Archive for Daily Graphings

Diamondbacks Land J.D. Martinez, Best Bat on Market

The Diamondbacks are officially going for it. Despite being 10 1/2 games behind the Dodgers in the NL West, they are right in the thick of the Wild Card race, and with just three teams fighting for two spots, have a pretty good at reaching the play-in game. And today, their line-up just got a lot better.

J.D. Martinez was the best hitter available, as he’s now on year four of being an elite hitter. Since the start of the 2014 season, Martinez is ninth in MLB in wRC+, right between Anthony Rizzo and Justin Turner. He’s a beast.

With Yasmany Tomas on the shelf, the Diamondbacks had been using Gregor Blanco, Daniel Descalso, and Chris Herrmann in left field, so swapping those guys for one of the game’s best hitters is going to be a huge upgrade. The projections — which still don’t totally buy Martinez’s bat, thanks to his weak pre-2014 numbers — have him worth a little over a win over the remainder of the season, but you can probably bump that up to +1.5 WAR if you think ZIPS and Steamer are too conservative on his offensive production.

Given how competitive the Wild Card race looks to be, that win or two could be the difference between making it or sitting at home. And now sticking Martinez behind Paul Goldschmidt gives the Diamondbacks a pretty fearsome pair of hitters if they advance deep in October. Given how well the team is pitching, this makes Arizona a potentially tough postseason opponent, should they get there.

To land Martinez, the D’Backs are giving up three prospects. Nick Piecoro had the details.

Obviously things can change during a season, but these are three kind of shocking names to be traded for an elite hitter, even a rental one. Eric had Lugo as the best prospect of the trio last winter, giving him a 40 FV and ranking him as the team’s 10th best prospect. Alcantara was in the others of note section. King wasn’t mentioned.

Lugo’s been fine in Double-A this year, but hasn’t done anything that would dramatically change his stock that I can see. Alcantara is running a 96 wRC+ in high-A ball, which lines up with Eric’s pre-season report of a future utility infielder or a lower-tier starter. King is an 18 year old in rookie ball.

These guys might turn out well for the Tigers. Perhaps Lugo is closer to being big league ready than we think. Maybe the market for rentals really has crashed.

But hard not to like this for Arizona. They get an elite hitter for the stretch run for three prospects that, to be honest, don’t look all that special. You never like giving up any potential, but for the present upgrade, this looks like Arizona did quite well.


The White Sox Have Another Major Trade Chip

The White Sox already traded their most valuable asset. By shipping Jose Quintana to the Cubs, Rick Hahn got the trade deadline moving. And you could safely assume that Hahn and the White Sox aren’t finished — David Robertson is likely to go somewhere soon. Ditto Todd Frazier. Ditto maybe a few other guys. The White Sox are selling, and this is what a sale looks like. There’s little sense in keeping present assets when the focus is squarely on the future.

It might feel like Quintana was the last major splash. Frazier won’t fetch very much, and Robertson comes with a pricey contract. I have a name for you, though, and it’s a name we’ve previously discussed. Now, around trade-deadline time, the prices for good relievers skyrocket. Every team in contention wants a better bullpen, and good relievers can be leaned on more heavily in the playoffs. It makes a certain amount of sense, and earlier, Dave submitted one reliever name who’s mostly off the radar. Me, I want to revisit Tommy Kahnle. Kahnle’s going to be a tricky one, because on the one hand, he’s just Tommy Kahnle, but on the other hand, holy crap. Maybe you haven’t seen what’s been happening.

Read the rest of this entry »


Astros Lose Carlos Correa For Two Months

Last Friday, the best player in the American League West returned after a nearly two month absence due to a broken left thumb. Today, the Astros announced that maybe the second best player in the AL West is going to miss the next two months due to a broken left thumb.

Trout had the UCL in his thumb repaired, going on the DL on May 29th, and then he returned on July 14th. Assuming Correa’s injury is of similar nature and requires a similar amount of time away, Correa would be looking at a return in early-to-mid September. That would give him a few weeks to get back up to speed before the postseason begins.

While this is a blow to the Astros, the enormous early lead they’ve built allows them to absorb this better than most contenders. With a 15 1/2 game lead over the second place Mariners, their chances of winning the division, even without Correa, are still quite high. The real concern here is whether this is something that might linger and affect him in October.

In Correa’s absence, we’d expect either Alex Bregman or Marwin Gonzalez to take over as the everyday shortstop, with the other manning third base. Both have played the position previously, so it will depend on whether the team prefers to move Bregman back to the position he played in college and the minors, or whether they prefer to keep him at third base, since that’s where he’ll play when Correa returns. Gonzalez’s offensive explosion this year means the team has a reasonable fill-in, regardless of how they line up the defense.

