Aaron Nola’s Losing the Waiting Game

The Philadelphia Phillies are off to a more-than-reasonable start in 2019, standing at 11-6 and currently in first place in the NL East. In the early weeks of the season, the division has been as tight as expected, with only 2.5 games separating the four teams that had a reasonable preseason claim to 2019 relevance. What’s unexpected about Philadelphia’s early lead is that it has little to do with the performance of their ace pitcher, and 2018’s third-place finisher in NL Cy Young voting, Aaron Nola.

Nola has thrown four starts so far this season and has been terrible in three of them, all losses. Even more damaging is that all four starts have been against the NL East competition, meaning every loss in those games is a guaranteed win for the team’s direct rivals, no scoreboard-watching needed. Add it all together and you have a pitcher who is already nearly a third of the way to what would be his career-high for home runs allowed in a season, with a 7.45 ERA and a walk rate double what he posted in 2018.

So what’s happening with Nola? The obvious thing to do is to look is at his miserable walk and home run rates, and see if there’s any chance he’s not getting what he “deserves” from his pitching.

For a quick look at a pitcher’s walk rate, you can actually make a simple model that estimates that rate knowing just his plate discipline numbers. Knowing just that, you can get a surprisingly adequate estimation of what a walk rate “should” be. In this case, my very basic non-linear model with observations weighted by number of batters faced, gets the r-squared to 0.65. In layman’s terms, that means that approximately 65% of the pitcher-to-pitcher variance in walk rate is explained by the pitcher-to-pitcher variance of the inputs.

Walk Rate Prediction – Aaron Nola
Year BB% Predicted BB O-Swing% Z-Swing% Swing% O-Contact% Zone% F-Strike% SwStr%
2019 12.6% 13.3% 25.5% 55.4% 38.4% 70.0% 43.0% 48.3% 8.4%
2018 7.0% 6.2% 33.2% 64.2% 47.0% 60.9% 44.7% 69.4% 12.4%
2017 7.1% 7.6% 29.4% 60.8% 44.5% 59.3% 48.2% 64.4% 10.8%
2016 6.0% 8.0% 29.5% 55.7% 42.2% 61.5% 48.3% 60.7% 9.6%
2016 6.0% 7.5% 27.7% 61.1% 43.6% 66.1% 47.4% 63.8% 8.6%

That’s a pitcher who’s largely earning a poor walk rate. One might think that Zone% is the a key statistics here, but it’s actually not; first-pitch strikes and swing percentages are far more relevant when predicting walk rate, with the r-squared for Zone% by itself only being 0.05. For the other two variables, it’s 0.41 and 0.29, respectively. Nola’s not throwing first-pitch strikes and batters are not swinging at his stuff at the usual rate. And when they do swing, especially at out-of-zone pitches, they’ve been far more likely to make contact than in the past. At a cursory glance, batters are taking a more patient approach with Nola, waiting him out, and largely getting the pitches they want.

This number tends to stabilize fairly quickly (52% of pitchers with at least 10 innings pitched are already within two percentage points of their actual walk rate), so it’s a statistic I tend to use when deciding whether to panic about a pitcher’s early walk rate. Since someone will no doubt ask, here are the top 10 departures from expected walk rate so far in 2019 (both good and bad).

Walk Rate vs. Modeled Walk Rate, 2019
Player Walk Rate Predicted Walk Rate Difference
Shelby Miller 18.6% 8.5% 10.1%
Blake Treinen 15.2% 6.9% 8.3%
Yu Darvish 18.1% 10.3% 7.8%
Martin Perez 15.7% 7.9% 7.8%
Chris Paddack 11.3% 3.6% 7.7%
Jeremy Hellickson 13.8% 6.2% 7.6%
Sean Newcomb 13.8% 6.9% 6.9%
Domingo German 14.0% 7.2% 6.8%
Rick Porcello 17.7% 11.0% 6.7%
Liam Hendriks 16.3% 10.2% 6.1%
Sonny Gray 7.9% 16.9% -9.0%
Trent Thornton 8.9% 16.1% -7.2%
Patrick Corbin 5.3% 11.7% -6.4%
Dereck Rodriguez 4.4% 10.7% -6.3%
J.B. Wendelken 4.1% 10.4% -6.3%
Tyler Skaggs 3.2% 9.1% -5.9%
Adam Warren 7.3% 13.1% -5.8%
Josh Hader 5.6% 11.1% -5.5%
Zach Eflin 1.5% 6.8% -5.3%
Robert Gsellman 4.2% 9.1% -4.9%

A simple look at Statcast also suggests that Nola’s getting hit a lot harder than in the past. His average exit velocity has jumped from 85.9 mph to 90.0 mph and his barrel-percentage has doubled. The algorithms of Willman, Petriello & Friends predict that a player with Nola’s profile ought to be allowing a .490 slugging percentage; hitters are actually slugging .533 against Nola. So while one can say he’s getting hit a little harder than expected, you still don’t want any of your starting pitchers to be that crushable. In 2018, only a single qualifying pitcher allowed a slugging percentage worse than .490: Dylan Bundy at .523, with a shocking difference between him and Jakob Junis in second place at .455.

