Archive for Cubs

Yu Darvish and the Good Fastball

Yu Darvish has gotten off to a rocky start with the Cubs, and for the better part of 23 excruciating minutes on Sunday afternoon in Cincinnati, the 31-year-old righty’s struggles appeared to be more of the same. Facing the NL’s worst team, and having failed to last five innings in either of his two previous starts this month, Darvish needed 39 pitches to escape the first inning. Fortunately for the Cubs, he avoided a meltdown and more or less dominated over his final five innings, notching his first win as a Cub and perhaps turning a corner.

Darvish entered the game sporting a 5.56 ERA and 5.12 FIP in his seven previous starts with Chicago, totaling just 33 innings, fewer than five per turn. He had been chased with one out in the fifth inning in his March 31 debut against the Marlins and was pulled from the fifth in three of his next five starts, the exceptions being a pair of six-inning, one-run outings against the Brewers. On May 7, the day before he was to make his first start following a three-homer, six-run outing against the Rockies — a start that drew boos from the Wrigley Field crowd — the Cubs placed him on the disabled list with parainfluenza virus.

The timing of Darvish’s return drew scrutiny from the hot-take-osphere, as manager Joe Maddon could have started him against the Braves at home on May 14, a makeup game for an earlier rainout, but instead opted to give him “one extra day” and start him against the same opponent in Atlanta a day later. Maddon dismissed the notion that the team had a potentially hostile Wrigley Field crowd in mind, but Darvish’s departure after four relatively sharp innings and only 61 pitches added fuel to the fire, at least until the manager revealed that the pitcher departed due to a calf cramp. Nonetheless, the perception of Darvish as mentally soft is in danger of taking root in Chicago, bad news for a pitcher who’s just one-quarter of the way through the first season of a six-year, $126 million deal, even one who owns the kind of career numbers — a 3.50 ERA, 3.38 FIP, 11.0 strikeouts per nine — that testify to his talent and outstanding stuff.

So it felt like a lot was riding on Sunday’s start against the Reds, and it didn’t go well — not to begin, at least. A six-pitch walk to leadoff hitter Alex Blandino was followed by a six-pitch foul out to catcher by Eugenio Suarez and then a single by Joey Votto on the fifth pitch. Seven pitches later, Darvish hit Scooter Gennett in the left foot with a 91 mph cutter, loading the bases. While he tidily ended a four-pitch encounter with Adam Duvall via a strikeout on a high 95 mph fastball, the Reds got on the board when Scott Schebler hit a hot grounder — with an exit velocity of 100 mph, the fastest he allowed all day — to Javier Baez on Darvish’s seventh pitch, a ball that the shortstop could only knock down. Infield single. After a visit from pitching coach Jim Hickey, with the bases still loaded, Darvish managed to put the inning to to rest by inducing Tucker Barnhart to foul out to third baseman Ian Happ, limiting the damage to one run.

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The Rarest Sight in Baseball

On May 12th, in the first inning of the Cubs’ game against the White Sox, Jon Lester did something a little bit unusual: he swung at a 3-1 pitch. Now, if Jon Lester were not a pitcher, that wouldn’t be all that unusual. Since 2011, non-pitchers (another word you might use for these people is “hitters”) have swung at 3-1 pitches about 56% of the time — 55.9% of the time, to be precise. But Jon Lester is a pitcher, and he still swung at a 3-1 pitch. And the thing is, over the same time period — that is, from 2011 (when our data starts) to present — pitchers faced with 3-1 counts have swung at the next pitch just 38.3% of the time. Of those swings, just one in five was at a pitch outside the zone, like the fastball on the outside edge at which Lester swung and missed. It’s just not something you see that often.

