Archive for Research

Andruw Jones: All-Star to Replacement-Level Player

Andruw Jones was having a brilliant career, that is, until he turned 31 years old. Since that point, he’s barely been a league-average player. He went from an all-time great player, to an iffy hall-of-fame candidate.

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Slowly Back Away from the Pythag Expectation

Updated: Thanks to the commentors, especially Evan, for double checking my work. I had an issue in Excel that messed up the results for May and June. Charts have been updated.

For most of 2012, the Baltimore Orioles have been playing over their heads. Well, at least when it comes to their expected win-loss record.

Based on the run differential the team has generated, the O’s have amassed 10 more wins than we would expect based on their Pythagorean winning percentage. The team has outplayed its cumulative expected winning percentage throughout the year and — since April — picked up two additional wins at the end of each month. If they sustain this performance and finish August with at least 10 more wins then their Pythagorean winning percentage would predict, they would be just the third team to do so since 2001 (the 2004 Yankees and the 2007 Diamondbacks are the other two).

Some might point to this glaring discrepancy between Baltimore’s actual winning percentage and Pythagorean winning percentage as evidence that the Orioles cannot sustain their winning ways. Of course, this raises the question of whether we really gain anything from a predictive standpoint heading into September if we focus on a team’s expected winning percentage rather than their actual performance.

The answer based on a review of the past decade seems to be no.

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The Knuckleball and Home Runs

There’s a sense that the knuckleball is more prone to the home run. The guys on the MLB Network, while watching R.A. Dickey give up three home runs to the Reds, thought out loud that the lack of spin meant that it would go further upon contact and lead to more bombs. The home run seems to be the source of some of the ‘risky’ label attached to pitchers that use the knuckler. Even physics professor Porter Johnson said in a recent interview that if a knuckleball “doesn’t move, it’s basically a home run.”

As with all conventional wisdom, this link is worth unpacking.

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The MLB Careers of Cape League Award Winners

The playoffs of the nation’s premier collegiate summer wood-bat league, the Cape Cod Baseball League, began Thursday night. Along with the end of the regular season come the league’s various awards — and one player, left-hander Sean Manaea of both Hyannis and Indiana State, has won not only the league’s Top Pitcher Award but also its Outstanding Pro Prospect Award.

Manaea was excellent this summer, posting an 85:7 strikeout-to-walk ratio in 51.2 innings for Hyannis over nine appearances (including eight starts). Those numbers are preposterous as they sound: the next most strikeouts recorded was Ryan Connnolly’s total of 56 in 51.1 innings. Nor was Manaea’s dominance merely a product of polish or deception: according to the whole internet, he was sitting at 92-96 mph this summer and topping out at 98. There’s now every indication, provided he remains healthy, that Manaea will go in the first round of the 2013 draft.

It certainly seems as though being recognized as the best college prospect in a league that has, of late, produced ca. 200 draftees per year and generally has about 200-250 active alumni in the majors — it certainly seems as though that sort of thing would indicate future success. “How much future success?” one might wonder — or, like the author, wondered slightly earlier this afternoon.

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When to Believe Velocity Gain

Last week, I wrote about some findings regarding in-season fastball velocity loss and how experiencing a loss in different months affects a pitcher’s chances of finishing a season with diminished pitch speed. The general takeaway was that June and July were the most telling months.

But what about velocity gain? We know that, generally speaking, pitchers lose velocity more than they gain it. So while velocity loss isn’t good, it’s to be expected — and starting pitchers seem to be able to deal with that loss better than relievers. Pitchers who can stave off velocity loss (year-over-year change between +/- .5 mph) perform even better. Moreover, if a pitcher gains at least 1 mph on their fastball in a season they are twice as likely to maintain some or all of that gain the following year.

Gaining velocity, while not a guarantee of better performance, is certainly a boon to a pitcher and his organization. But given that velocity varies for all sorts of reasons, when can a team have confidence that the increase they’re seeing is real and sustainable?

