Saturday, August 16, 2008

What's going on with Brad Penny using PFX?

Well we know what's going on with him as he was put on the DL with shoulder inflammation again. But what effect was that having on his pitching? Was the inflammation truly causing him to lose control? Was it making him more hittable? Looking at the data, if this is a true reflection of how shoulder inflammation manifests itself, we might have to look at certain statistics differently. I took a look at all of the pitches thrown within the last 90 days.

Penny has been on the DL twice now this season alone for inflammation in his shoulder. When he returned from the DL last time, his end speed just was not at the same level as it was before he went on the DL the last time averaging about 3-5 MPH less than what it was before the DL the first time. It's important to compare pitch speeds within each group and the drop-off is pretty dramatic. To me this says that he clearly wasn't fully healthy when he returned even if he reported no pain.

Release points might be able to help show if there were any problems recently. First though, as a group it appears that he clearly releases the fastball from a different slot than he does the other pitches. Scouts and GMs everywhere want the same arm action for every pitch so that


The charts clearly show how those are more skewed towards the right (towards 0) on the x-axis. What I found interesting though was that there wasn't as much of a vertical difference between the starts as I expected. With that being said, a range of a foot in terms of release point is quite a large distance. Ideally it should be equal across everything the board, but realistically you want to get the difference closer to a range of 2 baseball widths or 6". The same goes for the horizontal axis and here you can really notice a large difference. This horizontal measurement is much more effected by factors such as where the pitcher is standing on the rubber which can lead to a difference of several inches as well. In these two charts, he appears to be in these parameters. He definitely tends to release his fastball differently from his other pitches.

But we're mainly focusing on the vertical release point. The last chart is very telling. As the game goes on his vertical release point lowers dramatically especially after the 5th inning. While I expect that a decrease in release point height is normal for all pitchers, seeing that dramatic a change is telling. To me the inflammation is due mostly caused by fatigue and not necessarily a new mechanical disruption of the muscle fibers (strains). This can also go hand in hand with the finding that his average end speed is lower now than before. Note: The problem is that if he had a minor tear in his shoulder prior to this year, the difference would not be seen as much within this year.

Looking at his movement next, I don't see anything that really sticks out to me initially.

Looking at the second chart though we start to see a general trend showing fatigue setting in fairly early. His pitches start to lose movement as early as the 2nd inning. Usually if a pitcher is healthy fatigue doesn't set in this early, which makes me worried and curious. There are many injuries which can cause early fatigue including over-training (overworking), labrum pathology, rotator cuff pathology, or general laxity in the shoulder.

The next two charts show the result of the pitches:

These results don't show anything that really jump out to me. The % of pitches that are thrown for balls, strikes and those that are hit in play stay roughly constant throughout the times, except for immediately. It seems though that the rates stay roughly constant except for 3 main events. Balls in play with outs recorded are very far down in each of the starts leading up to being put on the DL. Also the amount of pitches that were balls increased while the pitches for strikes decreased. This is what I expected.

I think that while we are too far away from being able to diagnose what is wrong, but I think that we will be able to tell if something is wrong. From these I think we can be fairly certain that his shoulder never recovered during his initial DL stay. Until we can get these measurements back to normal, I would worry about a recurrence.

Friday, August 15, 2008

Counting stats redux

As I mentioned previously, counting stats are basically the only things that count right now. Rate stats, while important, simpy require too much to move them one way or another. Its going to take too many days of 10 for 20s to move your BA or your OBP. Same thing with ERA and WHIP.

So when a pitcher on a so-so team goes to a contender, you must pay attention. Paul Byrd is in that boat tonight as he makes his debut for the Sox. Wins were very hard to come by during his days with CLE but as you can see the Sox's offense is alive and well.

Tonights a tough matchup as the Red Sox are going against Halladay and the Blue Jays. They do however have a ton of games left against BAL, TOR, TEX, and TB.

I expect Byrd to win 60% of his starts from here on out. That would give him about 4 wins depending on the rotation. For someone who may still be on the wire, he could be a godsend.

Thursday, August 14, 2008

Site news

People's trading deadlines are almost here or have past in most leagues so there won't be as many Buy Low/Sell High posts but there will be more about injuries, strategy, and about what I expect from players next year.

I will also start my series of posting explanations of common injuries found in baseball players and what is entailed in the rehab of them.

I will finally start to work in more PFX studies and I think everyone will enjoy some of the changes I've made to how I present the data.

As usual, if anyone has any ideas or any other suggestions, I'm always listening.