I do wonder if this will nudge the Astros towards adding a corner outfielder at the deadline, however. Gonzalez had drawn 23 starts in left field, his most at any position, and if he’s an everyday infielder now, the team will have to lean more heavily on Nori Aoki or Jake Marisnick. You probably don’t want either of those guys as an everyday player in October, so adding an LF upgrade could provide some insurance for the team’s offense in case Correa’s return doesn’t go as well as hoped, or if the injury saps him of any power after he returns.

The Astros have the benefit of not needing to overreact to this news, but this does add some uncertainty to the mix. Depending on what is available, it’s probably not a bad idea for the Astros to look around for some corner outfielders now, especially if they can find a solid bat who swings from the left side.


Turning Up the Heat

You may have noticed, especially if you’re a Baltimore Orioles fan, that run-scoring has been trending up as the season has progressed. This isn’t new, or particularly surprising, as the coming of summer turns up the heat, enabling fly balls to carry farther.

Read the rest of this entry »


Travis Shaw, Breakout Hitter and Contrarian

PITTSBURGH — Travis Shaw isn’t caught up in trends.

In a season when so many hitters are investigating their launch angles and trying to lift balls up into the mysterious jet stream that has settled over major-league playing surfaces, Shaw is engaged in the exact opposite endeavor. He is trying to put the ball on the ground, and he’s in the midst of a breakout season.

The Red Sox would love to have a mulligan on the December multi-player deal that sent Shaw and two prospects to Milwaukee for Tyler Thornburg, who is out for the season after surgery to treat thoracic outlet syndrome. Entering play Tuesday, Shaw was slashing .293/.361/.564 with 20 homers, acceptable defense at third base, and a 2.7 WAR. He was tied as the 22nd most valuable position player in the game to start the day.

Of course, this is a different hitter than the one whom the Red Sox traded away.

“Philosophy, honestly,” said Shaw of the reason behind his breakout with the Brewers. “Everyone talks about launch angle, launch angle, launch angle. This year, I’ve tried to hit the ball on the ground more. Everyone is trying to hit it in the air. For me, when I try to hit the ball on the ground, I hit more home runs. I am more consistent with my swing.”

This seems counterintuitive, bizarre. But it’s working. For the first time in his brief major-league career, Shaw is hitting more ground balls (44.5%) than fly balls (36.0%). Throughout most of his minor-league career, he was a fly-ball hitter. And yet the quality of his contact has improved as he has tried to hit balls into the infield turf.

“The air-out/ground-out thing is completely opposite of what it’s been for my career,” Shaw noted.

Read the rest of this entry »


Jon Lester Had a Game for the Ages

This is the worst offensive season for pitchers on record. It’s close, and the season isn’t over, and Madison Bumgarner has spent a lot of time on the disabled list, but, league-wide, pitchers so far have combined for a wRC+ of -21. It’s never before been that low over a full season. It makes enough sense; pitchers are presently better than ever at pitching, and they’re less incentivized than ever to know how to hit. This is the age of specialization. Players who specialize in pitching can’t be expected to handle the bat.

Jon Lester has been a bad hitter, even relative to other pitchers. Over his career he’s batted more than 200 times, and his wRC+ is -40. You might remember that he opened his career 0-for-66, which no player had ever done. Lester is bad at hitting, among pitchers. Pitchers are bad at hitting, and worse than ever. Given an ordinary game, you’d expect that Jon Lester, the hitter, would go quietly o-fer. The Cubs wouldn’t even care that much.

Monday night, Lester stole a base. It was the first pitcher steal of the year. Lester also drew a walk. Lester also hit a double. In one game, Lester had a steal, a walk, and an extra-base hit. Here’s the entire table of pitcher-games meeting the same criteria since 1950:

Qualifying Games Since 1950
Pitcher Game Date Team Opponent
Jon Lester 7/17/2017 CHC ATL
Edwin Jackson 8/3/2016 SDP MIL
Darren Dreifort 5/1/1999 LAD PHI
Steve Renko 5/22/1973 MON CHC
Jim Kaat 7/30/1971 MIN NYY
Don Gullett 4/16/1970 CIN LAD
Tom Seaver 5/17/1967 NYM ATL
Robin Roberts 5/20/1951 PHI PIT
Fritz Dorish 6/2/1950 SLB WSH
SOURCE: Baseball-Reference
Pitcher-batters with a walk, a steal, and an extra-base hit.

Nine games. Technically, it has been less than a year since the last one, but then you get a spread of 17 years. Then you get a spread of 26 years. Consider this a decently-rated fun fact. Jon Lester, the hitter, kind of filled up the box score.

Read the rest of this entry »


The Sneakiest Reliever Upgrade on the Market This Summer

Pretty much every contender in baseball is looking for a reliever or two right now. The changing strategies relating to playoff baseball mean you can never have too many quality bullpen arms, and as the Cubs showed last year, you can’t necessarily count on guys who were good in the regular season being able to still go in the postseason. Even teams with strong current bullpens are kicking the tires on available arms because you can’t be certain that what you have now will still be ready to pitch at an elite level in a few months.