That’s because, if you’re a pitcher, swinging at a 3-1 pitch is usually not a very good idea. If you swing at such a pitch, you might get a hit (pitchers did hit 27 home runs last year, after all!), but you might also put the ball in play and record an out. If you don’t swing on 3-1, you definitely won’t record an out. You might still get a strike called against you, which would put you that much closer to recording an out, but you might also walk or get hit by the pitch — and a walk or hit by pitch, for a lot of pitchers at the plate, is a very good outcome. Last year, pitchers took 5,277 plate appearances. They recorded outs in 4,522 of those plate appearances (85.7%). I think it’s fair to say pitchers are looking for any means to reach base available to them. Swinging at 3-1 pitches is not a good way to do that. And so, two-thirds of the time, pitchers don’t.

Everything I’ve just said applies doubly to 3-0 counts. Even regular hitters don’t swing at those pitches all that often — just 8.2% of the time since 2011, in fact. With two strikes still available, it just doesn’t make any sense not to give the pitcher a chance to walk you, and so upwards of nine times out of 10, hitters will let the pitcher prove he can find the zone on a 3-0 count. And when it’s a pitcher at the plate, the odds of a swing on 3-0 are even smaller. Vanishingly small, in fact. Thanks to a database query performed by my colleague Sean Dolinar, I’m able to report to you now that a pitcher swing on a 3-0 count has happened only seven times since 2011, or about once a season. Seven times, out of 578 opportunities. About 1 in every 100 times. Almost never. And — here’s the fun thing about this story, I think — six of those seven swings were taken by just two men, and all seven came in the span of just three seasons. Let’s investigate the history of this strange baseball phenomenon together, shall we? Come with me on a journey back to May 20th, 2014.

Whoops! I jumped ahead in the story a little bit. That there on your screen, right above this text, is Madison Bumgarner of the San Francisco Giants swinging at a 3-0 pitch in the fifth inning of a game against the Colorado Rockies. Now, Bumgarner can hit a little bit — at least as well as the worst big-league hitters can hit, that is. His career wRC+ is identical, for example, to Drew Butera’s. And he was behind in this game 1-0 in the fifth, with two runners on base and an out in the inning to spare. Perhaps he felt that his cause would be best served by a Very Large Home Run against Franklin Morales, who at this point in the game was pitching a gem (those of you who are familiar with the life and work of Franklin Morales may not be shocked to discover it did not end that way, though it wasn’t a terrible start, on the whole).

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Mike Clevinger, Ben Zobrist, and When Shoes Aren’t Just Shoes

Mike Clevinger is a pretty great pitcher. He throws 94 mph. He’s cut his walk rate in half since last year. He’s been the best starter so far this season in one of the league’s best rotations.

Mike Clevinger also has pretty great shoes. They’re designed by by artist Jonathan Hrusovsky. Look at these things.

Ben Zobrist is a pretty great player himself. In his age-37 season, he’s recorded a batting line about 15% better than league average. He still plays multiple positions well. He’s the eighth-best player by WAR over the last decade.

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Job Posting: Cubs Player Development Analyst

Position: Analyst, Player Development

Location: Chicago, IL

Description:
The Chicago Cubs are seeking an analyst to join the Research and Development group in Baseball Operations. This role will focus on the management and analysis of data gathered on players in the Chicago Cubs minor league system and will work closely with the both the Player Development and R&D departments. Succesful candidates will bring a background in analytics, a strong interest in evidence-based coaching and development, and the communication skills to work effectively with player development personnel to apply analytics and improve the effective understanding of data to optimize prospect performance and progression.

Responsibilities:

  • Research, develop and test methods and models for the purpose of player assessment and developmentIdentify technologies, analyze data and translate into tangible coaching and skill development objectives.
  • Effectively present analyses through the use of written reports and data visualization methods to disseminate insights to members of baseball operations and player development personnel.
  • Handle analysis requests from and conduct studies to support player development personnel, coaches, and players.
  • Conduct in-depth evaluations of Cubs prospects.
  • As needed, travel to minor league affiliates to support player development initiatives.
  • Identify, diagnose and resolve data quality issues.
  • Examine and implement sports science technologies that may offer innovative data solutions.

