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The Yankees Need a Remake, But Their Flexibility Is Limited

After finishing first or second in in the American League in scoring in each of the past four seasons, the 2021 Yankees were supposed to be yet another iteration of the Bronx Bombers. Yet this time around, they scored just 4.39 runs per game, good only for 10th in the league. When they lined up for their do-or-die appearance in the Wild Card Game behind Gerrit Cole, they did so with a lineup featuring just four hitters with a wRC+ of 100 or better, two of whom didn’t join the organization until the trade deadline. After an abrupt exit from the playoffs at the hands of the Red Sox, the question of where the Yankees go from here looms particularly large, but for all the “if the Boss were alive” shrieking from some quarters — fans and media hot-take artistes alike — a radical overhaul of the roster this winter doesn’t appear likely.

For years, the Yankees have relied upon a model of power and patience for their offense, accepting the high strikeout rates that come with it as the cost of doing business. The model worked well enough when juiced baseballs were flying out of parks at record rates; they set single-season team home run records in both 2017 and ’18 and blew past those marks in ’19 even as the Twins edged them by a single dinger.

The Decline of the Yankees’ Offense
Season R/G Rk HR Rk K% Rk AVG Rk OBP Rk SLG Rk wRC+ Rk WAR Rk
2017 5.30 2 241 1 21.8% 10 .262 3 .339 2 .447 3 109 2 29.2 2
2018 5.25 2 267 1 22.7% 11 .249 8 .329 4 .451 2 112 1 31.4 3
2019 5.82 1 306 2 23.0% 7 .267 4 .339 3 .490 3 117 2 32.8 2
2020 5.25 1 94 2 21.7% 3 .247 6 .342 1 .447 2 117 1 9.9 2
2021 4.39 10 222 3 24.5% 12 .237 13 .322 5 .407 7 101 7 18.2 7
Rk = American League rank

Amid the backdrop of the de-juiced ball, the Yankees still placed third in the league in homers, but their overall offense was far less potent. Where the major league rate of home runs per plate appearance declined by about 5.5% relative to 2020, theirs dipped by 12%, and that’s with a reasonably full season from Giancarlo Stanton, who clubbed 35 homers in 139 games after being limited to 23 games in 2020. Even with that rebound, injuries deprived the team of some big bats and led to inferior replacements.

Yankees Primary Position Players 2020 vs. 2021
Player PA 20 AVG/OBP/SLG 20 wRC+ 20 PA 21 AVG/OBP/SLG 21 wRC+ 21 wRC+ Dif
Gary Sánchez 178 .147/.253/.365 69 440 .204/.307/.423 99 30
Tyler Wade 105 .170/.288/.307 69 145 .268/.354/.323 92 23
Miguel Andújar 65 .242/.277/.355 71 162 .253/.284/.383 81 10
Aaron Judge 114 .257/.336/.554 140 633 .287/.373/.544 148 8
Giancarlo Stanton 94 .250/.387/.500 143 579 .273/.354/.516 137 -6
Gleyber Torres 160 .243/.356/.368 106 516 .259/.331/.366 94 -12
Brett Gardner 158 .223/.354/.392 111 461 .222/.327/.362 93 -18
Kyle Higashioka 48 .250/.250/.521 102 211 .181/.246/.389 71 -31
Gio Urshela 174 .298/.368/.490 133 442 .267/.301/.419 96 -37
Luke Voit 234 .277/.338/.61 153 241 .239/.328/.437 111 -42
Aaron Hicks 211 .225/.379/.414 124 126 .194/.294/.333 76 -48
Clint Frazier 160 .267/.394/.511 149 218 .186/.317/.317 82 -67
DJ LeMahieu 216 .364/.421/.590 177 679 .268/.349/.362 100 -77
Rougned Odor 361 .202/.286/.379 83 n/a
Joey Gallo 228 .160/.303/.404 95 n/a
Anthony Rizzo 200 .249/.34/.428 113 n/a

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Gerrit Cole’s Wild Card Dud Was the End of a Longer Slide

When the Yankees signed Gerrit Cole to a nine-year, $324 million deal in December 2019, they envisioned him contending for Cy Young awards and pitching do-or-die games in October. They likely didn’t imagine those would be Wild Card games, however, nor did they foresee the ace right-hander taking an early exit before things really got out of hand, but that’s just what happened on Tuesday night in Fenway Park. On the heels of a strong but uneven season that may yet garner him a Cy Young award, Cole fizzled, surrendering a pair of homers and retiring just six of the 12 Red Sox he faced before departing with a 3-0 deficit. The Yankees’ offense was kept at bay by opposite number Nathan Eovaldi and the four relievers that followed, and the Red Sox advanced with a 6-2 victory.

