Archive for Cubs

What on Earth Happened With Jake Arrieta?

Tuesday was a good day for the Cubs. Most of them are good days for the Cubs, but on Tuesday, they earned their first win of 2017, edging out the Cardinals 2-1. Jason Heyward and Javier Baez drove in the runs, but the star was Jake Arrieta, who spun six innings with just an unearned run going against him. He piled up six whiffs, and it was a good way for him to get things going. If the Cubs have any potential vulnerability, it has to do with rotation depth. As long as Arrieta and the other guys are clicking, the Cubs are at least as good as anyone else.

On TV, Arrieta looked effective. In the box score, Arrieta looks effective. But what was the deal with his fastball? This is an open question. I don’t have an answer. I just have evidence that makes me think thoughts.

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The Chicago Cubs: A Dynasty in the Making

We’ve written a lot about the Cubs over the past year-plus. Nor is there any secret as to why that’s the case. After undergoing a deep rebuild, the organization resurfaced with a roster full of young homegrown stars and talented free-agent additions. The club played at high level throughout 2016, ultimately leading to one of the most exciting games in baseball history. The Cubs’ World Series victory was 2016’s best sports story of the year, and maybe even the best sports story of the past 50 years.

The Cubs haven’t been at the forefront of the winter newscycle. There have been plenty of other notable stories, of course. Chris Sale changed teams! Jerry Dipoto made a few trades! The Rockies signed Ian Desmond! And so on.

But the 2017 campaign is almost here, which means it’s time for projections, discussions about team depth, and then some more projections. So many projections. Most of which tab the Cubs to be the best or second-best team in baseball in 2017. I can’t envision a reasonable objection to either placement.

But what about 2018? How might the team fare in 2019? Using a combination of projection systems and other data sources, I peered into a crystal ball to see how well the Cubs are set up for a five-year run.

WAR Under Control

To project WAR, I used a method proposed by Tom Tango that weights the past three years’ WAR and applies an aging curve. The method isn’t perfect, particularly when it comes to pitchers, but I trust Tango’s methodology enough to go forward. For missing years, I gave the player 1 WAR.

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Addison Russell and the Perils of Improvement

Getting better at something can open you up to new risks. Or maybe it’s more correct to say that getting better at something can make you realize that you have to get even better at it. Addison Russell has worked hard to become a decent breaking-ball hitter. He’s made strides. Pitchers have responded, though — and used his confidence against him. So he’ll have to take another step forward to keep pace.

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Spring-Training Divisional Outlook: National League Central

Previous editions: AL East / AL Central / NL East.

The World Baseball Classic is in its final stages, meaning that both the end of spring training and the start of the regular season are in sight. We’d better get through the remaining installments in this series quickly.

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The Tools of Baseball’s Fly-Ball Revolution

There’s a revolution happening in the batting cage. We’ve noticed that batted-ball data is changing slightly and that hitters are saying different things about the intentions of their swings. But on the ground, where these hitters are training to improve, a few new tools have appeared that are helping those hitters to realize their intentions with better results. Those tools make a link between hitting and pitching that may open our eyes to the possibility of better development practices in both places.

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The Cubs, Astros, and Paying the Young Superstars

Major League Baseball has an interesting economic system, including a pay scale that is intentionally designed to limit the salaries of young players in order to funnel more money to veterans. All players with less than two full years of experience (and most with less than three) effectively have their salaries dictated to them, with no recourse to move the needle in any real fashion. Until a player becomes arbitration eligible, teams get to decide how much they want to pay a player in a given year, and there is nothing the player can do to change that number.

So, naturally, most pre-arbitration players make something close to the league minimum. With no market forces to force prices upwards, or even an arbitration panel to select between two options, there is just nothing in place to push pre-arb salaries up, and teams generally haven’t seen much value in paying higher wages to pre-arb players than they have to.

That might be slowly changing.

