Friday, September 30, 2011

If Huff Was Out of Shape, Why Did He Play Everyday?


“He got himself in a funk. And what went on might have been a residual effect of maybe not doing enough during the off-season. And he knows that.” - Brian Sabean

This wasn't exactly a brand new bomb that dropped during the end of the season press conference but now that the cat is out of the bag it raises a bunch of questions that make the Giants management kind of look like idiots.

If Huff was so out of shape why did he continue to play everyday? Why did he get such a long rope after not putting in the work in the off-season? Were there any sorts of repercussions or punishments for him not coming into camp in shape?

I bet the answers can be summed up like this:
  1. Because he is a proven vet.
  2. He has a track record of success and we don't let things like poor conditioning and an obvious drop in productivity sway us.
  3. Of course not. He is a veteran and they have free reign to do what he wants.
I guess I appreciate the honesty that Sabean showed in at least admitting that Huff wasn't in the best of shape this year but it smacks of an excuse for the player that he gave a fairly large contract to that makes the front office look stupid.

It is like he is trying to push blame on to Huff, he is saying "Hey it's not my fault he sucked. He didn't come into the season prepared."

Well if that was the case and he wasn't in baseball shape you could have done something about it. I don't know... maybe something like not playing him when it was fairly obvious that he was something that dragged the team down.

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Tuesday, September 27, 2011

Giants, Stats & Moneyball

With Moneyball moving across Bay Area screens (which, while aimed in its attention on the other side of the bridge, features a brief conversation between Beane and Sabean) we can’t help but look at our game, at least for a little while, with the somewhat sterile perspective of statisticians.


Of course, we’re always aware of statistics and their wrought iron grip on our players. Still, we never allow them to entirely take over our experience in following baseball. In the philosophy of baseball management popularized by Billy Beane’s A’s, however, the cloud of measured probability that traces the arc of players’ career are given more importance than any other factor (such ‘other factors’ listed in the film as potential indicators of ability are confidence, attitude and other intuitive, non quantitative attributes).


In the film, Beane scoffs at the idea of the intuition of scouts as an indicator of a player’s ability to perform, and relies solely on number-crunching to bring a team to the playoffs in order to show the establishment of major league baseball just how sentimental and backward it is. He repeats often in the film that ‘it’s hard not to be romantic about baseball,’ as he labors to keep his perspective resolutely anything but.


This struck a chord in me, as a Giants fan. Particularly in these past two seasons, romance has been hard to avoid. At this point, in speaking of romance, I can only think of Ryan Vogelsong. What is constantly called a ‘cinderella story’ by sports pundits, talkers, bloggers and street preachers this year is based around the remarkable performance of one man - against and despite the certainty of mediocrity implied by his career statistics.


So if stats don’t tell the full story of Vogelsong, what’s missing?


That it is possible, however unlikely, that a man like Vogelsong can work to alter the math that follows him through his career, is exactly what Beane ignores as statistical abnormality in his approach to baseball; and while the success of Beane’s approach is inarguable (in past seasons at least), both the film Moneyball and Beane’s record seems to imply that there is something fundamentally missing in this perspective.


Beane’s teams have had a great deal of success in the regular season, but have never progressed on to the world series. To me, this is a reminder of the fact that the math of baseball is less than the whole story of the sport. In fact, the regular season statistics we religiously keep track of create a false impression of certainty that never seems to hold up every time it should.


This may be because the post season is a different kind of beast than the regular - and one in which probability holds a little less bearing. Statistics hold weight in the season since the sample size of opportunities, games at bats etc. is large enough for season statistics like OBP, SLG etc. to stretch their legs and normalize.


After all, the larger the sample size, the more accurate statistics become as a predictor. The regular season is perfect for this with (162 game), whereas a postseason series is not. In this, Giants fans know better than anyone that statistical likelihood is not enough to accurately predict the winner.


The other half of baseball, the romance that Beane made efforts to avoid in Moneyball, is the Vogelsong factor.


It’s true that it is harder to alter your career numbers than your season numbers, and harder to alter your season numbers than you game numbers. Vogelsong was, afterall at one point, 9 - 1, but was unable to maintain this win differential all year long. The smaller the sample size, essentially, the greater a player’s ability to play outside their numbers. Vogelsong’s story demonstrates this as his numbers began to normalize towards the end of the season, but his story is still remarkable. The story is that of a pitcher who found a moment to dig in his feet, work against the math he’d built in failed years, and succeed where he absolutely was not supposed to.


Vogelsong’s history, his attitude, his circumstance came together perfectly somehow and illustrated to him that this was a moment he could take advantage of and affect some kind of change the continuity of his pitching. The point that may have been overlooked by Beane’s experimental philosophy is that a player can have a solid set of career numbers outside of romance, but a player will not be able to play where it counts and to “win the last game of the season,” as Beane says, without it.