Required Qualifications:

  • Bachelor’s degree in an quantitative field such as statistics, engineering, applied math, physics, quantitative social sciences, computer science, operations research.
  • Excellent written and verbal communication skills
  • Proficiency with SQL
  • Working knowledge of advanced baseball statistics
  • Experience with programming languages (e.g., C, Python or R)
  • Experience or strong interest in using baseball data to support coaching or skill development

The Chicago Cubs are an Equal Opportunity Employer.

To Apply:
Please visit this site to apply.


Players’ View: Learning and Developing a Pitch, Part 7

Pitchers learn and develop different pitches, and they do so at varying stages of their lives. It might be a curveball in high school, a cutter in college, or a changeup in A-ball. Sometimes the addition or refinement is a natural progression — graduating from Pitching 101 to advanced course work — and often it’s a matter of necessity. In order to get hitters out as the quality of competition improves, a pitcher needs to optimize his repertoire.

In the seventh installment of this series, we’ll hear from three pitchers — Jakob Junis, Kyle Ryan, and Chase Whitley — on how they learned and/or developed a specific pitch.

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Jakob Junis (Royals) on His Slider

“It’s technically a slider, although sometimes it has more of a curveball break because of the way I release it. I’ve always looked at it as a slider, because I also throw a curveball — a traditional type of curveball — with a different grip. The grip I came up with for my slider is fairly new.

“I started throwing a slider in Double-A, and it really wasn’t a very good one. It was with a standard, trying-to-learn grip. That offseason I went home and said, ‘This isn’t going to work.’ I knew that I needed a new grip to get more shape and to throw it a little firmer.

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Kris Bryant Is Now a… Contact Hitter?

One of the great questions about Kris Bryant early in his career — actually, one of the only questions — was if he would make enough contact to become an impact player.

He struck out in 30.6% of his plate appearances as a rookie in 2015 and had K’d in at least a quarter of his plate appearances in stops at High-A, Double-A, and Triple-A as arguably the game’s top prospect.

There was no doubt about his power. Bryant crushed ball after ball out of Cactus League stadiums in the spring of 2015, creating a stir about just how the Cubs could justify keeping him off their Opening Day roster. The home run played a large part in his Rookie of the Year and MVP campaigns in 2015 and 2016.

But early this season, accelerating what was a gradual trend, Bryant has made a remarkable change, having recorded a better-than-average strikeout rate. Is it possible that Kris Bryant is now contact hitter?

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Launch Angle Isn’t for Everyone

You could almost be convinced that hitting is easy. Or, at least, you could almost be convinced that getting better at hitting is easy. What can a hitter do to improve in this day and age? Aim up. Try to hit the ball in the air. Elevate and celebrate, and everything. So much contemporary analysis is built around identifying a player or players who are hitting more fly balls than they used to. And, without question, for some players, this has been the key. For some players, aiming up has unlocked potential that could never get out. Especially in the era of aggressive infield shifts, a ball in the air is more valuable than a ball on the ground.

But the important equation isn’t so simple. We went through the opposite of this 10 or 15 years ago. There was a time when we all fell in love with ground-ball pitchers, because, after all, grounders can’t be homers. But there are processes that lead to someone getting grounders, and there are processes that lead to someone getting flies, and fly-ball pitchers have their own upsides. Moving to the present, with hitters, it’s not about whether a fly is better than a grounder. It’s about the swing. What specific kind of swing can allow a hitter to become his best self, overall?

The answer isn’t the same for everyone. The answer could never be the same for everyone. Some hitters, for sure, have gotten better by steepening their swing paths. Kyle Schwarber and Joc Pederson are two hitters attempting the opposite.

