Archive for Research

Introducing the Batter-Specific Run-Expectancy Tool

Today at FanGraphs, we’re introducing an interactive run-expectancy tool that incorporates the batter’s skill into the run-expectancy value. The tool, developed by the rather incredible Sean Dolinar, allows the user to input a few factors, including one to account for the batter, and in turn spits out a number estimating how many runs will be scored for the rest of the inning.

Read the rest of this entry »


The Slider Moves Differently to Different Locations

I gave Royals’ right-hander Chris Young a bit of an incredulous look — “You’re throwing the slider a ton this year!” He shrugged. Sure. “It’s okay, you can throw it inside and out, and it’s been good. But it moves a little differently depending on where you throw it.”

Young then mimicked the release point when trying to throw a slider inside to a right-handed hitter, and then he showed where the release point might be when throwing it outside to a right-handed hitter. One was straight to the plate, and the other had more side-to-side finish to it.

If you’ve pitched competitively — or, at least, possess more experience than my own, which is limited to throwing a whiffle ball to my kid while he imitates Julio Franco — this may be old hat to you. But to me, it was surprising and also totally logical at the same time. I immediately wanted to know what this looked like.

Read the rest of this entry »


What Pitchers (and Numbers) Say About Pitching in the Cold

Maybe it was the fact that she spent her formative years in Germany, while I spent most of mine in Jamaica and America’s South, but my mother and I have always disagreed about a fundamental thing when it comes to the weather. For her, she wants the sun. It doesn’t matter if it’s bitter cold and dry; if the sun’s out, she’s fine. I’d rather it was warm. Don’t care if there’s a drizzle or humidity or whatever.

It turns out, when we were disagreeing about these things, we were really talking about pitching. Mostly because life is pitching and pitching is life.

But also because the temperature, and the temperature alone, does not tell the story of pitching in the cold. It’ll make sense, just stick with it.

Read the rest of this entry »


Baseball’s New Approach to the Changeup

Baseball can be slow to change. We’ve had this idea for decades that certain pitch types have platoon splits, and that you should avoid them in certain situations because of it. Righties, don’t throw sliders to lefties! It’s Baseball 101.

Think of the changeup, too. “Does he have a changeup?” or some variation on the theme is the first question uttered of any prospect on the way up. It’s shorthand for “can he be a starter?” because we think of changeups as weapons against the opposite hand. A righty will need one to get lefties out and turn the lineup over, back to the other righties, who will be dispatched using breaking balls.

As with all conventional wisdom, this notion of handedness and pitch types should be rife for manipulation. Say you could use your changeup effectively against same-handed hitters, for example. You could have a fastball/changeup starter that was equally effective against both hands, despite the history of platoon splits on the pitch.

To the innovators go the spoils. And we’re starting to see some innovators.

Read the rest of this entry »


Has the League Lost Its Two Strike Approach?

Ask a current major league batter about his two strike approach. Watch the words stop coming out of their mouth.

About twenty minutes into a long conversation with Josh Donaldson about his approach to swinging the bat, we got to what he can do to deal with the low and away pitch in counts where he has to protect. I didn’t realize it, but I’d asked for his two-strike approach. “I don’t really want to get too in depth into that,” he said, shutting off the inquiry.

Brandon Moss, the most loquacious of interviews, just laughed when I asked him about how his approach changed. Quickly, I learned not to talk about it.

But it was still out there. And when Paul Konerko told me (during another long conversation about hitting) that he felt like a strikeout was a weakness, my ears perked up. He’d tell me about his two-strike approach. He wasn’t in the league any more.

Read the rest of this entry »


Maybe Ground-Ball Pitchers Actually Are a Bad Bet?

Maybe you remember, but a couple of years ago, Bill James went on a rant about ground-ball pitchers. It started with a bang:

Make a list of the best pitchers in baseball. Make a list of the best pitchers in baseball, in any era, and what you will find is that 80% of them are not ground ball pitchers. They’re fly ball pitchers.

And it got louder. James felt that they got injured often, and flamed out. “They’re great for two years, and then they blow up,” he wrote. “Always.”

The response was swift.

Read the rest of this entry »


Are Player Types Aging Differently Now?