This week, the Cubs agreed to pay Kris Bryant $1.05 million for 2017, the highest salary ever awarded to a player with less than two years of service. Bryant’s salary is $50,000 more than Mike Trout got from the Angels back in 2014, and a $400,000 raise over what he made last year. Clearly, the Cubs wanted to reward the reigning NL MVP for helping bring the Cubs their first championship in over a century, and likely also wanted to avoid the negative publicity that would come from looking cheap right after reaping the financial benefits of a World Series title. In addition to giving Bryant the highest pre-arb contract a team has ever doled out, the Cubs also gave out substantial raises to Kyle Hendricks ($760K), Addison Russell ($644K), and Javier Baez ($609K).

Meanwhile, over in Boston, the Red Sox offered Mookie Bets $950K, but he declined to sign the contract, saying that he had a different price in mind. Because Betts has no actual leverage, the Red Sox simply renewed his contract unilaterally at their $950K offer. Betts will now get the third-highest salary for a pre-arb player ever, but he also took what he felt was a principled stand in not actually signing a contract that pays him less than he feels he’s worth.

So, in a few high profile examples, we’ve seen teams give significant raises to their best young players, perhaps attempting to buy some goodwill or some positive publicity for the kind of money that doesn’t really have any impact on a team’s bottom line. But this is still the exception, as most teams continue to determine pre-arb prices by simply creating an algorithm that looks at a player’s statistics and gives them an extra $10K or $20K above the league minimum depending on how they’ve performed in their first few years in the majors.

By simply citing a calculation that treats everyone the same way, teams can claim some degree of equity in a system designed to be unfair to these players, and the salary-by-algorithm model takes away most of the need for negotiation. The team simply says “this is what our model spits out”, and then, most organizations leave a little wiggle room to move up $5K to $10K from the calculated wage in order to give the agent the chance to tell the player they were able to negotiate his salary up slightly.

But this kind of no-leverage-negotiation doesn’t always go well, and some teams use the renewal ability to create a disincentive to not sign the contract, which often creates a small story for the media and pushes the wage structure back into the public eye, where fans are reminded that their best young players have no real say in their early-career wages. This is likely what happened in Houston last week, when the Astros renewed Carlos Correa for the league minimum, which is $535,000 for 2017.

We don’t know the specifics of the negotiation, but in talking with people who work for other teams, the belief within the game is that a minimum renewal for a player of Correa’s stature was probably threatened in order to try and induce him to sign the contract the team offered, and then the team felt obligated to follow through once Correa wasn’t willing to sign. This is a different approach from the one Boston took, where they didn’t create a punitive secondary offer for not signing, and Betts was able to take a cost-free stance on not signing his contract. Correa’s resistance to signing for what Houston may have originally offered likely did cost him some money.

From a pure publicity standpoint, the Cubs and Red Sox certainly look better in this ordeal than the Astros do, but I don’t think this is all as simple as “Chicago good, Houston evil”.

After all, the extra money the Cubs are giving Bryant in his pre-arb years pales in comparison to the money they cost him by sending him to Triple-A to begin the 2015 season, which delayed his free agency by a year. Not long ago, the Cubs chose to use the rights given them under the CBA to create as much value for their organization as they could, even though it came at the expense of Bryant’s future earnings. The Astros could argue that they are simply doing the same thing, using the rules that everyone agreed to in order to maximize the amount of money they have available to spend on free agents.

But a league-minimum renewal for Correa certainly doesn’t help the Astros reputation, which already could use some work. Even if they don’t believe that paying Correa a bit more than the league minimum is likely to buy them any future discount in arbitration or extension pricing — and there’s not much evidence to suggest that a player is going to leave a large amount of money on the table as a thank you for giving him an extra $50K or $100K a couple of years ago — it would seem that at least a few other organizations are acknowledging that there’s some value in rewarding young superstars with raises substantial enough to show up in a player’s bank account, rather than calibrating the salary algorithm to hand out minuscule increases simply because they can.

In the end, the Astros can probably say this will all be forgotten, and they’re probably right about that. And while it’s easy to make them the bad guys here, they’re participating in the system that the MLBPA has pushed for, and the union has made little effort to escalate the salaries of young players, instead focusing their efforts on trying to get teams to be able to pay as much as possible to veteran free agents. By giving pre-arb players no leverage in negotiations, the reasonable expectation is that teams are going to hold down costs for those players, and the union has continued to agree to that system as the accepted salary scale.

