Wednesday, August 4, 2010

Out of the Arms of Babes

Thomas Diamond's impressive -- and bullpen sparing -- MLB debut marked the tenth appearance by a rookie pitcher for the 2010 Cubs. As of this writing, there are six rookies currently on the staff. That number will probably stay there while the revolving door shuffles guys between Des Moines and Chicago. Maybe the number of rookies will be seven or five for a day here or there. Maybe more. However you slice it, the Cubs have a very young group of guys, mostly in the bullpen.

By the time you meander your way through this, you'll know who these kids are, what they throw, how they've performed and, most importantly, who they've performed relative to an "average" National League pitcher and relative to their veteran teammates. In other words, we'll see how much all these kids have cost the Cubs in terms of wins and losses.

Before going too far, you may want to check-out this handy reference at Hardball Times. It contains definitions for almost all the stats and pitch types discussed below. Stats covered here but not there will be explained here. You may notice the last table in this article will be a lot like the first one at the reference link, but with more recent data.


update: some balls in play weren't included from recent games; fixed now and changes noted below

Cubs 2010 Rookie Pitchers - Playing Time

This will give you an idea of how small the individual samples are and how right-handed this group of rookies is. This numbers only include pitches captured by the PITCHf/x system and does not count pitch outs, intentional walks or anything that was simply not recorded.


PitcherThr.GBFPTP/BP/G
Thomas DiamondR1271204.4120.0
Mitch AtkinsR3321243.941.3
Justin BergR261154023.515.5
Jeff StevensR18823404.118.9
James RussellL361505623.715.6
Jeff GrayR7451573.522.4
Andrew CashnerR271304713.617.4
Casey ColemanR117633.763.0
Brian SchlitterR7451693.824.1
Esmailin CaridadR823974.212.1


G games, BF batter faced, PT pitches thrown, P/B pitchers per batter, P/G pitches per game

Cubs 2010 Rookie Pitchers - Pitch Types and Speed (mph)

Now the fun begins. This only covers 2010, so guys like Gray are not a complete picture. This is just a matrix of pitcher and type, with the average speed at release for each pitch, graphs follow with more details on speed and spin.


Pitcher4-seam fastball (F4)2-seam fastball (F2)Slider (SL)Change-up (CH)Curveball (CU)
Diamond8989768173
Atkins8990848376
Berg9091838478
Stevens92928573
Russell90908181
Gray929386
Cashner97978787
Coleman9090828177
Schlitter94938486
Caridad929278



Cubs 2010 Rookie Pitchers - PITCHf/x Charts

As usual, I've tossed the Gameday classifications and use my own. These charts, in case you're wondering, are generated in R using templates based on Dave Allen's work, if I'm not mistaken.

Some of the groupings may look odd, as the data is not corrected for camera alignment issues etc. Classifications are generally done on a game-by-game basis, which usually takes care of that in terms of accuracy of my labels. For each pitcher, you'll get two charts. Speed and spin axis is first, it shows the velocity of a pitch and the angle of the axis of the ball's spin. That may be meaningless, so the charts are labeled by direction of break. The second chart throws speed out and breaks spin into two components. The horizontal and vertical spin deflections are shown in inches, from the catcher's perspective.

If these look like Rorschach tests to you, just scroll down past them for more numbers and a little commentary.

Justin Berg




Mitch Atkins




Thomas Diamond




James Russell




Jeff Stevens




Casey Coleman




Andrew Cashner




Jeff Gray




Esmailin Caridad




Brian Schlitter




Cubs 2010 Rookie Pitchers - Batted Ball Distributions

Remember, we're dealing with some silly small sample sizes that get smaller when it's just balls in play (including home runs).


PitcherGB%LD%FB%PU%HR/FL%
Diamond29%29%29%14.3%0.0%
Atkins38%19%29%14.3%10.0%
Berg47%18%30%4.5%4.7%
Stevens41%16%38%5.2%12.9%
Russell28%17%44%11.4%13.0%
Gray65%6%29%0.0%8.3%
Cashner52%22%21%4.4%15.4%
Coleman54%38%8%0.0%0.0%
Schlitter36%24%30%9.1%11.5%
Caridad46%8%38%7.7%16.7%

updated 910pm

Cubs 2010 Rookie Pitchers - PITCHf/x Metrics

The rvERA shown in the Hardball Times article on benchmarks is a combination of two other metrics, rvERAa and rvERAe. "a" uses actual outcomes on batted balls, hits and outs as they actually happened. "e" ignores actual outcomes and uses the linear weights associated with batted ball types, liners, pops, flies and grounders.