So why is it happening? That’s a tricky question, in that there’s no giant red flag, no significant dip in velocity or worsened movement on his pitches. You can see a lot of what’s going on with that first-pitch strike percentage, which shows a troubling difference from 2018. Last year, batters swung at 29% of Nola’s first pitches, whiffing on 28% of those swings. This year, those numbers are 18% and 19%. Nola’s started off 32 plate appearances this year throwing a curveball and he’s gotten a swing-and-miss on…zero. It’s a similar story with his fastball. 27% of his first-pitch fastballs resulted in a 1-0 count last year. This year, that number is 55%.

From this graphic, Nola’s thrown 60 pitches outside the strike zone on 0-0. Batters have swung at only three of them.

At least in the early going, batters seem to simply be taking a more passive approach to Nola after his breakout 2018 season, and he hasn’t adjusted. And he’s getting away from some of the things that he did successfully in 2018, such as daring to throw curves to lefties when behind in the count (he’s dropped from 39% to 20%). Batters are more patient and Nola’s been more predictable.

With the division expected to remain a tight race, every loss is of enormous consequence. ZiPS estimates that Nola’s four starts, when you combine what he’s already done and the decline in his projection, will eventually cost the Phillies 1.2 wins from their preseason forecast. To get an idea what this costs the Phillies in terms of their October fate, I set ZiPS to project the Phillies with Nola performing as predicted before the season (3.9 WAR prorated over the remaining games) and how Nola is predicted to perform now (3.4 WAR), along with a few worse projections, based on how long it takes Nola to get back to where he should be.

Phillies Playoff Probabilities by Aaron Nola Performance
Nola Rest-of-Season WAR Phillies Division % Phillies Playoff %
3.9 25.2% 58.1%
3.4 23.1% 55.0%
3.0 21.5% 52.7%
2.0 17.8% 46.7%
1.0 14.5% 40.7%
0.0 11.5% 34.8%

The Phillies are surviving so far without Nola in top form, but the longer it lasts, the more damaging it becomes to the team’s playoff hopes. It’s not time for Philadelphia to panic about their star pitcher, but with it unlikely that there’s a pitcher equally as good available for trade, it’s time to mix in some serious concern with the cheesesteaks.

(Please note that I don’t mean ketchup. Please don’t do that ever.)


Craig Edwards FanGraphs Chat–4/18/2019

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Let’s Get Weird, Again: Extreme Pitcher Stats So Far

Yesterday, I took readers on a tour through small sample theater to examine the extreme and anomalous performances produced by hitters thus far, nearly all of which will come out in the wash as time goes on. Beyond strikeout, groundball, and fly ball rates, all of which stabilize at the 70 batters faced mark, pitching lines may contain all sorts of oddities.

As I did with the batters, here I’ll encourage you to gawk at some of the extremes — both the very, very good and the very, very bad — before they vanish into the ether. Unless otherwise indicated, all stats are through Wednesday. Let’s get weird again…

The Very, Very Bad

8.84 ERA, 8.42 FIP

Whether you’re going by actual runs allowed or focusing on defense-independent outcomes, 25-year-old White Sox righty Reynaldo Lopez entered Wednesday as the worst of the majors’ 83 qualified starters in both ERA and FIP; he was surpassed in the former category by the Angels’ Matt Harvey (9.64 ERA) as the count of qualifiers increased to 93 on Wednesday, but the No Longer Dark Knight’s just not as interesting as Lopez at the moment.

Looking at Lopez’s raw rate stats, it’s not hard to understand why his run prevention has been so shoddy: he’s combining a below-average strikeout rate (17.5%) with a hefty walk rate (14.4%) and an astronomical 3.26 home runs per nine. To throw some gasoline on the fire, there’s also his .345 BABIP, the result of a lot of hard-hit balls; his average exit velocity of 92.7 mph ranks in the seventh percentile, and his .394 xwOBA in the 13th percentile. Ranked 28th on our Top 100 Prospects List heading into 2017 on the strength of a plus-plus fastball and a plus curve, Lopez was pretty serviceable last year (3.91 ERA, 4.63 FIP, and 2.2 WAR in 188.2 innings), but right now, he’s not fooling many hitters; his 21.2% outside-the-zone swing rate is down seven points from last year, while his 89.9% zone contact rate is up four points.