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You Can’t Blame Tanking for the Lack of Competitive Teams

Tanking is a problem. Professional sports like baseball are built on the assumption that both sides are trying to win. Organizations putting forth less than their best efforts hurts the integrity of the sport and provides fans with little reason to engage. That said, the perception of tanking might have overtaken the reality of late. Competitive imbalance is not the same as tanking. Sometimes teams are just bad, even if they are trying not to be.

Tanking concerns are not new. Two years ago, just after the Astros and Cubs had turned their teams around, the Phillies were attempting to dismantle their roster by trading Cole Hamels. The Braves had traded multiple players away from a team that had been competitive. The Brewers, who traded away Carlos Gomez, would soon do the same with Jonathan Lucroy after he rebuilt his trade value.

The Braves, Brewers, and Phillies all sold off whatever assets they could. Two years later, though, those clubs aren’t mired in last place. Rather, they’re a combined 54-37 and projected to win around 80 games each this season in what figures to be a competitive year for each. While the Braves and Phillies could and/or should have done more this offseason to improve their rosters, neither resorted to an extreme level of failure, and the teams are better today than they would have been had they not rebuilt. While accusations of tanking dogged each, none of those clubs descended as far as either the Astros or Cubs. None came close to the NBA-style tank jobs many feared.

One might suspect that I’ve cherry-picked the three clubs mentioned above, purposely selecting teams with surprising early-season success to prop up a point about the relatively innocuous effects of tanking. That’s not what I’ve done, though. Rather, I’ve highlighted the three teams Buster Olney cited by name two years ago — and which Dave Cameron also addressed — in a piece on tanking.

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The Next Generation of Second Basemen Is Arriving

Since 1999, five second basemen have produced 40 or more wins. Of that group, Chase Utley debuted first, in 2003. Robinson Cano arrived in 2005, and Dustin Pedroia, Ian Kinsler, and Ben Zobrist all made their first major-league appearances in 2006. Over the last dozen years, those five players have dominated the position, and while they might not have gotten a shirtless photo-op like the shortstops of a generation prior, they have defined excellence at second base.

Even looking at the production of that group over the last four years — roughly a decade after their debuts — Cano, Kinsler, Pedroia, and Zobrist make up half of the top eight by WAR. Jose Altuve and Brian Dozier, who appear among the leaders, have emerged over the last half-decade, while Daniel Murphy has been a late-bloomer. But a collection of older players who debuted in 2005 and 2006 — one that also includes Aaron Hill, Howie Kendrick, Brandon Phillips (Reds debut in 2006), Dan Uggla, Rickie Weeks Jr. — have been mainstays at the position over the last decade.

At the moment, however, it seems as though a changing of the guard is underway. Young talents like Ozzie Albies and Yoan Moncada — along with a strong group of prospects — appear ready to take over.

The 2016 season represented the best one ever seen for second basemen. Twelve players recorded four-win seasons, while batters at the position produced a collective 106 wRC+ for the season. While Jose Altuve topped that season’s production, Cano, Kinsler, and Pedroia made up three of the next five players. Due to the aging veterans near the top of the list, that level of production was going to be impossible to maintain. Unsurprisingly, the positional numbers dipped last season, with only Altuve, Dozier, and Murphy reaching the four-wins threshold, while Jose Ramirez’s great season came mostly while playing third. Second basemen put up a respectable 99 wRC+, but it was much closer to traditional expectations of the position.

This year, second-base production is up to a 103 wRC+. This early in the season, of course, we don’t know if that production will continue. What’s of considerably more interest, however, is the players occupying the top of the leaderboards at second base.

