Archive for Daily Graphings

Carlos Beltran, David Ortiz, and the Hall of Fame

Over the weekend, the two most well regarded “clutch hitters” in baseball did their thing. Carlos Beltran won Game 1 of the NLCS with a 13th inning walk-off double, continuing his long trend of destroying the baseball in the postseason. On Sunday, David Ortiz hit a game tying grand slam in the 8th inning, capping a somewhat miraculous comeback when the Tigers seemed fully in control of the ALCS. Both players have been remarkably impressive postseason performers, and yesterday, Jeff wrote about their duel history of success in October.

Because of their recent and past playoff performances, it is easy to see Beltran and Ortiz in a similar light, and position them as two peas from the same pod. Joel Sherman does exactly that today in writing about the Hall of Fame worthiness of both players:

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Player’s View: The Best Stat to Evaluate Pitchers, Part 2

I recently posed a question to 15 players. It was the same question I asked 10 other players earlier in the season. It doesn’t have an easy answer. Given the subjectivity involved, it doesn’t even have a right answer.

What is the best stat to evaluate pitchers?

Their responses are listed below in alphabetical order.

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Alex Avila, Detroit Tigers catcher: “I’m not sure if there is just one. Not using all of the information wouldn’t be smart. You need to look at everything that has contributed to a pitcher having a good season.

“As a catcher, I could care less about all the other stats. The only thing I want is quality starts. That’s it, because you have to give your team a chance to win. One of the biggest things our pitchers, as a whole, have been able to do is put quality starts together back to back to back. We don’t really allow the opposition room to breathe.”

Scott Feldman, Baltimore Orioles righthander: “For a starting pitcher, I think it’s inning pitched. Obviously, you don’t want them to be crappy innings. Guys who throw 200 innings every year, like Adam Wainwright and Roy Halladay when he was in his prime — guys like that. If you get 30 starts but only average five innings, you’re not going to reach 200.

“Secondary to innings, I’d probably say one of those sabermetric stats. I don’t know too much about them, but they’re usually more indicative of how you’re pitching than your ERA. The other night, I walked six guys and only gave up two runs, Usually, when you do that it doesn’t work out that way. The stats that take the luck factor out of it give you a better idea of how you pitched.”

Tyler Flowers, Chicago White Sox catcher: “It’s not wins. It’s definitely not losses. Right now, my brain would go to WHIP. Limiting the number of opportunities for runs to score per inning seems like a good measuring stick for pitchers as a whole. And not just for starters, maybe even more so for relievers. If you can have a WHIP around 1.00, the chances of you giving up multiple runs are slim. If you’re a guy with a WHIP approaching 2.00, you’re obviously doubling your chances of giving up runs.

“I’d say ERA is kind of up-and-down. For the most part, if you’re a solidified starter, you’re going to have a lower ERA, although those do fluctuate every year. Sometimes that’s based on the defense behind you, and the division and league you’re in.”

J.A. Happ, Toronto Blue Jays lefthander: “I don’t look too deep into it, but I think WHIP is probably pretty important. Innings pitched are important as well. Mark Buehrle just got to 200 last night, so he’s eating up innings and helping the bullpen. He’s doing a good enough job while he’s out there to get those innings. You’re obviously doing something right if you’re pitching deep into games.

“Wins are probably the most overrated stat. Someone who has a lot of wins is usually doing a really good job, but you can also do a good job and have quite a few losses. Unfortunately, wins are something a lot of people look at.”

Casey Janssen, Toronto Blue Jays righthander: “I don’t really have an answer. ERA can be deceiving. WHIP can be deceiving. I think you have to look at a combination of things.

“I have no idea what FIP is. I’m not much for the new era of stats. I think they’re just starting to make up junk, and trying to make these things relevant. It’s not that complicated. If you’re giving up less than a hit per inning, and your walks are down, you’re going to be good. If you’re giving up more than a hit per inning and your walks are high, regardless of any other stats, you’re not going to be good. I guess that goes along with WHIP, but there are also good walks and bad walks. Situations matter, and that can skew stats a little bit.”

Clayton Kershaw, Los Angeles Dodgers lefthander: “ERA probably. If you give up runs… I don’t look at a lot of stats. I feel like innings pitched are important because if you’re pitching deep into the game, that’s good, but the only way you’re doing that is if you’re not giving up runs, and ERA shows that. It’s hard to look at one stat. You have to look at the whole thing.”