322 wRC+ allowed on four-seam fastballs

Nothing has epitomized the early-season struggles of the defending world champion Red Sox more than Chris Sale’s slow start. Fresh off signing a five-year, $145 million extension, the 30-year-old southpaw has shown anything but the form that has made him a perennial Cy Young contender. Limited to a total of 32.1 regular season and postseason innings since the end of last July due to recurrent bouts of shoulder inflammation and then a slow buildup this spring, he’s been lacking in arm strength. According to Pitch Info, his average four-seam fastball velocity is down nearly three miles per hour relative to last year (from 95.7 to 92.8), which has not only made it much more hittable, but has allowed batters to focus on his breaking ball. Batters are 11-for-21 with a double, a triple, and three homers on plate appearances ending with his not-so-warm heater, for a .524 batting average, 1.095 slugging percentage, and 322 wRC+ against; by comparison, he yielded a .179 average, .321 slugging percentage and 60 wRC+ when throwing that pitch last year. What’s more, where batters whiffed at 14.8% of his four-seamers last year, they’ve done so against just 1.9% this year — that’s two fastballs out of the 104 he’s thrown. Mercy. Read the rest of this entry »


Jay Jaffe FanGraphs Chat – 4/18/19

12:01
Avatar Jay Jaffe: Good afternoon, folks, and welcome to the latest edition of our usual Thursday chat. The questions in the queue are piling up, so without further ado…

12:01
Corbin Burnes: Do I have a Home Run Problem?

12:02
Avatar Jay Jaffe: Oh, indeed. 11 home runs in just 17.2 innings, and from among just 19 flyballs. I’ve got an entry devoted to Burnes in the forthcoming companion to yesterday’s piece, which will be titled “Let’s Get Weird, Again: Extreme Pitcher Stats So Far”

12:02
stever20: What do you make of Chris Sale?  His career in April normally is pretty good(before this year 2.82 ERA).  So it’s not like he normally starts slowly.  Even brought in his personal catcher and that didn’t help.

12:06
Avatar Jay Jaffe: I’m more worried about Sale with each passing start, but I think it really comes down to a lack of arm strength brought about by a slow build up this winter. He’s just not the same pitcher if he can’t get his velocity up to where it normally lives, and right now, his fastball is getting tattooed for a 1.095 SLG and a 322 wRC+ (also in today’s forthcoming piece).

Rather than sending him out there every fifth day, I do think the Red Sox should DL him and send him back to extended spring training to ramp up, because he’s not helping them by getting hammered each time out.

12:06
Tel: What’s the deal with the playoff odds graphs?  The Yankees beat the Red Sox 8-0 on Tuesday and their playoff odds went down from 91.1% to 84.4%?  The Red Sox went up from 52.8% to 54.4% or so yesterday but this morning are back to 50.7% in the odds numbers dated yesterday.  I know things change based on playing time estimates etc., but what’s the point of a graph if you can’t gloat over your team crushing their rival and moving the needle on the odds?  Seems like if you’re putting up a graph the changes should be based on how the team is playing rather than how Fangraphs staff changed the team’s playing time estimates.

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The Tigers Found a Diamond in the Rough

Being a fan of a rebuilding team is a tricky line to walk. You want the players to do well, obviously — you’re watching them every day, after all, and it’s only human to root for what you’re watching. At the same time, if they do too well, they’re probably getting traded — how much mental energy should you invest in a player who won’t be on your team in two months? Did that reliever you like find another gear? Cool, enjoy the two lower-level prospects the team will get back for him in a month. Rooting for a past-their-prime star? Well, if they have a good stretch, the team might ship the one face you remember from the good old days out for some salary relief.

There’s one great joy in watching a team that’s in the middle of a rebuild. Whether by accident or design, teams don’t end up trying to retool if they have a ton of solid major league players, which means there’s a playing time void that gets filled by whoever’s available. Minor league free agents and past-their-prime vets? Step right up. Lifetime minor leaguers looking for their first real chance? Someone needs to play third base, so grab a glove. When one of those lottery tickets hits, that feeling makes up for a lot of the bad parts of rebuilding. Here’s a player who has always wanted a chance, and your team gave it to him. If he’s young, he might even be around when the team’s good again, and you, the fan, were there at the beginning. All of this is a roundabout way of saying: Niko Goodrum might be awesome, and the Tigers gave him a chance.