As unavoidably naive and tacky as this sounds, there is a side to baseball that allows the players to stretch the bounds of their numbers when they need to - to play above their OPS. Now, because we’ll always be kids in some ways when we watch baseball, and because who are we kidding, (and also because who are we trying to impress) let’s just call it heart. Probability can push a team through the regular season, but will have a harder time getting the job done beyond it, because stats don’t have enough time to work their magic. The end of the regular season in September may as well be a statistical cliff: math will get you right over the edge, but only hope and glory will help you fly.

Pitching Winning Percentage and fWAR


I have been super busy with work and life in general and have neglected writing far too much. This afternoon I had the time to have a little fun with excel and the wealth of data that is Fangraphs.

I have always been curious how much winning percentage is associated with fWAR and decided that now would be a good time to take a look. I pulled the data from the last 3 years for pitching seasons with at least 100 innings thrown. I then plotted the data and took a look at the correlation.

So I proudly present the correlation between fWAR for pitchers and Winning Percentage:


As you can see from the scatter plot there is some positive correlation between winning percentage and fWAR but it isn't super strong. Excel told me that the correlation to about 0.49 which makes sense.

A high winning percentage usually means that a pitcher did well as does a low winning percentage usually means that a pitcher did poorly but this is not always the case and in the data set that I have here it seems that high winning percentage is more often than not a a false signal for a good pitcher.

Here are all the pitchers who had a winning percentage of 0.6 or greater with at least 100 innings pitched:

We essentially see the whole gambit of pitcher quality here from MVP caliber seasons to a season of below replacement level performance with almost no observable trend that a higher winning percentage leads to a higher fWAR.

So in the end this was a fun little experiment. We found that there is a relationship between winning percentage and fWAR which makes sense but that it really doesn't tell us more than what we already knew, that good pitchers will tend to have higher winning percentages but that doesn't mean people with low winning percentages are bad or that pitchers with high winning percentages are good.

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Tuesday, September 20, 2011

Projecting the Series: Giants vs. Dodgers


As improbable as it seemed at the start of the month the Giants are kind of still in the playoff race. They are just 3.5 back of the suddenly collapsing  Braves (but have the Cardinals in the way) and 5.5 back from the Diamondbacks but get to play them 3 more times.

 The odds are still not good but hey they aren't zero which is more than we could have hoped for when everything started this month.


Here are the current odds given to the Giants to make the playoffs.

Baseball Prospectus: 4.4%
Cool Standings: 5.2%
Clay Davenport: 3.49%

The odds aren't great and the Giants need a lot of help but having their bats wake up from their collective cold streak has been very nice. The big test comes tonight when the Giants face the second best pitcher in the National League in Clayton Kershaw who causes fits for the Giants hitters.

In 71 and two thirds innings Kershaw has a 10.18 K/9, a 2.26 BB/9, a WHIP of 0.865, a 1.26 ERA and a FIP of 1.93. Basically if Giants hitters do Giants hitters things against Kershaw the winning streak will be over and the hopes of playoffs get a little dimmer.

No pressure Timmy.

The Odds:

Dodgers
Giants
Game 1
62%
38%
Game 2
61%
39%
Game 3
46%
54%
Sweep
17%
8%
2 out 3
42%
32%
1 out 3
32%
42%
0 out 3
8%
17%
Win Series
60%
40%
Lose Series
40%
60%


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Thursday, September 15, 2011

Projecting the Series: Giants vs. Rockies



Lost in all of the Bill Neukon news is that there is a game to be played today and the Giants are still in this thing baby.

Realistically the Giants can't afford to be losing any games if they want any chance at making the playoffs and luckily the Rockies are throwing out some pretty weak pitchers to face the Giants.

I have to say that these are probably not the best or most accurate projections because of the September call-ups and small samples but hey its what I got so I am going with it.

Rockies
Giants
Game 1
59%
41%
Game 2
29%
71%
Game 3
65%
35%
Game 4
48%
52%
Sweep
5.4%
5.2%
3 of 4
25.5%
24.4%
Split
39.4%
39.4%
1 of 4
24.4%
25.5%
0 of 4
5.2%
5.4%
Win Series
31%
30%
Split
39%
39%
Lose Series
30%
31%
Sweep or start booking your off season vacations.

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Wednesday, September 14, 2011

Bill Neukom Forced Out

Bill Neukom has been forced out as Managing General Partner of the San Francisco Giants

From Purdy's story it seems that things came to a head because Neulom spent money on the team without consent from the executive committee that is the power behind the scenes.
he (Neukom) apparently made some financial decisions that alienated key members of the ownership group -- principally because the group believed as part of Neukom's fiduciary duties, he should have keptthem better informed about his choices and actions. Instead, some of the owners first read about those decisions in the news reports.
There is more on this thread of spending money he wasn't supposed to.
Neukom, it is said, believed that this was his money to spend as he saw fit -- and he did so, to increase payroll and buy new technology for the baseball department, among other expenditures. Instead, the executive committee allegedly wanted the money to be put in a "rainy day fund" for use in leaner times. The committee also believed that Neukom needed the committee's authorization before making such major financial decisions.
I have to say that this points to signs that we probably shouldn't expect payroll to grow much in the future without huge gains of cash that may or may not keep coming in. So you can cross off Prince Fielder, Albert Pujolus, and Jose Reyes off of your off-season shopping wish list.

