Archive for October, 2012

FanGraphs After Dark Live Game Blog: DET-OAK


Wilin Rosario: Estimating BB and K Using Plate Discipline

In September, teams are allowed to expand their rosters and the Rockies did that in 2011 by calling up Wilin Rosario. Rosario showed a bit of pop, but had some problems making contact. Going into 2012, questions about his ability to not strike out existed. By using a small sample size of a hitter’s swing and contact values, a better estimate of his walk and strikeout rates can be estimated.

The Rockies began the 2012 season with Ramon Hernandez as their #1 catcher and Wilin Rosario was slated as the backup even though Rosario was a highly touted ranked prospect (#49 in 2011, #87 in 2012). The main reason the Rockies didn’t have any faith in Rosario was his plate discipline. In the minors, his BB% ranged between 4.5% and 8.7% and his K% between 19.2%-29.9%. In 57 MLB plate appearances, his BB% was 3.5% and his K% was 35.1%. These values forced people to have reservations about him being able to stick in the majors.

In the 2011 FG+ fantasy preview, Paul Swydan wrote the following on Rosario:

Swinging at every pitch thrown to you is only a good strategy for a hitter if you have enough bat control to hit or foul off nearly every pitch thrown to you (see Guerrero, Vladimir). Wilin Rosario is not this type of hitter, and his acceptable plate discipline in the low minors has steadily worsened as he has moved up the Rockies’ organizational ladder.  ….. Rosario still needs to fine tune his game — particularly his plate discipline — and is unlikely to contribute to your team no matter where he starts the season.

Instead of using BB% and K%, a player’s estimated K% and BB% can be determined by using swing and miss values. To get an idea of this value, I created a formula using (See Appendix) O-Swing%, K-Swing%, O-Contact% and K-Contact% plate discipline values.

By plugging Rosario’s 2011 plate discipline numbers into the spreadsheet, his 2011 plate discipline numbers would be 22% K% and 6% BB%. While the BB% is fairly close to his actual value (4%), the K% is off by 13 percentage points.

With questions surrounding his plate discipline in 2012, he saw is K% end up at 23%. This was within 1% point of what his 2011 estimated K%. With reasonable plate discipline, he was able to put up a decent season (1.8 WAR in 426 PA). Using a second method to calculate a Rosario’s K% and BB% helps to get a better picture of his true talent level.

Rookies, like Rosario, are called up and get a small number of plate appearances. By using a player’s plate discipline numbers, the player’s walk and strikeout rates can be estimated. The estimate can help determine if the player’s talent level is significantly different than their stats suggest.
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Appendix

I wanted a formula to help estimate a player’s K% and BB% using the plate discipline values available at FanGraphs. The formula create wouldn’t be a prediction (as it contains no regression) or stat that stabilizes fast.

I took every player that had over 200 PAs in a season from 2002, when plate discipline numbers are first available at FanGraphs, to 2012. I ran a linear regression against over 3500 seasons and came up with the following two formulas:

BB% ((NIBB-IBB)/PA)
BB% = -0.228 x O-Swing% -0.139 x Z-Swing% – 0.030 x O-Contact% -0.257 x Z-Contact% + 0.437
R-Squared = 0.45

K% (K/PA)
K % = 0.248 x O-Swing% -0.345 x Z-Swing% – 0.153 x O-Contact% -0.837 x Z-Contact% + 1.169
R-Squared = 0.79

I have gone ahead and saved people some time and uploaded a spreadsheet to the Google Docs that will automatically do the calculations.

To use the sheet.

1. Download the spreadsheet by using the “Download As” feature under File.
Go to the players page at FanGraphs, minimize minor league data, go to the Standard stat area and copy the all the data going back to 2002.

2. Go to the downloaded spreadsheet and paste the data with the upper left corner being the left yellow box.

3. Go back to the player’s FanGraphs page and copy the (non-Pitch F/X) Plate Discipline values.

4. Go back to the downloaded spreadsheet and paste the data with the upper left corner being the right yellow box.

5. Once the data has been added to the spreadsheet, the player’s real and estimated K% and BB% will be calculated.


Almost Reasonable Predictions re: the Nats and Cards

Allow me to state an obvious thing about the Nats-Cards NLDS, which is that it (i.e. the Series) is now tied at 1-1 after St. Louis’s 12-4 victory on Monday (box).

Allow me to state another (mostly) obvious thing, which is that the following predictions about the remainder of the Nats-Cards NLDS — while almost reasonable — are also almost certain to be wrong.

In any case, here they are — three almost reasonable predictions regarding the Nats and Cards:

Trevor Rosenthal Will Post the Cards’ Second-Highest gmLI Henceforth
Leverage Index (LI) is a measurement for how “critical” any given moment of a game is, where 1.00 is average and above 1.00 is “more critical.” So, for example, the most critical moment in Game Two on Monday — which featured a 2.08 LI (just over twice as important as a regular at-bat) — was when Jordan Zimmermann was batting in the second inning with Washington up 1-0 the game tied 0-0, runners on first and second, and one out. This represented the moment by which the game’s fate would be most significantly decided. By contrast, the game’s lowest LIs (zero, basically) occurred in the eighth and ninth innings, with St. Louis having established a considerable lead.