Brian Matusz, Baltimore Orioles lefthander: “What it comes down to is that wins are the most important thing. Ultimately, that’s what matters most. But to address what makes a pitcher better than the others, I guess I’d go with ERA. WHIP is in there. I’d say it’s between ERA and WHIP. “

Bud Norris, Baltimore Orioles righthander: “For a starting pitcher it’s inning and quality starts. Your job is to go out there and help your team win ballgames, and the only way to do that is to keep your team in the game. If you can go six, seven, eight, nine innings — whatever it might be — you want to keep it close enough for your offense to score some runs and win it. At the end of the day, it’s about wins, but as a pitcher, you can’t control wins. That’s what Roy Oswalt told me when I got to Houston: Just go out and give the team a chance to win.”

Jake Peavy, Boston Red Sox righthander: “The two stats I’d look at to assess how good somebody is would be their ERA and walks-and-hits-to-innings-pitched. Their ERA would be second to their WHIP. ERA can be directly affected by the ballpark you play in and the teams you face on a regular basis, not to mention the defense you take the field with. WHIP is the most telling tale of your craft.

“As far I’m concerned, Wins shouldn’t even be a pitcher stat. This is the problem I have with wins and losses. Tonight, people are going to look up at the scoreboard and see John Lackey has a record of 8-11. I hate that they’re going to look at that, because some fans are going to think, ‘Man, Lackey is only 8-11.’ It has zero reflection on what he’s done this year. John Lackey has had a hell of a year. What they should have up there is the numbers that matter. It would not hurt my feelings one bit if Wins disappeared. I know that’s not going to happen, but why is it such a big stat when pitchers have so little control over it?”

Hunter Pence, San Francisco Giants outfielder: “Definitely not strikeouts. If you’re getting ground ball outs, it can be just as good as a strikeout, sometimes better because you can get double plays. I think earned run average is a pretty good indicator, and WHIP, how many guys are getting on base.”

Buster Posey, San Francisco Giants catcher: “It’s either ERA or WHIP. Probably ERA. I think some guys have a knack for pitching out of trouble. Your WHIP might suffer for it, but you can still keep the other team from scoring.”

Max Scherzer, Detroit Tigers righthander: “You can’t really deduce it to just one. They’re all relevant and you have to take something from everything to pull it together. You can say strikeouts are very important, and they are, but so is minimizing walks. You can definitely say strikeouts-to-walks ratio is a key component of what you do. If you can strike them out and not walk them, that’s a huge part of being successful.

“I’m also a fan of FIP. I understand what it’s trying to say. If you’re able to keep the ball in the ballpark, get strikeouts, not walk batters, and pitch deep into the game — those are the results you want to strive for over the long haul.”

Matt Thornton, Boston Red Sox lefthander: “I think it’s a combination of things. The sabermetrics that have come out over the years have been a help to evaluate players, but there is also the naked eye of baseball players and baseball personnel. I don’t think you can put your finger on any one thing that makes a player good.

“For the Cy Young award… look at Max Scherzer. Look at the whole picture. There is Max’s base runners per nine, his strikeouts, his wins. I know wins are something you can’t use as a primary consideration — look at Felix Hernandez a couple of years ago — but at the same time, 19 wins are 19 wins. He’s been a dominant pitcher all year long, and the wins are backed up by other numbers.

“You can take certain numbers and make someone look good, and you can take those same numbers and make someone else look average, or even poor. You can do whatever you want with numbers. It’s what you put stock in, whether it’s front office personnel or the media.”

Justin Verlander, Detroit Tigers righthander: “I don’t think there’s any one stat. There are a bunch of them. Maybe it would be Fielding Independent Pitching. Guys with the best defense in the league are obviously going to have a lower ERA than guys with the worst defense in the league. You try to take that to a mean. That’s probably a pretty accurate representation. And while a lot of guys would probably say wins and losses are overrated, I think there’s a knack to winning games.”

Neil Wagner, Toronto Blue Jays righthander: “This is one of those questions that is difficult. If you’re talking in regard to the Cy Young, I don’t necessarily think the answer is the same every year. I know that wins are an overrated statistic in many ways, but if you’re Max Scherzer and go 20-3, that’s very hard to do. To me, it’s not a one-statistic sort of thing. I think you have to look at statistics in the context of how they happened and make a decision from there. In my mind, without context, statistics aren‘t all that valuable.”