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Breakout Impossible: Don’t Compare Jose Bautista to Others

Jose Bautista came out of nowhere two-and-a-half seasons ago and hit 54 home runs at the age of 29. At a time when most players’ careers are declining, Bautista’s taking off. In fact, his  breakout has been completely unprecedented for someone his age.

Since the start of the 2010 season, Bautista has accumulated more than 18 WAR. In the history of baseball, only 38 hitters* have reached that kind of production during their age-29 to age-31 seasons. The most amazing part of Bautista’s statistical climb is how it was totally unpredicted.

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At What Point Should We Worry About Velocity Loss?

I’ve written quite a bit this year on trends in pitcher aging, specifically velocity loss and gain. In the last iteration I focused on the odds of pitchers gaining velocity back after a season where their fastball dropped by at least 1 mph.

In that piece I listed a few pitchers to keep your eye on given that their velocity was down from 2011. In June, I wrote about CC Sabathia for ESPN and noted that the big lefty is likely beginning to “age”, as the odds are quite a bit higher that pitchers over the age of 30 do not gain their velocity back once they’ve lost it.

After thinking about it a while it occurred to me that there is of course the chance that these pitchers will gain their velocity back by the end of the year (as I noted in both pieces). We know that, generally speaking, pitchers gain velocity as the season goes on. Temperatures rise, and so too do fastball velocities. If this is the case I wondered at what point in the season we can say with greater certainty that a pitcher is throwing as hard as he is going to throw. Is there a particular month where a velocity decline is more likely to translate to or predict a full season velocity decline?
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New Wild Cards and the Playoff-Probability Curve

Some say the new wild card is a gimmick to artificially create drama. Some say it rewards teams for wining their divisions. No matter what you think about the new playoff format, it’s here — and the playoff probability curve we’re used to is suddenly out of date.

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Identifying First Half MVP Candidates

With yet another day to go before actual baseball returns to the field, I thought I would take a quick look at some of the potential MVP candidates in both leagues based on the first half of the season.

Identifying MVP candidates is certainly not a straightforward process, nor is the criteria universally agreed upon. Knowing this I will not begin or end this article with any claim to have identified the “proper” candidates. These are my candidates based on my way of looking at the term “valuable”.

So what is my criteria? Well, I like to think of MVPs as players that provide an exceptional amount of production in both an absolute and relative sense. This means identifying players that lead or are close to leading the league in production, but where there is also a sizable gap between their production and that of the second best player on their own team. This means that I do tend to discount great performances by players that happen to share the same uniform as equally great players. Is it their fault? Absolutely not. In fact, those players could likely be the best all around players in the entire league. But when it comes to value I think there is a relative component that should be considered. This isn’t to necessarily give credit to the player (i.e. they don’t “step it up” to make up for the gap in talent on the team), but rather to the performance itself.

Like I said, this is my criteria and I don’t claim that it should trump all others, nor would I say it is complete on it’s own. Rather, I think it’ a useful starting place.

Okay, enough with the preamble. Let’s get to the data.

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Stephen Strasburg, Dazzy Vance and Context

Eric Seidmen wrote an interesting article last Thursday about Atlanta reliever Craig Kimbrel’s historic strikeout pace. So far, Kimbrel is sporting a blistering 42.7% strikeout rate (K%). Even for a relief pitcher in this era, that’s incredibly impressive. But one person who commented on the story noted that there was a non-reliever approaching the same level of whiff greatness (i.e. > 30% strikeout rate).

Nationals phenom Stephen Strasburg has thrown 182 innings in the big leagues and has struck out 32.5% of the batters he’s faced. No starting pitcher who lasted any significant amount of time ever finished his career with a strikeout rate higher than 30%. The closest  is Randy Johnson and his 28.5% strikeout rate. This season, Strasburg has a 33% strikeout rate. If he were to maintain that pace, he’d be the 10th starting pitcher in history to achieve the feat and would have the 23rd such season since 1916. But take a look at that list and you’ll note that the oldest instance came back in 1984.

The problem we run into with strikeouts — like many statistics in baseball — is that the playing environment has changed over time.

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