If we take the difference between each player's post-arb wOBA and both the pre-arb wOBA and Marcels projection and weight them by the percentage of post-arb plate appearances each player accounted for out of the overall pool, we can get get a more true result.
Well, that changes things. Now the weighted margin for post-arb - Marcels is actually positive by .005. Weighted post-arb - pre-arb still lags by .002.
I suppose those who want to play the hurt feelings card would want to isolate those who lost their hearings. After all, if the player wins they enjoy the last laugh all the way to the bank. This decreases the sample sizes to 16 winners and 24 losers.
The dejected arbitration losers on average equal their projection and beat their previous season by .002. If we weight actual minus projected for each player we see a .005 increase in wOBA while weighted actual minus previous results in a .004 increase. So much for the arbitration hangover!
And those fat cat winners? On average they declined .024 from the previous season while underperforming their Marcels by .009. If we weight the margins by PA, they actually outperform Marcels by .005 while declining .010 from their pre-arbitration season.
|
Pre-Arb |
Marcels |
Post Arb |
|
|
Overall |
0.330 |
0.325 |
0.321 |
|
Winners |
0.349 |
0.334 |
0.325 |
|
Losers |
0.317 |
0.319 |
0.319 |
|
wPost-Pre |
wPost- Marcels |
|
|
Overall |
-0.002 |
0.005 |
|
Winners |
-0.010 |
0.005 |
|
Losers |
0.004 |
0.005 |
So ultimately what can be deduced from all of this? There is very little evidence of a hangover as a result of arbitration hearings. Both the winners and losers' weighted margins show them outperforming Marcels projection system by .005 which is a far more reliable benchmark than the previous season. That sure sounds reasonable for players prior to their peak level. Perhaps the most interesting finding is the previous season bias the panels seem to have in making their decision since its actually the winners whose performance declines from the previous season.
There is little reason to fear a B.J. Upton collapse to the depths of Navarro. His 2009 wOBA was .310, but our friend Marcels has him at .348. Since post-arbitration players tend to outperform Marcels by .005 (for seasoning reasons), I'll cast my lot at .353. Book it.
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22 comments
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Comments
Did you use a photo of Maddon and CC looking at BJ in a crumpled heap on the ground?
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by ReasonableDoubt on Mar 11, 2010 7:02 AM EST reply actions
agreed,
saw that the black man in the photo was left-handed. Have to assume thats Crawford
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by Gone Phishing on Mar 11, 2010 7:11 AM EST up reply actions
Good work.
Pretty interesting. Not much to take from it obviously because of SSS issues. That’s the cool thing going forward, building up larger and larger samples of all this great data that will be easy to pick through.
Could you imagine comparing pitchFX charts of a rooike Bob Gibson versus Price? Or Koufax and Kershaw? That would be sooo cool.
there are always different variables when looking at situations like these
for BJ, I think his shoulder bothered him more than he led on, and like was discussed during the end of last season maybe he should have sat out more. That being said I think he will have a bounce back season this year more because he is healthy (knock on wood) than anything to do with arbitration. **** nice write up as well thanks
Well Marcels is the better benchmark for the reason that it's using 4 seasons worth of data
There is plenty of room where BJ could outperform 2009 but underperform his Marcels projection. The point being if we isolate players who had hearings, there is not even inconclusive evidence that the emotional drain of the hearing impacts players seasons.
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BJ's arb. was not over a large percentage of money
I can’t see him letting it affect his performance when the difference is between $3 mill and $3.3 mill, especially after he has admitted that last year was not his best performance. I think everyone is expecting a much better year from him this year. Of course, it may be hard to tell if his batting numbers don’t improve, is it the arbitration hangover, or is he just continuing the problems of last year.
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There is no player performance penalty to be expected from having a hearing
If a player DH’s or pinch-hits there is a expected penalty vs their performance if they played the field. That doesn’t mean every DH will hit worse then their regular wOBA, but there is a proven penalty. Such a penalty does not exist for players coming out of hearings.
It doesn’t take a large dollar discrepancy to “create hard feelings” when your employer is talking you down to a third party right n front of your face. Remember, winners who got what they seeked underperformed their prior seasons relative to the losers.