Second Base WAR Leaders
Name BB% K% ISO BABIP wRC+ WAR Age
Jed Lowrie 8.7 % 19.0 % 0.243 0.388 168 1.6 34
Asdrubal Cabrera 8.0 % 14.3 % 0.24 0.358 170 1.5 32
Ozzie Albies 5.5 % 18.9 % 0.353 0.298 166 1.4 21
Yoan Moncada 11.7 % 39.2 % 0.257 0.423 138 1.4 23
Javier Baez 5.8 % 21.2 % 0.365 0.313 162 1.2 25
Robinson Cano 14.7 % 15.5 % 0.167 0.355 152 1.2 35
Jose Altuve 8.6 % 12.5 % 0.096 0.392 141 1.1 28
Cesar Hernandez 18.6 % 23.7 % 0.105 0.379 130 0.8 28
DJ LeMahieu 10.8 % 12.5 % 0.215 0.299 126 0.8 29
Brian Dozier 9.9 % 15.3 % 0.17 0.278 107 0.5 31
Through Sunday, April 29.

Jed Lowrie and Asdrubal Cabrera are off to incredibly good starts, but the next three players on this list are all 25 or younger. Like Lowrie and Cabrera, their hot starts are unsustainable. They’ve each built themselves a cushion, however, such that even modest production will result in strong end-of-season numbers.

According to the projections, which are conservative in nature, Albies and Moncada — the latter using an unusual approach at the plate — are headed for nearly four-WAR seasons, while Baez seems likely to reach three wins. The last time three second basemen aged 25 and under produced at least three wins was 2007 when Cano, Hill, Pedroia, Weeks Jr., and Kelly Johnson did it. Before 2007, you have to go all the way back to 1993, when Roberto Alomar and Delino DeShields led a young group that also included Chuck Knoblauch the previous season. No group is likely to measure up to the triumvirate of Paul Molitor, Willie Randolph, and Lou Whitaker from 1979 or the class of 1965 (featuring Gene Alley, Jim Lefebvre, Joe Morgan, and Pete Rose, but a collection of good, young second basemen is not a common occurrence, no matter how good the group turns out.

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The Supreme Court Might Reconsider MLB’s Antitrust Exemption

Successfully suing Major League Baseball under federal antitrust law is no easy task. Not only does the league typically hire the best legal representation money can buy, but it is also the beneficiary of a unique, judicially-created antitrust exemption generally shielding it from liability under the Sherman Antitrust Act.

Nevertheless, an enterprising plaintiff every so often decides to try his or her luck at convincing a court to set aside baseball’s exemption and hold MLB liable for various, allegedly anticompetitive practices.

These challengers typically hope to overcome baseball’s antitrust exemption in either of two ways. Initially, the plaintiffs usually try to persuade the trial court that the exemption does not apply to whichever of MLB’s business practices is at issue in the case, asserting that the league’s legal protection should instead be narrowly construed.

And — as is the case more often than not — when that strategy fails to work, the plaintiff’s fallback plan is to hope to be able to convince the U.S. Supreme Court to overturn its prior decisions affirming the exemption and instead hold that MLB is no longer immune from legal challenge under the Sherman Act.

Two such cases contesting MLB’s antitrust exemption are currently before the Supreme Court, both of which have been covered here previously at FanGraphs during their earlier stages of litigation.

In the first case, Wyckoff v. Office of the Commissioner, two former scouts have accused MLB teams of illegally colluding to depress the market for the services of professional and amateur scouts. Meanwhile, the second case — Right Field Rooftops v. Chicago Cubs — involves a claim that the Cubs have unlawfully attempted to monopolize the market for watching their games in-person by purchasing a number of the formerly competing rooftop businesses operating across the street from Wrigley Field and also blocking the view of some of the remaining rooftops by installing new, expanded scoreboards.

In each case, the plaintiffs failed to convince the trial court to construe the league’s antitrust immunity narrowly, and now they must hope they can convince the Supreme Court to reconsider the nearly century-old exemption it first created back in 1922.

Unlike most previous challenges to the antitrust exemption, however, the Wyckoff and Rooftop plaintiffs are not necessarily asking the Supreme Court to directly overrule its prior decisions and strip MLB of its antitrust immunity. Instead, the parties are primarily urging the Court to take their respective cases to clarify just how broadly baseball’s exemption ought to apply.

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