Which is why the price for relievers is always pretty high this time of year. And while there aren’t many Aroldis Chapmans or Andrew Millers available right now — Zach Britton would qualify if he were definitely healthy, but the Orioles sticking with Brad Brach as their closer right now is a pretty big red flag — we’re going to see a lot of bullpen arms traded over the next two weeks. The Nationals already paid a real price to add Ryan Madson and Sean Doolittle to their beleaguered pen, and they probably aren’t done adding relievers.

With all this demand and a somewhat limited supply, it’s not easy to find a decent arm to help for the stretch run that doesn’t cost something a team really doesn’t want to give up. But I think there might be one reliever who could probably be had who might not cost a fortune and could really help a team this year and maybe in the future as well. If you’re bargain hunting for a reliever right now, I’ve got one name for you: Danny Barnes.

Read the rest of this entry »


Do Sidearmers Get Hip Problems?

When Marlins reliever Brad Ziegler made the switch to throwing out of a submarine motion, his new mechanics made him sore. In the hips, as he remembers it. Ask fellow submariner Darren O’Day if his delivery was related to his hip labrum surgery, and his answer is succinct: “Absolutely.” Now fellow side-slotter Andrew Triggs is headed for that same surgery and it’s fair to ask: is the sidearm or submarine delivery hard on the hips?

It’s never easy to answer these sorts of questions because of the problem of sample. There might be two true submariners in baseball today (O’Day and Ziegler), and then a few who others who live low — a group that includes Steve Cishek, Pat Neshek, Joe Smith, and the like. Head any higher on the release-point list, and you’re already at Chris Sale, nobody’s idea of a sidearmer.

If you just take the list of pitchers who have recorded hip problems in the last 10 years, you get 33 different names. Hardly an epidemic. Take those 33 pitchers, and look at their average arm slot, and you might think you’ve found something.

Hip Problem Pitchers and Release Point
Player Height (in.) Vert. Release (in) Difference
League Average 75 71.2 3.8
Average Hip Problem 76 68.7 7.3
SOURCE: Jeff Zimmerman

Pitchers with hip problems release their pitches, on average, three-and-a-half inches lower than the general population.

Read the rest of this entry »


How Do Baseball Teams Discount the Future?

This is Matt Swartz’ fourth piece as part of his July residency at FanGraphs. A former contributor to FanGraphs and the Hardball Times — and current contributor to MLB Trade Rumors — Swartz also works as consultant to a Major League team. You can find him on Twitter here. Read the work of all our residents here.

The most distinct feature of my approach to calculating the cost per WAR on the free-agent market is my inclusion of the draft-pick-based costs to signing free agents, in addition the more obvious monetary costs. This requires a greater collection of assumptions than a simple focus on the dollars spent on free agency, but provides a more robust estimate of what teams give up when they dip into the free-agent market. It also requires a logical economic framework, including opportunity costs, so it also requires estimating the foregone costs of draft picks that a club could have received had they not re-signed their own players.

The gap between my actual estimates of the cost per WAR and the same calculation absent draft-pick compensation is not trivial. While it normally is only around 7%, it reached as high as 20% in 2015. Of course, with the new CBA lowering draft-pick compensation, this difference is likely to drop, making this part of the analysis somewhat less important. However, it remains essential to consider changes in draft-pick compensation to understand changes in cost per WAR over time. What may appear, in some years, like a collective decision by clubs to spend more aggressively in the free-agent market is frequently just a product of lower opportunity cost of foregone draft picks, leading teams to pump more dollars into free-agent contracts.

The biggest challenge when utilizing this framework is determining the appropriate discount rate to use. This isn’t easy to do and can easily vary from team to team and over time, as well. This article won’t pin down a perfect number; it’s almost certain that a better estimate of the discount rate requires a more detailed analysis of trades and other decisions that teams make when considering how to value player performance at different points in the future. It’s also challenging to use this approach to determine if the discount rate that teams use has changed, because it appears that the method of estimating said rate is noisy enough that it varies over time within a very large range. However, it’s worth understanding the approach.

In this article, I attempt to present that approach. Before I begin, one note: some of what follows is rather technical. I feel much of it is necessary, though, to establish the entirety of my methodology before moving on, in later posts, to actual illustrative cases.

The simpler part of using this analysis is looking at draft-pick bonus money saved. While this pales in comparison to lost WAR values from missing out on draft picks, a full picture does require netting out how much a team saves by not paying bonuses on those draft picks. I’ve performed a slightly more sophisticated nonlinear approach to estimate bonuses for this series than in my previous work, basically assuming that bonuses paid to draftees have the same exponential structure (relative to pick number) as the WAR they produce varies by pick number. I’ve also found better estimates of the specific slot values for draftees by pick, leading to a better estimate.

