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Sunday, December 16, 2007

JSonline: 50% of Ballplayers in Mitchell Report Improved After Link to Drugs

In what is believed to be the first statistical analysis of player performance for those named in the 409-page report:

Just more than half of the 90 Major League baseball players named in the Mitchell Report boosted their performances within the first two seasons after they were linked to performance-enhancing drugs, a Journal Sentinel analysis found.

More than one in three players - 33 in total - immediately improved in the first season compared with their career averages.

The list of 27 hitters and 19 pitchers who allegedly “juiced” and raised their statistical performances includes stars such as Barry Bonds, Roger Clemens and Jason Giambi.

The big winner among the group was Giambi. In 2001, the year he began using performance-enhancing substances, he was being paid $4 million. But in 2002, he signed a seven-year, $120 million contract and got a raise of $7 million in the first year.

But performance-enhancing drugs didn’t just launch superstar careers. They also might have extended them, not just among superstars but also journeymen.

What do we have here?  I will just put this out there.

BeanoCook Posted: December 16, 2007 at 08:38 AM | 17 comment(s) Login to Bookmark
  Tags: general

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   1. Repoz Posted: December 16, 2007 at 01:06 PM (#2647202)
Pettitte's use of performance-enhancing drugs is instructive as he searched for a quick fix to a painful injury.

In 2002, after a trip to the disabled list with elbow tendinitis, Pettitte was injected with human growth hormone. He got back on the mound and finished the season with the second best earned run average of his career up to that point.


More cherry-picking ########...

Pettitte's 2002 ERA before "injection"--3.09

Pettitte's 2002 ERA after "injection"--3.30
   2. BeanoCook Posted: December 16, 2007 at 02:17 PM (#2647211)
Also, Giambi being the "big winner" is kind of a farce in that his $4 million salary in 2001 was before he was eligible for free agency. Obviously he was going to get a huge raise as he was MVP in 2000 and finished 2nd in 2001. This very "analysis" says Giambi began in PED use in 2001.

I am not sure how anyone can pinpoint the time Giambi, or any player, "began using performance-enhancing substances" as this study tries to assert. As I mentioned on another thread, M Tejada won the MVP in 2002 and according to the Mitchell Report, the first known time he used PEDs was 2003.

At least if you were going to go to the trouble of a high-school caliber study, you would mention these two facts, even if they are rather meaningless in a real study. Of course there is an agenda and not all facts are helpful.
   3. Andrew Edwards Posted: December 16, 2007 at 02:31 PM (#2647212)
Not to mention that (all else being equal) among any random group 50% is exactly the number you'd expect to have a better season in year n+1 than in year n. Assuming "a better season than last given a stable skill set" is a random process.
   4. Jay Z Posted: December 16, 2007 at 02:37 PM (#2647214)
Not to mention that (all else being equal) among any random group 50% is exactly the number you'd expect to have a better season in year n+1 than in year n. Assuming "a better season than last given a stable skill set" is a random process.


This is most certainly wrong. MLB talent is not distributed in a bell curve. Way more poor players (or available poor players) than average, and way more average than great. Plus n+1 is a year older which would also cause some decline. Maintaining any performance level is always a victory of sorts, so 50% improvement is indeed improvement and not random chance, regardless of the cause of the improvement.
   5. Repoz Posted: December 16, 2007 at 02:46 PM (#2647217)
I came across this picked cherry yesterday...

McNamee said he started injecting The Rocket – at the pitcher's insistence – in June of 1998, on four to six separate occasions. At the time, Clemens, a member of the Blue Jays, was 5-6, clearly in decline.

But soon after filling his body with Deca-Durabolin, Clemens was a new man. He went 15-0 the rest of the season, picking up his fifth Cy Young Award.


His ERA sat at 3.50 when he was 5-6...after his next 6 starts (the Jays bailed him out on some loses) his ERA jumped to 3.71.

After 8 starts his ERA was back down to 3.49.
   6. BeanoCook Posted: December 16, 2007 at 02:57 PM (#2647219)
Repoz, as you know, Rohan Baichu thinks McNamee has some serious issues. The "clearly in decline" comment, even if made by the reporter was influenced by McNamee, it certainly does seem to shade him that way.
   7. StHendu Posted: December 16, 2007 at 03:58 PM (#2647238)
The article states that 33% improved the next season, and that number appears artificially inflated.
The first few I checked appear to be misrepresented.
Paxton Crawford first year in ML was 2000, so I do not know how his ERA+ increased from the prior season.
Kevin Brown has 2001 listed as 1st year after alleged use, but his ERA+ decreased in 2001.
Ankiel had 1 at bat season after alleged use, but somehow is included as batting positive.

Nothing to see here but typical mainstream media BS.

A true analysis will be very difficult.
1) The information in the Mitchell report is not overly reliable, particularly from start date of possible usage.
2) Good luck trying to find a control group, since the Mitchell report came from so few sources. The control group players may have used more steroids than this list. You could use a different generation, but that introduces other bias.
3) Removing placebo response, which may be the entire cause of any increased production, will be very difficult, indeed.
4) Lumping drugs together randomly. Why not include marijuana and cocaine? We have about as much evidence that they increase production as HGH, or steroids for that matter.
   8. jwb Posted: December 16, 2007 at 04:16 PM (#2647247)
Or we could just do the stupid thing:
"JSonline: 50% of Ballplayers in Mitchell Report Improved After Link to Drugs"
"JSonline: 50% of Ballplayers in Mitchell Report Declined After Link to Drugs"
   9. Darren Posted: December 16, 2007 at 04:27 PM (#2647258)
Do steroids work quickly enough that Clemens would turn around his season by starting them half-way through?
   10. AROM Posted: December 16, 2007 at 04:36 PM (#2647261)
Plus n+1 is a year older which would also cause some decline.


