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Productive Base Stealing And The Mets

In the recent Athletics Nation interview with A's GM Billy Beane, interviewer Tyler Bleszinski asked about an often divisive topic in the realm of baseball discussion, the stolen base:

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4 comments  |  0 recs |

Inside Out: Daniel Murphy's New Approach To Fastballs

Photo

More photos » by Wilfredo Lee - AP

Daniel Murphy's 2009 season began well enough, with a two-run homerun versus Cincinnati on opening day. By June, however, Murphy had already endured the worst of a month-long slump, with his OPS dropping below .700. With the rash of injuries to the opening day roster, no amount of poor hitting could cost Murphy his starting first base job. With plenty of time and uncharacteristic amount of patience, Mets fans waited for the rookie to fulfill their unreasonable expectations and rebound. And he did - sort of. Known for his keen batting eye but sub-par power, he hit an inexplicable .294/.320/.513 from July 24th to the end of the season, after hitting .241/.308/.352 prior, raising his season line to .266/.313/.427. This turn-around was a triumph for the many Mets fans who both saw Murphy as the first baseman of the future, and don't know how to evaluate offense beyond batting average and RBIs. Very often his precipitous second-half drop in walk-rate is left out of any discussion.

Still the walk rate bothered me, and probably a few others, so after digging around in his month-by-month plate discipline data at Fangraphs a pretty clear pattern emerged:

Murph-discipline_medium
He was swinging at pitches outside the zone at a rate not even Omir Santos or Jeff Francoeur knew. So was Murphy making really good contact with a bunch of pitches outside the strikezone, essentially trading OBP for SLG? His batted ball profile didn't really reveal a direct rise in linedrives:

Murphy-babip_medium

While BABIP is not directly related to LD%, the number of line drives a player hits is a big factor, which is why many people like the LD%+.120 formula as a quick and easy BABIP estimator. If anything, it seems Murphy was getting a little unlucky during his cold streak (~.150 BABIP vs. ~.250 xBABIP in May) and a little lucky in his hot streak (.340 BABIP vs. ~.300 xBABIP), neither of which are surprising. I'm wary of looking at BABIP in such small sample sizes, as it can violently fluctuate, but the relative increase is obviously not as dramatic as the steep drop in BB%. Was Murph's newfound swing-at-everything approach an overreaction to an unlucky first half? Or were they unrelated?

The conventional wisdom as to why Murphy seemed to play two seasons was an adjustment versus fastballs:

Earlier this season, pitchers were exploiting Murphy’s wide stance by pounding him inside with fastballs. He and the hitting coach Howard Johnson were aware of it, but Murphy continued to struggle, batting .176 in May and .240 in June. Only recently have those adjustments started to feel natural, and since Aug. 15 Murphy is batting .306 with 15 runs batted in.

One way to measure the effectiveness of a hitter against a particular pitch is linear weighted run values. Dave Allen penned a good explanation here:

The run value of any event is the change in the expected number of runs scored over the rest of the inning from before and after the event happened.

Against fastballs, Murphy was -8.3 runs on the year, or -0.65 runs on average (negative is bad). Using pitchf/x data, I divided that number between the aforementioned intervals of time (beginning to July 24th, July 24th to the end of the season). The two "seasons" split nicely, with the first half measuring in at -7 and the second half at -1.3. On its face, that seems like an obvious improvement.

When measuring the values as rvaaE, run values based on what he did (line drive, fly ball), not the outcome (out, single), the numbers told a different tale. According to rvaaE, Murphy was positive 3.8 during the first half of the season and -1.4 during the second half. This data supports the theory that Murph's new approach may have been an overreaction to a small sample size of bad luck.

To investigate further, I "sliced" the area in and outside of the strikezone into eleven slices, as Harry Pavlidis demonstrated in this BtB post. Here's Harry's division of the horizontal space:

Zones_medium

The middle "fat" area of the plate is 8-inches with all the others being four inches. The two zones I added to Harry's original model are everything outside of the two farthest zones in the above graph. Starting from the "fat" and moving outward, the four zones on each side are "Side," the completely over the plate; "Edge," which includes one inch of the plate; "Off"; "Wide"; and "Wild." The designation of "In" and "Out" is added to determine which side and is based on the handedness of the batter. So, in Murphy's case, being lefty, the positive values, or the boxes to the right, are inside.