But with the Cubs and Red Sox bucking the trend, at least with a few of their best players, the Astros don’t look great here. And perhaps that negative P.R. will become the thing that puts at least some upwards pressure on salaries for young superstars. With teams rolling in money from their local TV contracts, there doesn’t seem to be much benefit to holding a hard line on wages for franchise players. Even though the Cubs gesture to Bryant is probably not going to get them any kind of discount on a long-term contract, and they can’t really be lauded for player-friendly tactics given how they handled the timing of his debut, at least there appears to be some move towards compensating the game’s best players a bit more than before.

In the end, the wage structure that takes money from guys like Bryant, Betts, and Correa and gives it to less-talented veterans is still one the union has tacitly endorsed, and if the players want this system to change, they’re going to have to impress upon their union to fight for a different pay model in the next CBA negotiations. But perhaps the Cubs and Red Sox paying their stars nearly $1 million each will make it less palatable for future teams to follow the Astros model, and baseball’s equivalent of peer pressure can serve as something of a market force for players who have no other leverage.


Jason Hammel on Learning from a Guru

When I interviewed him in April 2013, Jason Hammel was a 30-year-old pitcher yet to hit his stride. Following his previous path, he went on to have a ho-hum season. In 26 appearances for the Orioles — 23 of them of them as a starter — Hammel had seven wins, a 4.97 ERA, and a 6.2 K/9. His two-seamer and slider showed signs of coming around, but for all intents and purposes, he was a run-of-the-mill, back-of-the-rotation righty.

That has changed. Since originally joining the Chicago Cubs prior to the 2014 season, Hammel has fashioned a 3.68 ERA and fanned 8.3 batters per nine innings. Last year, he won a career-high 15 games for the World Series champions. The cerebral 6-foot-6 hurler is now a 34-year-old Kansas City Royal, having inked a two-year, $16 million deal with the AL Central club over the offseason.

Hammel discussed his mid-career emergence, which was fueled by an improved slider and a subsequent confab with a sexagenarian guru, in the waning days of February.

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Hammel on what has changed since our 2013 conversation: “A big part of [becoming more successful] was throwing a slider for a strike. It was kind of the idea of pitching backwards. Before, I never had a breaking ball that I could start with. I was throwing a curveball more than a slider, and the curveball is more of a… I get a lot of takes on it, because it’s a bigger break. I had to find something else with spin that I could put in the zone. The two-seamer has been a big, big pitch for me, and the two-seamer and slider complement each other really well, because they’re going two separate directions.

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Max Scherzer and Jon Lester Have Been Free-Agent Bargains

Two years ago, Max Scherzer and Jon Lester signed deals worth a total of $365 million between them, agreements which would keep both players employed into their age-36 seasons. The accepted wisdom, dating back at least as far as Mike Hampton and Barry Zito, is that signing free-agent starting pitchers to massive contracts into their 30s is a poor idea. If early returns are any indication, last season’s deal for Zack Greinke is unlikely to serve as evidence to the contrary. David Price’s injury scare, meanwhile, provides another reminder of the risks inherent to long-term agreements with pitchers.

Not all such commitments are doomed, however. We’re just entering the third year of the contracts signed by Scherzer and Lester, for example, and so far those deals look quite good.

Two offseasons ago, Lester and Scherzer represented the only two players to receive a contract of $100 million or more. Eight other players signed for at least $50 million, though. All 10 such contracts are listed below. For each player, I’ve also provided an estimate of the value he would have been expected to provide starting with the time he signed. To calculate this estimated value, I began with each player’s WAR forecast from the 2015 FanGraphs Depth chart projections, started with $7.5 million per win, added 5% inflation per year, and applied a standard aging curve. The rightmost column indicates whether the player in question was expected to outperform or underperform the cost of his contract.

