Archive for April, 2015

The Meaning of Small Sample Data

We’re a week into the Major League season, which means most regular hitters have roughly 20 to 25 at-bats, and each team’s best pitcher has maybe thrown 13 or 14 innings. These are the smallest of small samples, and almost anything is possible over the course of five or six games. Right now, we have things like Jose Iglesias leading the American League in Batting Average and Kevin Kiermaier leading the AL in Slugging (.941). Among the many dominant pitching performance from the first week, you’ll find names like Aaron Harang, Tommy Milone, and Jason Marquis.

For years, the analytical community has strongly advised against reading anything into early-season results, making the phrase “Small Sample Size” into a term you’ll even hear on broadcasts. We have an entire entry in the FanGraphs Library devoted to sample size, and another on regression to the mean, which is a related concept. If you’re reading FanGraphs, odds are you’re probably aware of the fact that you shouldn’t jump to conclusions based on a week’s worth of data. The Braves are not the best team in the National League. The Tigers aren’t the ’27 Yankees. Over any given week, weird stuff is going to happen, and we just notice it more at the start of the season because it’s the only thing that has happened yet; if you look at any seven day stretch throughout the year, you’ll find similarly odd results.

Read the rest of this entry »


The Same and Improved Joe Kelly

As of March 16th of this year, everything was decidedly not sweetness and light for Boston right-hander Joe Kelly. On that day, he recorded his third (and ultimately final) start of spring training, over the course of which he conceded three runs in just 2.2 innings, bringing his spring ERA to 11.05. Worse yet, he was compelled to leave that start due to biceps tightness in his biceps (i.e. the place where that kind of tightness is most commonly found). The outlook was sufficiently grim that managing editor Dave Cameron was forced to publish a post here considering other starting possibilities for the Boston Red Sox.

Following a retroactively dated trip to the disabled list and a pair of minor-league spring-training appearances, Kelly made his season debut on Saturday. It’s hard to know what Kelly’s expectations were or what the organization’s were, but “low-ish” is an objectively reasonable assumption. If nothing else, there had to be concerns regarding Kelly’s endurance. Of the two appearances he’d made since leaving his spring start with an injury, his highest pitch count was 78. “Ideally he’d have another outing to build arm strength before an MLB game,” John Farrell said in the presence of Providence Journal reporter Tim Britton. That ideal scenario did not become a reality. Instead, Kelly’s next appearance was Saturday’s.

There were reasons, in other words, to expect the worst for Joe Kelly’s start on Saturday at Yankees Stadium. In reality, however, Kelly’s results from that start were actually the best. Not the best in every sense of the word, but certainly among the best so far as Kelly’s major-league career is concerned. He allowed just one run over 7.0 innings. He posted the lowest single-game FIP (41 FIP-) of all his starts ever. And another thing he did was to surpass his previous single-game strikeout mark. Previous to Saturday, he’d recorded six strikeouts in a single game on seven different occasions. On Saturday, however, he produced eight strikeouts (i.e. two more than ever before).

Read the rest of this entry »


Richard Shaffer and Detecting Improvement

Last week, I wrote a piece looking at minor league players who saw stark decreases in the number of pitches they saw inside the strike zone. My analysis was inspired by recent research by Rob Arthur that suggested drops in Zone% can be early predictors of a breakout. Essentially, Arthur found that hitters who saw fewer pitches down the heart of the plate late in the year often outperformed their projections the following season. By his theory, a pitcher knows a good hitter when he sees one, and chooses to approach him with caution. So when pitchers change their approach, it’s often because the hitter’s gotten more talented.

One of the hitters who jumped to the top of my list was Richard Shaffer, a third baseman in the Tampa Bay Rays organization. Shaffer spent the entire 2014 season in Double-A Montgomery, where he hit an uninspiring .222/.318/.440. Although he hit for a good amount of power last year, the rest of his game left a lot to be desires. KATOH wasn’t thrilled with this lack-luster season — especially his elevated strikeout rate– and gave him just a 50% chance of even reaching the major leagues. Here’s a look at my system’s full break-down of Shaffer’s odds.

Read the rest of this entry »


Dan Szymborski FanGraphs Chat – 4/13/15

11:58
Dan Szymborski: Boom.

12:01
Comment From Mooking for Love
goes the dynamite

12:01
Comment From greg
Any thoughts on Jeurys Familia as the Mets’ new closer?

12:01
Dan Szymborski: He’s the logical option.

12:01
Comment From zack
Szymborksi, Is AROD back? How hilarious will it be if he has a good year?

12:02
Dan Szymborski: Wouldn’t go that far quite yet. I’m still skeptical – he was steadily declining before 2013 already and he essentially had 1.8 lost years at an advanced age

Read the rest of this entry »


FSU’s D.J. Stewart Offers First-Round Tools in Unusual Package

Florida State outfielder D.J. Stewart was regarded as a first-round talent heading into his junior season, but after seeing him during an Easter weekend series at N.C. State in Raleigh, I came away with a lesser opinion.