Other than that I am going to take that wait and see approach.

I don't think that the other owners are dumb. I don't see them changing their view on the South Bay territorial rights, I think that they liked the cheap talent and energy that came along with an improved farm system and I don't think that they will go out of their way to dismantle the core of this talented team for a quick buck.

This news is big but I don't think that this is the time to overreact.

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Tuesday, September 6, 2011

Playing What If...


There has been a lot of hand wringing lately over pitching wins and how much weight to put on them.

I come down fairly conclusively that just about no weight should be put on them and here is why, some pitchers have an offense that doesn't score any runs behind them. Namely the Giants pitchers who have the worst offense in the major leagues behind them.

With the worst offense at scoring runs behind them it is no wonder that most Giants starters are hovering at around .500 this season despite each of the team's main starting pitchers putting up an ERA+ over 109.

So what if the Giants pitchers got some better run support?

I will use MLB win leader Justin Verlander as an example here to illustrate my point. For each of the Giants main 3 starting pitchers who has had a full season of starts I put their runs allowed into the corresponding run support received by Verlander.

Here are the results:

Tim Lincecum:

Currently he is 12-12, with the Verlander run support he improves to 19-7 and I am sure he would be getting some nice attention for the Cy Young Award.

Matt Cain:

Currently he is 11-9, with the Verlander run support he improves to 15-7.

Madison Bumgarner:

Currently he is 10-12, with the Verlander run support he improves to 13-8.

The Giants pitching has been stellar this season but wins and losses are not going to let you know how great they have been despite the wretched offense that has been backing them up this year.


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Madison Bumgarner Becomes a Strikeout Pitcher


Madison Bumgarner is turning into quite the strikeout machine. Last season he had a K/9 of just 6.97 which isn't  bad especially considering that he matched it up with a 2.11BB/9  but this season he has been even better.

This season he has increased the strikeouts per inning by 1.5 while lowering his already low walk rate. His current numbers sit at 8.42 K/9 and 2.08 BB/9. This is the type of pitcher that he showed when he was in the low minors, over powering stuff with plus control.

Here are some fun graphs to start off your Tuesday morning showing MadBum's strikeout growth.


The Giants may not make the playoffs (yes I am still going to say may until it is mathematically impossible, sometimes epic meltdowns happen) but at least we get to watch some pretty awesome pitching.

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Friday, September 2, 2011

Projecting the Series: Giants vs Diamondbacks



The Giants are in second place 6 games back, the first place team is coming into town. If the Giants are serious about wanting to make the playoffs this would be a great time to start the winning and the scoring of runs.

Anything less than a series victory and the Giants slim playoff hopes are basically gone and even if they win things still don't look great. The odds are stacked against the Giants both in winning this series and making the playoffs.

You may think come on the Giants have their top 3 pitchers going and should have a good chance, well I have a newsflash for you... The Giants offense is so bad that it cancels out how good their pitching is. For example in the Ryan Vogelsong start they have the projected run differential of a team with a .469 winning percentage even while having a projected runs allowed per game of 3.6!

This offense is not good but man if they could just average 5 runs per game for the month this team (or even 4.5) this team could get back in the race.

Crazier things have happened like the Giants pitchers last season ripping off a historic pitching month but they shouldn't be counted to happen every season.

So anyway I am not optimistic but hey who saw the Giants losing back to back series to the Cubs and Astros even though they were heavily favored in nearly every game?

The Odds:

Giants
Diamondbacks
Game 1
56%
44%
Game 2
47%
53%
Game 3
38%
62%
Sweep
10%
14%
2 out 3
36%
40%
1 out 3
40%
36%
0 out 3
14%
10%
Win Series
46%
54%
Lose Series
54%
46%

So there is a 46 percent chance that the Giants season will still have a sliver of hope and there is a 10 percent chance that they will have a realistic shot of winning this division. Hey those odds are better than the lottery at least.

P.S.: In case you were wondering what the odds would be if they did come in averaging 5 runs per game I will leave this down here:

Giants
Diamondbacks
Game 1
74%
26%
Game 2
67%
33%
Game 3
57%
43%
Sweep
28%
4%
2 out 3
45%
23%
1 out 3
23%
45%
0 out 3
4%
28%
Win Series
73%
27%
Lose Series
27%
73%

5 runs a game for a month, that's not too much to ask is it?

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