2015 Free-Agent Signings
Contract (Years, $M) Contract Value at Time Surplus/Deficit
Max Scherzer 7/210 $198.8 M -$11.2 M
Jon Lester 6/155 $146.1 M -$8.9 M
Pablo Sandoval 5/95 $127.4 M $32.4 M
Hanley Ramirez 4/88 $81.4 M -$6.6 M
Russell Martin 5/82 $109.9 M $27.9 M
James Shields 4/75 $94.4 M $19.4 M
Victor Martinez 4/68 $42.7 M -$25.3 M
Nelson Cruz 4/57 $23.8 M -$33.2 M
Ervin Santana 4/55 $16.7 M -$38.3 M
Chase Headley 4/52 $104.1 M $52.1 M

The surplus and deficit figures for individual players vary by quite a bit. Overall, however, the actual contract and value numbers are within 1% of each other.

It might be hard to believe that, at the time, projection systems were calling for Chase Headley to record $100 million in value. Remember, though, that he had averaged more than five wins over the three previous seasons and had just completed a four-WAR year. From this point, it looked like Scherzer, Lester, and Hanley Ramirez signed contracts pretty close to their expected value. The number for Scherzer is probably even closer than what we see above after accounting for his deferrals, as he makes just $15 million per season over the playing life of the contract.

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Hope, History and the Most Jason Heyward Seasons Ever

Jason Heyward had a pretty disappointing regular season in 2016 after signing a contract worth nearly $200 million the previous offseason. Heyward altered his swing in the spring, as he has frequently throughout his career, then hurt his wrist at the very beginning of the season. How much either or both deserves blame isn’t clear, but what we do know is the results were disastrous. In the last 100 years, there have been 4,578 outfielders to qualify for the batting title. Heyward’s 72 wRC+ ranks 4,511th among that group. In other words, we’re dealing with a pretty rare situation. To find out how rare — and what the implications of it might be — I went out searching for the most Heyward-like seasons in history.

To look for players like Heyward, we don’t have to understand his precise approach to the game, we merely have to run some stats over on our leaderboards. I started by looking at qualified outfielders from the last 100 years who’d recorded a single-season wRC+ below 80. I eliminated strike years and players with less than a full season of experience prior to the poor-hitting year. Because Jason Hyeward is a good defender, I looked only at players who were worth at least 10 runs above average on defense and whose offense wasn’t so bad as to render them worth less than a win overall. To keep things in the same ballpark age-wise, I looked at player seasons between the ages of 25 and 29. (Heyward just finished his age-26 season.)

I found five Heywards.

The Most Jason Heyward-Like Player Seasons
Year BA OBP SLG wRC+ DEF WAR
Darin Erstad 1999 .253 .308 .374 70 22.5 2.0
Willie Davis 1965 .238 .263 .346 77 16.0 2.1
Omar Moreno 1980 .249 .306 .325 70 11.0 1.5
Bill Virdon 1957 .251 .291 .383 79 12.1 1.5
Brian Hunter 1998 .254 .298 .333 64 19.1 1.4
AVERAGE .249 .293 .352 72 16.1 1.7
Jason Heyward 2016 .230 .306 .325 72 15.4 1.6

So these are some of the more bizarre player seasons in history. For a player to be this bad, he needs to be good enough to earn the confidence of the manager and organization. He also needs to be very poor on offense, sufficiently good defense to make up for the terrible offense, and to do it in the outfield, where the positional adjustment is either negative (like in the corners) or just slightly positive (like in center field). It’s easier to do this as a catcher or shortstop, where the positional adjustment gives you a bunch of runs right off the bat, but more difficult in the outfield.

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Cubs Notes: Maddon, Hendricks, Anderson, Zagunis

Brett Anderson knows the numbers. Currently in camp with the Cubs, the 29-year-old southpaw was indoctrinated into the data game when he reached the big leagues with the Oakland A’s, in 2009.

“I came up in an organization that was at the forefront of it,” explained Anderson. “Then Brandon McCarthy came over [in 2011] and he was even more into it than most players. So I’ve been using it, although not to the extent I do now, since my rookie year.”

A player’s enthusiasm for analytics is relative. In Anderson’s case, practicality is the overriding factor. He’s data savvy, but wary of paralysis by analysis. He’s careful not to delve too deep.

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