Wednesday, August 13, 2008

Buy Low/Sell High List and Dates

List Updated August 13th, 2008

STATS UPDATED August 13th, 2008

Hitters

Buy


Date

Sell

Date

Jason Giambi


5/21/08

Johnny Damon

6/12/08

Jose Guillen


6/24/08

Carlos Delgado

6/29/08

Paul Konerko


6/13/08

Jorge Posada

7/6/08

Carlos Pena


6/27/08

J.D. Drew

6/25/08

Joe Crede


6/5/08

Russell Branyan

6/21/08

Mark Ellis


5/26/08

Lance Berkman

6/10/08

Mark Teixeira


5/23/08

Aaron Rowand

5/26/08

Jason Bay


6/17/08

Marcus Thames

6/18/08

Ryan Doumit


6/25/08

Joe Mauer

5/26/08

Jhonny Peralta


6/18/08

Garrett Atkins

7/5/08

Brad Hawpe


7/7/08

Dan Uggla

5/30/08

Kevin Youkilis


6/29/08

David Murphy

7/10/08

Robinson Cano


5/20/08

Jerry Hairston

7/7/08

Jason Kubel


6/30/08

Matt Joyce

7/23/08

Nick Swisher


5/31/08

Ryan Ludwick

7/17/08

Mike Napoli


6/1/08

Richie Sexson

7/19/08

Mike Aviles


6/22/08

Hank Blalock

7/20/08

Adam Lind


6/26/08

Xavier Nady

7/26/08

Elijah Dukes


7/1/08

Aubrey Huff

7/27/08

Nick Markakis


6/10/08

Scott Hairston

7/21/08

Jeff Clement


6/21/08

Chris Davis
7/29/08

Adam Jones


7/10/08

Andre Ethier
8/1/08

Jorge Cantu


7/14/08



Freddy Sanchez


7/16/08



Dustin Pedroia


7/18/08



Melvin Mora


7/20/08



Ramon Hernandez


7/22/08



Ian Stewart


7/23/08



Ryan Zimmerman


7/26/08



Jeremy Hermida


7/27/08



Andy LaRoche

8/1/08


Brandon Inge

8/2/08












Buy


Sell

1045

Hits

545

148

HR

73

3781

AB

2004

4143

PA

2259

0.4325

OBA

0.4422

0.310

BABIP

0.320

25.54

AB/HR

27.45

0.894

OPS

0.891

0.4885

BB/SO

0.559

Pitchers

Buy

Date


Sell

Date

Javier Vazquez

6/15/08


Ryan Dempster

5/31/08

Roy Oswalt

5/26/08


Kenny Rogers

6/17/08

Randy Johnson

5/27/08


Scott Olsen

5/23/08

Andrew Miller

5/30/08


John Lannan

5/21/08

Aaron Harang

6/12/08


Daisuke Matsuzaka

5/27/08

Roy Halladay

6/20/08


Jeremy Guthrie

6/1/08

Jo-Jo Reyes

6/19/08


Gavin Floyd

6/5/08

Ricky Nolasco

6/28/08


Matt Garza

6/13/08

Damaso Marte

7/3/08


Tim Redding

6/15/08

Scott Baker

7/2/08


Manny Parra

6/20/08

Dave Bush

7/11/08


Justin Masterson

6/19/08

Clay Buchholz

7/9/08


Joe Saunders

6/27/08

Francisco Liriano

7/8/08


Seth McClung

6/22/08

A.J. Burnett

7/12/08


Justin Duchscherer

6/26/08

Jonathan Sanchez

7/15/08


Kyle Lohse

6/24/08

Gio Gonzalez

7/18/08


Todd Wellemeyer

6/30/08

Nick Blackburn

7/19/08


Jesse Litsch

6/28/08

Joel Hanrahan

7/24/08


Hiroki Kuroda

7/3/08

Fernando Rodney
7/28/08

Paul Maholm

7/11/08

Kevin Slowey
7/29/08

Oliver Perez

7/9/08

Jorge Campillo
8/9/08

John Danks

7/8/08




Francisco Rodriguez

7/12/08




Tim Wakefield

7/15/08




Josh Banks

7/21/08




Glen Perkins

7/22/08




Armando Galarraga

7/24/08




Brad Zeigler
7/28/08



Gil Meche
8/2/08



Jeff Karstens
8/9/08

Buy


Sell

678

IP

1156.3

2919

TBF

4913

2695

AB

4525

2034

Outs

3469

689

Hits

1149

224

Walks

388

1.346

WHIP

1.329

4.10

FIP

4.18

595

Strikeout

800

7.90

k/9

6.22

2.656

k/bb

2.062

20.38%

K/TBF

16.28%

0.299

BABIP

0.285