FINAL TALLY (including the 10 responses from the earlier poll)

WHIP: Six votes (Castro, Duensing, Flowers, Happ ½, Lester ½,Matusz ½, Peavy, Pence 1/2)

ERA: Five votes (Chamberlain, Kershaw, Lester ½. Matusz ½, Pence ½, Posey, Sabathia 1/2)

Innings pitched: Four-and-a-half votes (Cain, Feldman, Happ ½, Mauer, Norris ½, Sabathia 1/2)

A Combination of Stats: Four votes (Janssen, Scherzer, Thornton, Wagner)

FIP: Two votes (Perkins, Verlander)

Quality Starts: One-and-a-half votes (Avila, Norris 1/2)

K/9: One vote (Breslow)

Z-Contact%:: One vote (Bannister)

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Note: Thanks to Eno Sarris for procuring the responses from Matt Cain, Jason Castro, Clayton Kershaw, Hunter Pence and Buster Posey.


The Roller Coaster That is Yasiel Puig

Sunday, the American League Championship Series brought us wild swings in win expectancy, a roller coaster of a game that left people in awe. Game Three of the National league Championship Series brought us wild swings in emotion, but they didn’t show up in the game graph. Or, they didn’t show in the entirety of the game graph: they showed in that one highlighted at-bat in the graph, and in the actions of one player. Yasiel Puig inspired many emotions, before, during and after his game-changing triple, but he was also, maybe fittingly, the batter that added the most win probability to his team’s chances Monday night. In essence, the game turned on his matchup with Adam Wainwright in the fourth inning.

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Calling a Pitch to Adrian Gonzalez

Way back in July, when the Cardinals were good but unsure how good they would be, Adam Wainwright turned in a strong start against the Angels. Edward Mujica, however, blew a save and took the loss, the Angels walking off in the bottom of the ninth. It was an uncharacteristic show of weakness from a guy who to that point had been a dominant closer, and afterward Mujica knew exactly what he’d done wrong. For the first time since joining the Cardinals, Mujica shook off Yadier Molina. The first time he shook Molina off, the Angels hit a tying homer. The second time he shook Molina off, the Angels won. Mujica swore to follow Yadier from that point forward.

One of the exciting things about pitch-framing research is that we’re able to quantify a part of catcher defense that, before, we just had to guesstimate. We might’ve had a sense of who was good and who was bad, but we didn’t know what that meant. Now, we’re closer than ever before to understanding catcher value, but we’re still dealing with a massive blind spot. We don’t know how to quantify good and bad game-calling. True, pitchers get the final say, but pitchers and catchers work together, and some catchers have better plans than others. They say Molina’s the best, that he gets in the hitters’ heads. This October, Molina has taken very good care of Wainwright. Monday night, Wainwright and Molina had one particular disagreement. Moments later, the Dodgers had the only run they’d need.

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A Prelude to a Study: Caught Stealing Variables and Assigning Responsibility

Pitcher-catcher batteries are unpredictable and fickle beasts. The mundane statistics that are commonly used to evaluate batteries — SB, CS, PB, WP — only help to confuse the already fine line between the responsibilities and influences a pitcher and catcher have on each other. Simply, a stolen base does not give us enough information to identify which of the battery mates is responsible. There are many underlying variables, lurking ever so quietly just beneath the box score, that become more muddled over the course of time.

Baseball in its purest form, is a matter of safe or out. Same rule applies for a stolen base and caught stealing. The difference between the two may be a matter of milliseconds, a conjunction of a handful of hidden variables coming together all at once. Yet in the end, it is as simple whether or not the baserunner was safe or out.

However, analytically speaking, I want to know why. I want to know why the outcome occurred, more so than the end result. In doing so we would have more information to predict further outcomes and assign responsibility to who influenced the outcome more — the pitcher or the catcher?