PitcherrvERAarvERAeSwingWhiffB:CSIWZChaseWatchnkSLG
Diamond3.903.07.483.3102.3.483.355.346.571
Atkins5.735.50.403.2402.1.532.207.396.571
Berg4.596.50.445.1233.0.530.223.312.348
Stevens6.654.87.382.1772.6.453.168.331.690
Russell5.354.50.496.2331.9.543.273.286.588
Gray9.084.97.420.1673.0.490.200.344.588
Cashner5.905.21.427.2542.5.512.236.337.600
Coleman10.778.35.444.1073.3.524.133.227.615
Schlitter10.256.00.456.1692.8.515.195.291.834
Caridad7.764.81.361.1712.8.443.167.324.538

rvERAe, nkSLG updated 910pm

Cubs 2010 Rookie Pitchers vs. Others

Here's where we get into some larger sample sizes, especially when we look at the entire National League. This is a big roll-up of all the pitchers above, plus the rest of the Cubs staff and the aforementioned senior circuit.


GroupGBFPTrvERAarvERAeSwingWhiffB:CSIWZChaseWatchnkSLGGB%LD%FB%PU%HR/FL%
Rookie Cubs7166625056.275.23.440.2032.5.510.226.317.57443%18%32%6.9%10.7%
Other Cubs1073433130844.264.02.449.2372.0.514.276.350.51543%19%30%8.2%7.2%
All Cubs1074099155894.584.22.447.2322.1.514.268.344.52543%19%30%7.9%7.8%
NL835636512477914.284.30.444.2182.0.512.270.354.51045%20%28%7.3%7.3%

rvERAe, nkSLG, GB, LD, FB, PU, HR/FL updated 910pm

In a nutshell, the kids take an above average staff (warts and all) and make it below average. How much? It sorta depends on how you look at it. Let's do some quick back-of-the-envelope math.

First, the Cubs defense has been sub-par in 2010. Baseball Prospectus has them fourteenth in the NL in defensive efficiency. This screams "use fielding independent metrics". In my case, that's "e" linear weights which are based on batted ball types and ignores actual outcomes. Even home runs per ball in air are regressed to league average with the "e" metrics.

The Cubs staff is 9 runs better than average in 2010. The non-rookie pitchers have been 25 runs better than average, and the rookies 16 runs worse than average. Those aren't even clean numbers, as relievers and starters are being treated equally. With the exception of Diamond, the rookie innings have been in relief. More so, "average" is not the same as "replacement" so they way we usually convert runs to wins is not what I'm doing here.

runs against average have been corrected 910pm

Without doing the calculations of leverage and all that good stuff, I'll say the Cubs rookies have been two wins below average in 2010 (roughly 10 runs per win, depending on run environment). A check of Fangraphs shows the rookies around 1.8 wins below replacement (which is not the same thing as average, and the park adjusted FIP they use is not equivalent to my "e" metrics).

OK, so that was a lot of work to do what took 15 seconds at Fangraphs, but I enjoyed the ride. I do end up understating the quality of the Cubs veteran pitchers, though.

But this is about the rookies. They've been about a two win cost so far. With more and more rookie innings to pile-up, things could get worse, or, if the kids adapt, better. Even if this youth movement, forced or otherwise, costs the Cubs three wins by the time October rolls around, it will probably be worth it. It's not like they'll finish three games out of first place. Maybe out of fourth place.


3 comments:

Berselius said...

Harry - isn't defensive efficiency just 1-BABIP? UZR seems to like the Cubs just fine this year. I guess chalk that up to the haze that is defensive metrics

dat cubfan daver said...

Great stuff as always. Just out of curiousity, what was your general impression of Diamond last night? He seemed to use his off-speed stuff really well, but I was a little struck by his lack of velocity. According to Gameday, he hit 90 a few times early on, but was throwing in the high-80s and lower for most of the game. I'm a little worried about that as opposing teams get more and more looks at him.

Harry Pavlidis said...

DER is almost 1-BABIP
http://www.baseballprospectus.com/glossary/index.php?search=def%20eff

Diamond's velocity was as advertised. As long as that change-up keeps hitters off kilter, and he can locate the heater, he'll be OK. His circle-change looks like a plus pitch.