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by FreeZorilla on Mar 11, 2010 10:26 AM EST up reply actions
I appreciate the education on the arbitration valuations however...
I still think BJ should not have expected the extra cake when his bat was full of holes. Since he acknowledged his below par hitting performance, it shouldn’t come as a shock to hear whatever he heard. Fault his agent if he comes out with an attitude. I would also guess that any effect good or bad depends on the individual player. Some may take it as motivation, others may curl up in the fetal position. Others will probably take it in stride, which is probably most.
I think the article shows it could either have no effect, or the downers could be balanced by others who do well. Since they were averaged it is hard to know which scenario is more common. You would probably need a scatter chart of all the results to see the picture. BTW, BJ doesn’t help his persona with the fans in this economy to be asking for more after last year. I hope he proves he is worth millions more.
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Jordan Williams freshman Manbeast
...did you read the article?
I think the point is that there isn’t a proven “slump” for players coming off arb hearings, even if they lost.
I’d say it’s selection bias – we have this idea in our head of what should happen, and so then it’s easy to see names that fit that description and use them to prove the point. SSS at its worst.
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by Steve Slowinski on Mar 11, 2010 10:49 AM EST up reply actions
Please correct me if I am wrong, which I'm sure you will do
Since you used averages, we don’t know if there is no effect on players, or if some are affected negatively but they are balanced by others who do well. I would also guess it would be difficult to know if a down year for a few players would be directly attributed to losing at arb, or did they play poorly for some other reason.
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Jordan Williams freshman Manbeast
Some players may have dips in performance following an arb hearing
And their dip is out-weighed by others in the average, but the point is that if you want to prove something has a legit effect, it should happen more often than not and have a noticeable effect on the average. Just because one or two players does worse following an arb hearing doesn’t mean it caused them to perform poorly. If, on the other hand, this had shown that the majority of players performed worse following an arb hearing, that would be a good indication that it had a hand in causing the drop.
I love Casey Fossum. Now try and take me seriously.
by Steve Slowinski on Mar 11, 2010 10:44 PM EST up reply actions
Individuals
I agree with most of your article. And if someone asked me, I would say losing at arb should have no bearing on future performance, however your article does not determine if Upton will be affected by losing at arbitration. It just points out that if he is, his downturn will be balanced by someone else. An emotional sad sack could still appear in your data. The effect still may be legit on an individual, and you can’t disprove that.
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I also can't disprove that the state of health care reform isn't wearing on a player
I weeded out all those with less than 200 PA.

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by FreeZorilla on Mar 12, 2010 10:10 AM EST up reply actions
I am sorry, I am not trying to be difficult
If I am reading the chart above correctly, and I very well may not be, you have players on both sides of the mean. Correct? Some played below that, some above. What caused the players to perform below is unknown. Skill level drop, injury, heroin use, plague, whatever. I still don’t see proof that a guy like Upton, who was acting like a child after dropping down in the batting order last year, wouldn’t be affected. I doubt he would let it bother him, and agree with you, it would be unlikely because others have performed without issue, but he could, and it may have been Navarro’s problem, or not. We just don’t know for sure. After all we are surmising about hurt feelings here. Hopefully he is not a Randy Moss. I appreciate your article, and think it allays most, but not all concerns over this issue.
Gary Williams for President!
Jordan Williams freshman Manbeast
Great read, Zo.
Very cool idea to look into.
I love Casey Fossum. Now try and take me seriously.
by Steve Slowinski on Mar 11, 2010 10:50 AM EST reply actions
Karim Garcia has the biggest balls of them all
How do you take your team to arb based on 33 PA’s? The arbitration hangover and got shiz on the hangover I’m rocking now. Great work FreeZo!
"It's good to have a little cushion. But it's not going to be easy."
by Andy Hellicksonstine on Mar 11, 2010 11:43 AM EST reply actions
He had 33 PA following ARB
309 prior, not sure why I capitalized all the letters in ARB
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by FreeZorilla on Mar 11, 2010 12:05 PM EST up reply actions
Excellent, objective approach to an 'emotional' myth. Well done.
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