If you haven’t heard of Niko Goodrum before, I can’t blame you. He got a cup of coffee with the Twins in 2017 before signing with the Tigers after the Twins released him, and he delivered a solid if uninspiring 2018 (103 wRC+ in 492 PA, 1.1 WAR) while playing across the diamond. He’s been excellent to start this year, putting up a 132 wRC+ with nearly as many walks as strikeouts while batting cleanup and playing both centerfield and first base. Now you, the sophisticated FanGraphs reader, are no dummy. You know that a 132 wRC+ a few weeks into the season isn’t all that outrageous. It’s above average, sure, but no one’s going to lose their mind over it. What makes me so sure Niko Goodrum is amazing all of the sudden? Read the rest of this entry »


Effectively Wild Episode 1364: Rounding Second and Heading for Home

EWFI
Ben Lindbergh and Sam Miller banter about Johnny Cooney as the Vroom Vroom Guy, minor-league closer Dusten Knight’s backflip save-celebration ritual, the extreme struggles of the Red Sox, and a new way to represent Willians Astudillo’s success at making contact, then answer listener emails about umpires calling balls and strikes from second base and the most commonly known things about baseball, plus a Stat Blast about the disappearance of old pitchers.

Audio intro: The Undertones, "Jump Boys"
Audio outro: The Capes, "First Base"

Link to backflip videos
Link to Chapman somersault video
Link to Jeff on classifying closer celebrations
Link to Astudillo leaderboard
Link to umpire-accuracy article
Link to The Roots video
Link to post on White Sox caps and hip-hop culture
Link to piece on politicians’ baseball metaphors
Link to Sam on a 50-inning game
Link to Ben on early-season stat changes
Link to preorder The MVP Machine

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 Email Us: podcast@fangraphs.com


Daily Prospect Notes: 4/17/19

These are notes on prospects from lead prospect analyst Eric Longenhagen. Read previous installments here.

Nicky Lopez, SS, Kansas City Royals
Level: Triple-A   Age: 24   Org Rank: 7   FV: 45
Line: 3-for-5, 2 HR, 2B, BB

Notes
In our recently-published Royals list, we openly wondered if we should be heavier on Lopez largely because A) he plays shortstop and B) his peripherals are excellent. Shortly after publication, an executive reached out to us and they agreed we should be more enthused about Lopez, who we currently have evaluated as a second-division regular. He’s struck out just once so far this year. We don’t expect Lopez to hit for much power (he’s little and hits the ball on the ground a lot), but he may do enough to be part of Kansas City’s rebuilding efforts.

Brusdar Graterol, RHP, Minnesota Twins
Level: Double-A   Age: 20   Org Rank: 3   FV: 50
Line: 7 IP, 1 H, 1 BB, 0 R, 8 K

Notes
After two semi-wild starts during which his stuff was still too good for opposing hitters to do anything with, Graterol was slightly more efficient and utterly dominant last night. He’s holding upper-90s heat late into games, and while his slider is more horizontally oriented than is ideal (vertical breaking balls are typically better at missing bats), Graterol’s has enough length to be a real problem for hitters anyway. He’s only 20 and carving up Double-A. If there’s a scenario in which Graterol sees the big leagues this year, it almost certainly involves a tight AL Central race and a start like the one he’s off to.

Jarred Kelenic, CF, Seattle Mariners
Level: Low-A   Age: 19   Org Rank: 3   FV: 50
Line: 4-for-4, 2 2B, SB, BB

Notes
After a rough first week, Kelenic has heated up and is hitting like one would hope the most advanced high school bat would hit during their first full pro season. Both he and Nolan Gorman are performing and seem on the fast track. Kelenic has also looked comfortable in center field. Big and muscular aleady at 19, there’s some thought Kelenic may eventually move to a corner, but if he races through the minors, he’ll get to the bigs before he slows down.

Oscar Gonzalez, OF, Cleveland Indians
Level: Hi-A   Age: 21   Org Rank: HM   FV: 35
Line: 2-for-5, HR, 2B

Notes
Perhaps the epitome of the high-risk hitting prospect, Gonzalez continues to hit for power despite employing one of the most swing-happy approaches in pro ball. He still hasn’t walked this year and has just three free passes dating back to last June. The realistic ceiling for a player like this is a Hunter Renfroe-y sort of player.

Dispatch from Chula Vista

I’m in Southern California to see Eastlake High School infielder Keoni Cavaco, perhaps the most signifiant pop-up prospect in this year’s draft. Though his swing is a little unorthodox and handsy, Cavaco has big raw power and speed (he homered to dead center yesterday, turned what would typically be a gap single into a double, stole a base) and maybe the best body in the draft. He mishandled a ball at third base (where he moved, from second, late in the game) and saw little defensive action beside that.