At ESPN, they recently wrapped up their prospects week. I thought I’d zag from that zig, however, and instead wrote a piece for Insider about 30-year-olds and how they’ll age. Using some research from Jeff Zimmerman on aging by player type, I tried to spot some 30-year-olds who are about to go into the tank, and some that might age better than we expect.

But while working on the piece, I asked Zimmerman to update the research on player-type aging, starting in 2005. That’s the year baseball stiffened their steroid policy. Here’s something strange: in this, what we might call the “post-PED era,” it appears as though certain player types have begun aging in an entirely different way.

Read the rest of this entry »


Team Win Projections vs. Actual Win Totals, 2007-Present

Full-season team projections cause some heated arguments. If a team finishes the year with fewer wins than expected, fans want to know why their club underperformed projections. If a team overperforms its projections, meanwhile, those same fans will insist that forecasts in subsequent years lack the ability to detect their club’s particular strengths and are thus useless.

Here at FanGraphs, we have only been doing full-season projections for a couple years, but just about every week I see a mention of the 2015 World Champion Kansas City Royals’ projected record of 79-83. If I search Google for “79-83 Royals FanGraphs,” I get over 11,000 article links. Unsurprisingly, it’s a popular topic. Rarely does a club, following a pair of World Series appearances, then proceed to fail to break even. But that’s what the numbers suggest for 2016.

While FanGraphs has produced team win projections for only a couple seasons, Replacement Level Yankee Weblog (RLYW) has been publishing win projections for years. Since 2007, to be precise. Given this larger sample, I thought that it might be worthwhile to compare the projected win values produced by RLYW to the actual final win values produced by teams. So, with the permission of RLYW editor SG, that’s what I’ve done here.

I hate to disappoint anyone, but there are actually aren’t any great findings in the plethora of graphs to follow. I did find a couple interesting artifacts of the data, but no game changers. Instead, I see the following mainly as an additional data point in many past, present, and future discussions.

To start with, here is how projected and actual values have correlated.

projwin_2007-2015_720

Read the rest of this entry »


An Attempt to Quantify Pitcher Deception

Deception seems impossible to quantify. How are you going to put a number on something like the Invisiball thrown by Yusmeiro Petit? The ball is there, and then it isn’t, and then it’s back! Put that in your number machine, nerd boy.

Except, hidden in that description of the Invisiball is a possible guide. The release point. The release point is a huge moment for the hitter — it can tell him about the type of pitch and type of movement he’s about to see even before the ball is released.

Think of Brad Ziegler. You see that arm dragging along the ground, and you know the ball is going to move down and away from you. You adjust. Think of Darren O’Day. You see that arm slot, and you think the ball will drop, and when it doesn’t, you miss his Submarine Riseball. Tyler Clippard! You see that over the top and you think the ball will rise — and his fastball does, but not his changeup.

So maybe deception is deviation from the expected movement given a pitcher’s arm slot. Or at least that’s maybe one sort of deception. It probably won’t help us understand Petit’s Invisiball any better, but it may give us something with which to work on this hard-to-define aspect of pitching.

Read the rest of this entry »


The End of the Terrible Number-Two Hitter

If you’ve recently spent time with other humans, it’s likely that you noticed that they tend to be overconfident about how well they understand the world around them. Think of all of the people you know who have tried to weasel their way out of admitting they were wrong even when presented with strong evidence that they had misinterpreted a situation. Humans are bold and unapologetic in their declarations and do not like it when you point out that they’ve made a serious error.

It’s hard to criticize people for that when it seems to be a pretty fundamental aspect of the species. It’s not good or bad, it simply is. But that doesn’t mean we can’t enjoy little moments when someone makes a compelling argument and then the world totally destroys their hard work by changing around them.

For example, two political scientists once wrote a book called Congress’ Permanent Minority? Republicans in the U.S. House which was the first major scholarly account of how a minority party operates when it expects to be in the minority for the foreseeable future. It’s a well-researched book and was well reviewed when it came out. Unfortunately for the authors, it came out in January of 1994, just 11 months before the Republicans would win control of the House for the first time in 40 years. It was a perfectly fine analysis, it was just totally detached from the reality of American politics almost immediately.

Read the rest of this entry »