First, we can compare the number of swings Murphy sent through each zone during each period of time:

Murph-swing_fixt_medium

The good news: Murphy swung at more fastballs over the plate, represented by "Fat" and "In Side" (aka "inside"). The bad: he swung at more fastballs nearly everywhere else, too, including those more than a foot off the plate. The odd: the only zone in which he swung less often in the second half was the inner edge, which includes the last inch of the plate and three inches off the plate, and was supposedly his problem area earlier in the season. Considering that foul balls and swinging strikes count as swings, though, here's a complementary chart showing the percentage of pitches he actually put in play:

Murph-bip_fixt_medium

On the pitches that ran most inside to him, he never put a ball in play all season, which make sense when you consider it included balls as far as three feet inside (behind him). That, in large part, explains the drop in walk rate. He swung at considerably more of those pitches in the second half, at both edges of the batter's box. Refocusing on the aforementioned "In Edge" slice, we see that the percentage of balls he put in play was closer, suggesting he may have been better at picking which fastballs to swing at, while not necessarily swinging at all of them. To better see how he put the balls in play, this next graph compares run values per pitch in each slice:

Rvaa-murphy-fixt_medium

The most obvious disparities are on pitches farthest off the plate, where the free swinger approach obviously costs runs where walks are to be had. The slices "in off" and "in edge" demonstrate an improvement on hitting fastballs thrown inside and slightly off the plate, which resulted in the tangible improvements that prompted this whole article. The two biggest disparities, at the "in side" and "out side" slices have a lot to do with homeruns, which is a good warning about how certain outcomes can skew these small sample sizes. Those disparities are partly neutralized by the rvaaE, which treat many homeruns as normal flyballs:

Rvaae-murphfixt_medium

Here, the aforementioned split between total rvaa and rvaaE for Murphy's season is reflected on every inside-pitch slice. Whereas in the previous graphic, Murphy showed better results on pitches inside and slightly off the plate, this data suggests he actually hit worse. That's not necessarily true, granted, as batted ball data isn't always precise and not all flyballs are equal, as I suggested above when it gave HRs slightly negative run values.

The discrepancy does, however, raise an important issue with Murphy's new approach, which is: what if he faces bad luck on balls in play next year, or at least worse luck than he did down the stretch in '09? The situation would be similar to Jeff Francoeur's worst seasons, in which his low BABIP dragged his entire slash line down. I am not claiming that Murphy just got lucky in the second half of this season, far from it, he did show improvement on inside fastballs. The problem is that the approach he demonstrated in those months does not set him up well for future success. Murphy should swing at fastballs over the inside and middle of the plate, but at the cost of swinging at nearly everything else, it's probably not worth it. Hopefully next year he can use his natural batting eye to find a balance, in which stays patient on outside and even borderline pitches, while making high levels of contact on pitches in the zone.

Big thanks to Harry Pavlidis, of cubsfx and Beyond the Boxscore fame for providing the pitchf/x data! All other stats from Fangraphs.

12 comments  |  5 recs |

2009 National League East Odds

2009_nl_east_odds_medium

The playoff odds are courtesy of CoolStandings. For the sake of ease I only plotted four points per month: the 1st, 8th, 15th, and 22nd, or a day offset if there were no games on those days (4/1 became 4/2 and 7/15 became 7/16). Baseball Prospectus also has playoff odds but I couldn't quite figure out how to get historical figures (i.e. not just the current odds). It didn't much matter as CoolStandings was proved more than adequate for this little exercise.

It's fitting that Jose Reyes is at bat in the background picture, since the season really fell apart when he got hurt. Not that I believe that the Mets would have prospered with Reyes given the rest of the injuries and ineptitude, but they really did miss him.

The Mets and Marlins were healthy opposites of one another until around midseason when the Marlins fell apart and the Mets, having already fallen apart, continued their speedy descent.

The Nationals practically flatlined right out of the gate.

5 comments  |  0 recs |

In Praise Of Sean Green

This was the only available picture not featuring a dejected Sean Green.

More photos » by Kathy Willens - AP

This was the only available picture not featuring a dejected Sean Green.