We have Cavaco at the back of the 45-FV tier in this year’s class. There can only be so much confidence in his bat because he wasn’t part of last summer’s big showcases, where he would have faced better pitching than he’s seeing now. On tools, and based on what teams had extra heat in to see him (Seattle, Cleveland, Arizona), we’ll likely slide him up a few spots on The Board. I may head back to see more of him today.


Brandon Hyde: A Day in the Life of a Big-League Manager

Brandon Hyde is slowing settling into a routine. As a first-year MLB manager, it’s one that includes a number of new responsibilities. The 45-year-old Baltimore Orioles skipper isn’t without experience — he’s served in a variety of different roles, most recently with the Cubs as Joe Maddon’s bench coach — but again, he’s never been at the helm of a big league team. What’s he’s experiencing is a whole new animal.

His day starts long before the first pitch is thrown, and it ends well after the last out is recorded. There are reports and video to go over. There are coaches and front office executives to consult with. There are players to cultivate relationships with. There is a lineup to put together. And as everyone in Hyde’s role knows, there is also the media.

Hyde discussed his daily routine prior to Saturday’s game at Fenway Park.

Brandon Hyde: “I get up, have coffee or tea, and read the news from the night before; I look through world events and sporting events. The baseball news I read is national, because I want to keep up with what’s happening throughout the game. From there I’ll usually try to hang out with my family for a couple of hours before I go to the ballpark. Or, if I’m on the road, I’ll do something like go out to the driving range. I’ll try to do something relaxing.

“I get to the park fairly early. For a night game, that’s around noon-ish, maybe 12:30-ish. The first thing I do is double-check the lineup, which has already been set. That happened the night before. Read the rest of this entry »


FanGraphs Audio: Kiley McDaniel Welcomes the Night King

Episode 859

FanGraphs Audio welcomes back Kiley McDaniel, prospect analyst, to discuss all things scouting, including Kiley’s recent trip to Florida to see potential draftees in the 2019 draft class and the biggest risers and fallers on the draft section of The BOARD. We also engage in a little bit of contract extension talk, particularly as it pertains to Ozzie Albies, and the concept of bummers. And finally, we indulge a little non-baseball talk, offering our spoiler-laden assessments of the new season of Game of Thrones.

Don’t hesitate to direct pod-related correspondence to @megrowler on Twitter.

You can subscribe to the podcast via iTunes or other feeder things.

Audio after the jump. (Approximate 59 min play time.)


Let’s Get Weird: Extreme Hitter Stats So Far

Yesterday, I wrote about how at the team level, won-loss records at the 16-game mark are meaningful when it comes to predicting final records. At the individual level, we’re in small sample theater, however, with extreme and anomalous performances all over the place, virtually all of which will come out in the wash. For most hitters, the only stats that have begun to stabilize are exit velocity (40 balls in play), swing rate (50 plate appearances), and strikeout rate (60 PA), which means that players’ batting lines may contain all sorts of oddities in other categories.

Before they vanish into the ether, it’s worth gawking at some of the extremes, both the very, very good and the very, very bad. Unless otherwise indicated, all stats are through Tuesday. C’mon, let’s get weird…

The Very, Very Bad

-5 wRC+

Over the weekend, Chris Davis ended the longest hitless streak in major league history (54 at-bats) with a three-hit game against the Red Sox, and on Monday, he homered. That binge lifted his wRC+ from -67 — a number that can really only be understood in the Upside Down — to 2, which, well, it’s at least a positive number.

At this juncture, one player with enough plate appearances to qualify for the batting title (3.1 per team game) is still in the Upside Down, namely the Tigers’ Josh Harrison. The 31-year-old infielder, who didn’t sign with Detroit until February 23, is hitting a bare .123/.203/.140 through 64 PA, for a -5 wRC+. That’s 6-for-64 with a double and five walks, which ain’t much to write home about. Harrison, who has ranked in the sixth to eighth percentile in exit velocity from 2016-18, is making better contact than that this year (86.9 mph, 25th percentile), but the hits aren’t falling; he’s got a 111-point gap between his wOBA (.167) and xwOBA (.276). Stuck in an 0-for-13 slump, he can take solace in the fact that things can change quickly, as Davis showed; the Rockies’ Garrett Hampson, who entered Tuesday with a -9 wRC+ (.176/.189/.235 in 54 PA), went 2-for-4 with a homer against the Padres to lift his mark to 17. Read the rest of this entry »