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A Friendly Reminder About A-Rod and October

In the first two games against Baltimore, Alex Rodriguez is 1 for 9 with a walk and five strikeouts. Last night, he came to the plate five times and made five outs, though his first inning double play was a line drive that could have easily been a base hit had it gone a foot further to the left. Still, with his game-ending strikeout that followed a seventh inning whiff with the tying run on first base, the “Alex Rodriguez is Not Clutch” narrative is popping up again. And, after just two games, some are calling for A-Rod to be dropped in the batting order due to his regular October slumps.

The problem, as always, is that the evidence just doesn’t support the storyline.

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September or August Anibal for Game Three?

Tonight’s game three between the Tigers and Athletics features two starters that weren’t on their team’s active roster when the season began. But since Brett Anderson’s absence was due to injury, it was Anibal Sanchez that has given us a full season’s worth of stats to digest and so he’ll be the subject of our inquiry.

The fact that he’s given us stats all year isn’t to say Sanchez has been the same guy all year. If August Anibal shows up, the Athletics might be able to take advantage of their depth, defense and speed. If September’s version of the Tigers’ pitcher takes the mound, it will instead be the story of Detroit’s depth in the rotation that will end the series.

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Jeff Sullivan FanGraphs Chat – 10/9/12


Who Gets What From Postseason Ticket Revenue

Major League Baseball had several reasons for adding a second Wild Card this season. The reasons we heard most frequently were that the new format would keep more fans interested and excited down the stretch and that it would give an advantage to teams winning their division. The one we heard less frequently — but which was no less important — was that two more postseason games meant more money.

More money for whom?

MLB has very specific requirements for how postseason ticket revenue is divided among the league, the postseason teams, and the players. The framework is set out in the Major League Baseball Rules, an internal document that is not typically shared with the public. The Collective Bargaining Agreement between the owners and the Players Association adds an additional layer. If the Rules and the CBA disagree on any of these points, the language in the CBA controls. Maury Brown of the Biz of Baseball website obtained a copy of the MLB Rules in 2010 and published it on his site. Here’s the link. The Players Association website has a link to the CBA here.

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Daily Notes: Arizona Fall League Begins, Brings Joy

Table of Contents
Here’s the table of contents for today’s edition of Daily Notes.

1. Assorted Headlines
2. Video: Colorado Shortstop Prospect Trevor Story
3. Today’s Playoff Schedule

Assorted Headlines
Arizona Fall League Begins Today
The Arizona Fall League — featuring many of baseball’s top prospects and giving us daily games at regular times, which certain, unnamed and anxiety-prone authors prefer — begins this afternoon. Among today’s notable starters: Seattle left-hander James Paxton (for Peoria) and Jarred Cosart (for Mesa), whom Houston received in the Hunter Pence trade with Philadelphia. Here’s where John Sickels ranks Cosart on the list noted below: 30th among pitching prospects. And here’s where he ranks Paxton: 25th.

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Two Days in Detroit: Craziness at Comerica

It was an eventful weekend in Detroit. The Tigers won the first two games of their ALDS match-up with the Oakland A’s, and the manner in which they did so was pure theater. A lot happened at Comerica Park between six p.m. Saturday and 3:30 p.m. Sunday. Some of it was predictable — Miguel Cabrera and Justin Verlander showed why they’re leading candidates to capture the MVP and Cy Young — but much of it was downright remarkable. Here are looks at five of the notable storylines.

THE KISS

“It was just emotion. I was happy. When you do something good, you feel happy.” — Al Alburquerque

By now, everyone knows that 26-year-old Tigers’ reliever Al Alburquerque planted a kiss on the baseball before under-handing it to first base to end the top half of a pressure-packed ninth inning. It was a key play in a wild-and-wacky Game Two and opinions are mixed on whether his actions were a case of innocent, youthful exuberance or just as under-handed as his toss.

Not surprisingly, reactions followed party lines. Asked about it after the game, Gerald Laird said “He’s just young and was excited. He didn’t mean anything by it.” Phil Coke’s response was, “I don’t think it’s something that should be viewed as somebody getting showed up. I didn’t think that at all.” Another teammate, Max Scherzer, said, “He’s on a different planet sometimes. I think that’s evident, with him kissing a ball during a game, during the playoffs. It’s just his personality.”

The opposition saw it differently. Read the rest of this entry »


Effectively Wild Episode 58: How Accurate Have the Postseason Narratives Been So Far?/Not Jim Tracy Returns

Ben and Sam talk to Not Jim Tracy about his resignation from the Rockies, then discuss how the narratives surrounding each playoff series have held up over the first few days of games.