On the surface, Sean Green has not had a very good season. An ERA just south of 5, initially wearing the same number as Aaron Heilman and several high profile late game meltdowns will create such a perception. However, as Sam pointed out earlier, things are not what they seem. Here is a look at Green's numbers this year compared to 2008, when he was a ~1 WAR pitcher and a valuable piece of the Mariners bullpen:

Season K/9 BB/9 HR/9 GB% FB% FIP xFIP
2008 7.06 4.10 0.34 63.3% 19.5% 3.65 4.08
2009 7.20 4.15 0.69 66.3% 19.9% 4.28 3.96

The seasons are nearly identical, except for a slightly higher groundball rate and doubled home run rate in 2009. It appears he was somewhat lucky as far as surrendering the long ball in 2008 (6.1% HR/FB %) and unlucky in 2009 (12.8% HR/FB%), demonstrated by the similar xFIPs.

An ongoing concern for Green is his struggle against lefthanded hitters. For his career, lefties have knocked him around at a poor but not terrible .273/.398/.422 clip. This season, they have hit .232/.372./.424, a similar line which highlights his main issue vs. lefties: walks. He's a borderline ROOGY, but if used properly can be effective as a non-specialist. He can navigate an inning vs. mostly righties with a lefty batter mixed in, preferably not a Chase Utley or Adam Dunn type. A look at the lefty batters who have homered off Green this year shows that maybe he hasn't been set up for success (Adrian Gonzalez, Nate McLouth, Ben Zobrist).

An average of Fangraphs and Statcorner WAR says he has been worth about .5 WAR in 2009, and going forward it looks closer to .7-.8 WAR over a full season. Relief pitcher valuation is an inexact science, but this is perfectly acceptable from a pitcher making $471K this season who doesn't figure to earn much of a raise next year. A bullpen role for Green means one less roster spot that Omar Minaya might fill with John Grabow or Brandon Lyon for 3 years, $10 million.

I'll leave you with a batter's view of Green's release point earlier this season compared to where it's been recently. Analysis of this will come at another time:

Sean_green_release_points_medium

(Click to embiggen)

3 comments  |  0 recs |

Choosing The Mets "All-Time 9"

To commemorate September 9, 2009 (9/9/09), Major League Baseball released polls to determine the best single-season performance by position in each team's history. The Mets ballot can be found here. Unsurprisingly, the only statistics listed next to the players are batting average, home runs RBI, runs and stolen bases. There is no mention of on-base percentage or slugging percentage, as well as any adjustments for era, park factors, or playing time. Defense is not a factor in this poll and each player is eligible for just 1 nomination. Here is a breakdown of the options as well as my choice for each position (check out Metsmerized for another ballot). Players are listed in order from best wOBA to worst, although that was not the only statistic used to make the selections:

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Appreciating Javier Vazquez

FIPmaster Flex

More photos » by Nam Y Huh - AP

FIPmaster Flex

Yesterday's Braves-Cardinals game looked like a promising pitcher's duel: Javier Vazquez vs. Chris Carpenter, 2 of the best pitchers in baseball this season.  Carpenter failed to hold up his end of the bargain, getting shelled to the tune of 9 hits and 7 runs over 6 innings in the Braves' 9-2 win, but Vazquez did not disappoint:

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Big Game Redding

Tim Redding vs. the Phillies in 2009:

18 IP, 2.00 ERA, 13 K, 5 BB, 0 HR

You thinking what I'm thinking?  3 years, $36 million.

34 comments  |  0 recs |

Mike Pelfrey's Worst Nightmare

Pelfrey_s_worst_nightmare_medium

(Click to embiggen - Recommended in order to read the blurry years, which are tough to decipher because of Roger Dorn's presence)

Here are the infield UZR figures in numerical form:

Year UZR
2006 7.9
2007 10.6
2008 -7.7
2009 -25.4

Quick interpretation of the data - the Mets' infield defense has ceased to be good and is actually quite terrible.  A far cry from the Ventura-Ordonez-Alfonzo-Olerud days.  It's pretty tough for a groundball pitcher to succeed in such an environment.  The topic of Mike Pelfrey's supposed "regression" is a popular one, and I'm glad that others have recognized his season hasn't been as bad as many would have you think.

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