Of course, the larger issue is analyzing the picks themselves. While the average pick surrendered has been around roughly the 30th overall, this has varied significantly and has been higher (at times) in the past. It also will certainly be lower in the future due to the new CBA rules. To estimate the value of picks, I continue to use the Draft Pick WAR Calculator developed by Sky Andrecheck way back in 2009. While the precise outputs have possibly changed over time, they probably haven’t changed much, and Andrecheck’s model is certainly the best publicly available one.

In addition to this estimate of the WAR produced by players according to their draft pick, I’ve also found (in my own research) that prospects tend to debut roughly three years after being drafted. Therefore, a player’s WAR tends to accrue to the team who drafted him from three to nine years after said player is drafted, after which the player is a free agent. That’s roughly equivalent in value to all the WAR accruing exactly six years after the player is drafted, so that’s what I use in my estimate. I also had to net out the actual salaries through arbitration that successful draft picks will eventually receive, knocking down the net value of the WAR created by about 20%.

I decided to continue using a 10% discount rate (meaning that teams currently value the ability to obtain future WAR 10% less each year into the future). This is still my best guess about how teams are valuing draft picks. This means the team values the WAR 56% less than they would if it all came right away. And since they have to pay roughly 20% of market value due to arbitration in the latter years, they value the WAR 20% less than that.

In the three tables below, I’ve split the free-agent market data I have available into three time periods: 2006-09, 2010-13, and 2014-16. I’ve looked at all players who earned salaries at least $2 million in excess of the league minimum and compared the cost per WAR for those free agents with and without draft-pick compensation attached.

Read the rest of this entry »


Congratulations/Sorry, Josh Harrison

Josh Harrison leads the majors in times getting hit by a pitch. He led the majors in April, and after a down month in May, he’s led the majors since the start of June. In June itself, Harrison was hit 10 times, which is tied for the second-most for any player in any month in baseball history. Back in April, Harrison got hit four times in a row. Harrison has nearly as many hit-by-pitches as walks, which is both good and bad, I suppose. Harrison is sitting on a career-best OBP.

Usually, when we’ve talked about hit-by-pitches, we’ve been talking about Brandon Guyer. It is, technically, a skill that some hitters can possess, typically because of their stances. The twist for Harrison is that he hasn’t been a pitch magnet in the past. He’s been drilled 20 times this season. He was drilled 26 times before this season. Shown in graphical form:

That’s a leap forward this season, depending on what your definition of “forward” is. Here now is a plot of Harrison’s career hit-by-pitches, separated by year:

The evidence suggests that Harrison has moved a little closer to the plate. Which, yeah; I can’t come up with any reasonable alternative explanation. He’s standing a little closer, and he closes himself off with his front leg. By which I mean, Harrison raises his leg with a standard kick, and then he steps forward in the box. He’s standing closer to the plate, and then he steps closer to the plate. This is where hit-by-pitches come from, since it’s not like there is just a sudden rash of opposing pitchers who are holding a Josh Harrison-specific grudge.

Here’s the kicker. Harrison, a year ago, was hit in about 1% of his plate appearances. Harrison, this year, has been hit in about 5% of his plate appearances. That seems like a big increase, but how much of an increase is it, really? I went all the way back to 1900. I looked at every player who’s ever batted at least 250 times in consecutive seasons. Here are the biggest year-to-year jumps in HBP%:

Changes in HBP Rate, 1900 – 2017
Player Year 1 Year 2 Y1 HBP% Y2 HBP% Change
Josh Harrison 2016 2017 1.0% 5.3% 4.3%
F.P. Santangelo 1996 1997 2.4% 5.7% 3.3%
Dave Altizer 1908 1909 0.6% 3.5% 2.9%
George Burns 1923 1924 0.0% 2.8% 2.8%
Jack Barry 1915 1916 1.5% 4.3% 2.8%
Kelly Shoppach 2008 2009 2.7% 5.5% 2.8%
Brandon Guyer 2015 2016 6.2% 9.0% 2.8%
Devin Mesoraco 2013 2014 0.0% 2.7% 2.7%
Josh Phelps 2002 2003 1.0% 3.8% 2.7%
Bill Freehan 1966 1967 0.6% 3.2% 2.7%

Okay then. For now, No. 1, and by a full percentage point over F.P. Santangelo. There’s more season to play, so Harrison isn’t totally locked in here, but as he plays in more games, he’s likely to get hit by more pitches. I’m sorry, Josh Harrison. I’m sorry for the painful, helpful free bases. Although I guess it’s as much Harrison’s fault as anyone else’s. To this point, he’s refused to back off.