Only if these were all older players taking steroids. I'd expect a 24 year old to improve whether he takes them or not.
   11. The Piehole of David Wells, Depends Salesman Posted: December 16, 2007 at 06:22 PM (#2647304)
why is 2001 the magical year? does anyone really believe that it's only in MLB that baseball athletes use steroids? the incentive to use them in college and the minors must be great.
   12. Estranged O Posted: December 16, 2007 at 06:32 PM (#2647306)
The headline reminds me of a Dilbert cartoon where the boss is scandalized upon finding out that 40% of employee sick days are taken on Mondays and Fridays.
   13. Kirby Kyle Posted: December 16, 2007 at 06:34 PM (#2647308)
Or we could just do the stupid thing:
"JSonline: 50% of Ballplayers in Mitchell Report Improved After Link to Drugs"
"JSonline: 50% of Ballplayers in Mitchell Report Declined After Link to Drugs"


Exactly. Where are all the outraged columns complaining about the inconsistent quality of PEDs?
   14. Brandon in MO (Yunitility Infielder) Posted: December 16, 2007 at 06:35 PM (#2647309)
Steroids: 50% of the time, it works every time
   15. akrasian Posted: December 16, 2007 at 06:41 PM (#2647313)
3) Removing placebo response, which may be the entire cause of any increased production, will be very difficult, indeed.

Not to mention, that the whole point of steroids is to allow more intense workouts. I would assume that many players who start using steroids are also increasing their workout intensity, whether steroids are helping them or not. And presumably working out harder would help players improve their performance - again, whether steroids help them or not.
   16. Walt Davis Posted: December 16, 2007 at 08:11 PM (#2647378)
This is most certainly wrong. MLB talent is not distributed in a bell curve. Way more poor players (or available poor players) than average, and way more average than great. Plus n+1 is a year older which would also cause some decline. Maintaining any performance level is always a victory of sorts, so 50% improvement is indeed improvement and not random chance, regardless of the cause of the improvement.

This doesn't really matter as we're not talking about the overall distribution of talent. We are talking about individual players and their level of "true talent" (or "established performance") and whether any particular season fell above or below that level. All else equal, top players are just as likely to under/over-perform their level of talent as poor players are. (OK, that may not quite be true but it's surely close)

That's not to say this is necessarily a random process nor completely unpredictable (age, injury history, etc.) but yeah a reasonable null hypothesis is that 50% would "outperform" their true talent in any given season -- depending on how strictly we define "outperform" (e.g. statistically significant? in which case we'd expect very few).
   17. Ron Johnson Posted: December 17, 2007 at 07:02 PM (#2647993)
Walt, I did a study of every player who got 300+ PAs in consecutive seasons between 1955 and 1998.

I'm planning on redoing it to see if there's a big change in the number of players who show "significant" improvement.

The reason for the quote is that it's not close to statistically significant. It's players who moved more than the standard error. And I called it "important" if they moved half that. (Using what Steve Mann called OBS, OPS with simple support for base stealing bolted on. No park adjustments, but also no Colorado players. Probably going to start with OPS+ next time, but I think this serves as a baseline)

Age #   BA  OBP  SLG   BA  OBP  SLG SI  II  SD  ID
18  1 .250 .276 .346 .267 .307 .367  0   1   0   0
19  6 .269 .325 .411 .259 .311 .402  0   1   1   2
20 36 .269 .324 .407 .280 .332 .427  8  14   3   6
21   109 .269 .327 .401 .272 .332 .414 20  39  10  26
22   217 .267 .328 .406 .271 .335 .412 38  76  23  47
23   379 .268 .333 .409 .267 .333 .408 46 100  48 108
24   514 .267 .332 .409 .269 .336 .414 74 159  52 142
25   650 .272 .337 .415 .271 .337 .416 87 185  81 189
26   723 .272 .339 .418 .270 .337 .413 85 194 105 214
27   699 .272 .339 .420 .270 .338 .413 81 175 101 219
28   658 .272 .340 .416 .268 .338 .410 83 167  92 203
29   599 .270 .340 .414 .268 .338 .411 66 155  78 187
30   503 .271 .341 .419 .270 .340 .415 50 125  58 137
31   413 .274 .345 .426 .271 .344 .418 51 104  68 140
32   348 .275 .347 .423 .269 .340 .413 30  75  59 128
33   255 .276 .348 .427 .272 .345 .418 27  66  40  84
34   185 .278 .350 .430 .269 .340 .411 11  32  36  71
35   130 .276 .346 .428 .273 .346 .425 13  33  15  40
36 90 .281 .358 .443 .274 .346 .422  5  12  17  32
37 65 .281 .354 .428 .267 .342 .404  4  14  17  31
38 41 .272 .353 .425 .267 .349 .418  5   8   6  11
39 24 .274 .356 .442 .272 .355 .429  3   8   5   9
40 14 .274 .366 .445 .260 .354 .410  1   2   6  10
41  6 .260 .349 .396 .244 .323 .378  0   1   1   3
42  3 .271 .343 .397 .279 .365 .399  0   1   0   0
43  2 .286 .368 .394 .253 .347 .366  0   0   1   1 


Age = Age Jul 1st of 1st year (IE there were 723 players who had 300+ PAs at both 23 and 24)

This is followed by the average BA, OBP and SLG of the first year then the second year

SI = number of players who improved a significant amount. (See disclaimer. I know significant isn't the best choice of words)

II = number of players who improved by half that. Important

SD/SI opposite of SI/II.

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