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The Ten Biggest Playoff Plate Appearances for David Ortiz and Carlos Beltran

Sunday night, David Ortiz faced Joaquin Benoit with the bases loaded. There were two outs, and the Tigers were winning the game by four, but it was nevertheless a tense situation, with Tigers fans feeling deeply anxious and Red Sox fans feeling something similar to that, only a little warmer. Everybody recognized that it was the plate appearance of the ballgame — a hell of a lot was going to swing based on the outcome. That feeling is the feeling of leverage. Leverage mirrors intensity, and so by using the leverage statistic, we can more or less capture group emotional states. A low-leverage situation is one during which you might excuse yourself for the restroom. A high-leverage situation is one during which you might use the restroom where you sit. High-leverage situations are where heroes are made.

An ordinary situation has a leverage of 1. When Benoit faced off against Ortiz, the game leverage was just a hair over 2.2. Helping keep matters somewhat modest is that Ortiz could do no more than tie things up, but Ortiz did tie things up, delivering the best or worst possible outcome, and for Ortiz this is now part of a track record. Ortiz is considered the American League’s best clutch playoff performer. Much in the way that Carlos Beltran is considered the National League’s best clutch playoff performer.

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There’s No Right Way to Build a Playoff Rotation

If there’s a story of the two League Championship Series so far, it’s dominant pitching. Saturday was the first time in baseball history that there were two 1-0 playoff games on the same day, thanks to Michael Wacha, Anibal Sanchez, and friends. Just last night, Max Scherzer became yet another Tigers starter to take a no-hitter deep into a game, at least before David Ortiz ruined Detroit’s evening.

Look at the Dodgers, who rolled out Zack Greinke & Clayton Kershaw in their first two games. In 15 innings the co-aces combined to strike out 15 and allow two earned runs… but Los Angeles still lost both, because they couldn’t solve the outstanding St. Louis pitching. The Cardinals are hitting .134 as a team, and they’re up 2-0. Baseball is a weird game sometimes.

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Scherzer, Ortiz, and a Bullpen Implosion: The Red Sox Rally to Take Game Two

Ten strikeouts swinging. Three strikeouts looking. Six strikeouts on sliders. Four strikeouts on fastballs. Three strikeouts on changeups.

Max Scherzer was brilliant. He allowed just two hits over seven innings and walked off he mound with a 5-1 lead. His team’s win expectancy stood at 96 percent.

It wasn’t enough. The resilient Red Sox rallied to beat the Tigers 6-5 and even the ALCS at one game apiece. As Boston manager John Farrell put it, “Tonight was almost a tale of two different games inside one.”

The last two innings were a tale of woe for the Tigers bullpen. Read the rest of this entry »


Assigning Responsibility for David Ortiz

Nothing against Jarrod Saltalamacchia, but I just had to look it up to make sure that the game-winner was hit by Jarrod Saltalamacchia. It was an important hit to win Game 2, of course, and it was sharply struck, but that was a fairly obvious run-scoring situation, and more importantly, what people are really going to remember is David Ortiz. What was on people’s minds at the time was David Ortiz and his first-pitch game-tying grand slam. In the same way the US didn’t win gold by beating the Soviets in 1980, the Red Sox didn’t beat the Tigers on the strength of Ortiz’s slam, but it was the slam that provided the moment. What came after only make sure the slam didn’t go to waste.

Naturally, there’s the same issue as there was with Jose Lobaton: we don’t yet know how this will really be remembered, in the long run, because the series still has at least three more games to go, and an eventual Red Sox loss would color everything that came before the decision. The magnitude of Ortiz’s heroics will be determined over the course of the following week. But one does still get the sense this won’t be forgotten as quickly as Lobaton’s bomb, even if the Sox do lose, just considering the circumstances and the identities. The moment became an instant legend. So who do we blame? That’s how we’re supposed to do this, right? Who screwed up, to allow Ortiz to bring the Sox back? Or did no one screw up, and did Ortiz just pull some more magic out of his tuckus?

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The Day in Boston, Graphed

From Advanced NFL Stats, this was the Patriots-Saints Win Expectancy graph from this afternoon.

PatsSaints

And from us, this is the Red Sox-Tigers game from tonight.


Source: FanGraphs

Both teams bottomed out with a win expectancy of around 4%. The odds of two teams with a 4% chance of winning both winning is 0.16%. Not 16%, but 0.16%, or to put it in words, it would happen once about every 625 opportunities.

You can bet that October 13th, 2013 will go down as one of the most memorable days in Boston sports history.