A 28th-round draft pick by the Yankees out of high school in 2012, Stewart batted .364/.469/.560 as a freshman, then slashed .351/.472/.557 as a sophomore last year on his way to being named the ACC Player of the Year. He hit a disappointing .232/.362/.316 while playing for the USA Baseball Collegiate National Team last summer, although he’s now carrying a .306/ .506/.595 line through 37 games this season. I got two looks at Stewart last week – one on Thursday and the other on Saturday – which is more time than you want to spend without sunscreen at Doak Field unless you’re a masochist who delights in the stinging pain of hot showers.

Read the rest of this entry »


Billy Hamilton’s Reverse Lineup Protection

You’d think that here in 2015, alongside our flying hoverboards and pill-based meals, we’d have finally eradicated the myth of “lineup protection.” The idea that having a dangerous hitter on deck would give the pitcher incentive to challenge the current batter with hittable pitches lest he walk him and put a man on for the better hitter may make sense in theory, but in practice it’s been proven wrong in an endless stream of studies, dating back to at least 1985.

But as I’ve watched the first week of games, it keeps coming up on broadcasts, seemingly endlessly. It’s not worth worrying about whether a great hitter has someone dangerous behind him — that hasn’t stopped Andrew McCutchen or Giancarlo Stanton or Robinson Cano in recent years — and it’s not worth worrying about whether the hitters in front of those great hitters get more hittable pitches. It’s been definitively proven that either there’s no effect at all or, if there is one, it’s so imperceptibly small and clouded by other variables that there’s no meaningful gain to be had from it.

It’s certainly not my intention today to give you yet another study on why lineup protection is terribly overrated in the traditional sense. What’s more interesting today is that we’re seeing, at least in one case in the early going, a different kind of lineup protection. Read the rest of this entry »


Josh Hamilton, the Angels, and Guaranteed Contracts

After an arbitrator ruled ten days ago that Josh Hamilton had not violated his drug treatment program following an alleged drug relapse, it looked like the Angels would be forced to pay him the rest of the roughly $83 million he is owed over the last three years of his contract. Now, however, it appears that the Angels are determined to do whatever they can to try to escape from the rest of Hamilton’s contract.

Before the Angels’ home opener on Friday evening, the team’s owner, Arte Moreno, spoke with the media. As one might expect, the discussion eventually turned to Hamilton, with a reporter asking Moreno whether the Angels would welcome Hamilton back to the team when he had recovered from his shoulder injury. Somewhat surprisingly, Moreno responded, “I will not say that.”

Instead, Moreno suggested that the team was exploring the possibility of cancelling the rest of Hamilton’s contract. As Moreno explained to reporters, “We have a contract with Hamilton and that contract has specific language, that he signed and that was approved, that said he could not drink or use drugs.”

The Major League Baseball Players Association quickly responded to Moreno’s comments on Friday evening:

“The MLBPA emphatically denies Los Angeles Angels owner Arte Moreno’s assertions from earlier today that the Angels had requested and received the approval of the Union to insert language into Josh Hamilton’s contract that would supersede the provisions of the Joint Drug Agreement and/or the Basic Agreement. To the contrary, the collectively bargained provisions of the JDA and the Basic Agreement supersede all other player contract provisions and explicitly prevent Clubs from exactly the type of action Mr. Moreno alluded to in his press comments today.”

So who is right? And what are the odds that the Angels could terminate the rest of Hamilton’s contract?

Read the rest of this entry »


Effectively Wild Episode 655: Lester vs. Hamilton: The Pickoff Culmination

Ben and Sam banter about the weekend’s best plays and Mike Trout’s hidden hobby, then discuss the potential pickoff showdown between Jon Lester and Billy Hamilton.


FanGraphs Audio: Kiley McDaniel Gets Your Hackles Up

Episode 550
Kiley McDaniel is both (a) the lead prospect writer for FanGraphs and also (b) the guest on this particular edition of FanGraphs Audio — during which edition he discusses pitch grades, the best sort of camera angles for scouting (if such a thing exists), and Mike Foltynewicz’s robust fastball.

Don’t hesitate to direct pod-related correspondence to @cistulli on Twitter.

You can subscribe to the podcast via iTunes or other feeder things.

Audio after the jump. (Approximately 49 min play time.)

Read the rest of this entry »


Paul Sporer Fantasy Baseball Chat — 4/12/15

6:37
Paul Sporer: Good evening, everybody. We’ve almost got the first week completely in the books. Let’s talk some fantasy baseball!!

6:45
Comment From Pale Hose
What’s up Paul?

6:45
Comment From Pale Hose
Started Hutchison, House, and Hughes today. Not excited to see ERA tomorrow.

6:46
Paul Sporer: That is rough. Believe me, I feel you. House & Hughes are among my most-rostered arms (full rundown coming Tuesday, btw, similar to my Hitting Portfolio – http://www.fangraphs.com/fa…)

6:47
Comment From Joc Odor
Thoughts on Carlos Santana (5 x 5 OBP league with OBP replacing average) in the early going?

6:47
Paul Sporer: Very pleased! Looking very good out of the gate.

Read the rest of this entry »