Cole pitched about as well as any American League starter this year, posting the highest strikeout rate (33.5%) and strikeout-to-walk differential (27.8%) among ERA qualifiers, and finishing second in both flavors of WAR, trailing only Eovaldi in FanGraphs’ version, 5.6 to 5.3, and the Blue Jays’ Robby Ray in Baseball Reference’s version, 6.7 to 5.6. His 2.92 FIP ranked second behind Eovaldi’s 2.79, while his 3.23 ERA placed third behind Ray’s 2.84 and Lance McCullers‘ 3.16. Cole also had the lowest xERA of any AL qualifier (3.15).

Even so, the 31-year-old righty entered Tuesday night with at least some cause for concern. He left his September 7 start after 3.2 innings due to tightness in his left hamstring, and while he was solid enough in his return a week later — five innings, seven strikeouts, and one run on 108 pitches against the Orioles — he was cuffed for five homers and 15 runs in 17.2 innings over his final three starts. One of those was actually solid enough; he threw five shutout innings against the Red Sox in Fenway Park on September 24 as the Yankees built a 7-0 lead, then allowed a three-run homer to Rafael Devers in his final inning of work.

The late-season funk was deep enough to generate questions about which version of Cole would show up on Tuesday night, but unfortunately for the Yankees, the question was settled early. Kyle Schwarber sent a 103-mph rocket to center field on Cole’s fifth pitch, a 98.2-mph four-seam fastball that was more or less in the middle of the plate. Brett Gardner caught it for an out, but the missed location and the quality of contact didn’t bode well for the pitcher. After getting Enrique Hernández to pop out, Cole avoided the strike zone altogether against Devers, and walked him on six pitches. He then fell behind Xander Bogaerts, 2-1, before leaving a changeup in the middle of the zone; the slugging shortstop hammered the ball 427 feet to dead center for a two-run homer:

Per Baseball Savant, it was just the third time in his career that Cole served up a home run to a right-handed hitter on a changeup, and the first time in over four years. His first two came while pitching for the Pirates, first on May 5, 2014 against the Nationals’ Ian Desmond, and then on September 17, 2017 against the Reds’ Eugenio Suárez.

Pitch choice and location aside, it was an all-too-familiar spot for Cole to wind up in. During the first inning of his starts this year, batters hit .265/.317/.521 for a .354 wOBA against him, accounting for seven of the 24 homers he served up. His ERA in the first inning was 4.80, compared to 2.91 in all other frames. Tuesday was a bad time to hold form in that regard.

In the second inning, Cole had to work around a one-out double by Kevin Plawecki, who hit a 105-mph rocket off the center field wall on a 98.5 mph fastball that again caught too much of the zone. Cole recovered to strike out both Bobby Dalbec and Christian Arroyo, the former looking at a 3-2 slider that was actually off the outside corner, and the latter swinging at high cheese. To start the third, he got ahead of Schwarber 0-2, but after missing way outside with a changeup, he came back with a 97.4 mph four-seamer above the zone. The Boston slugger went and got the cheese, schwarbing it to right field at a 110.3-mph clip for a solo homer.

After a soft infield hit to the third base side by Hernández, and then a six-pitch walk to Devers, Cole’s night was done; manager Aaron Boone pulled the plug before the Yankees’ inconsistent offense, which managed just six runs during the team’s final three games of the regular season as it squandered home-field advantage for this game, had to dig out of a bigger hole. Clay Holmes extricated the Yankees from the jam with a strikeout of Bogaerts and a double play ball off the bat of Alex Verdugo. The Yankees made a game of it, trimming the lead to 3-1 in the sixth, but a bad send by third base coach Phil Nevin and a great throw by Bogaerts left Aaron Judge hung out to dry at home plate on the second of Giancarlo Stanton’s two long singles off the Green Monster. The Red Sox never let them get any closer.

It wasn’t that Cole lacked his typical velocity; his 97.8 mph average four-seamer was a whisker ahead of his season average. His 18% swinging strike rate and 34% CSW rate were both above his season averages as well. Yet his command was lacking; he threw far too many noncompetitive pitches, particularly fastballs:

Worse, when Cole got to two strikes, he couldn’t close the deal:

Ouch. Three of the four batted balls of 100 mph or higher that he allowed came with two strikes.

Afterwards, Cole refused to blame his hamstring or his bout of COVID-19 for his late-season woes, telling reporters, “At the end of the season, we are all going through and wearing whatever we’ve had to overcome to get to this point. You know, the other team is dealing with the same kind of situation.” He noted that it wasn’t so much that his fastball command was unreliable, as he generated three popups with it; that Schwarber had to expand his zone to reach the homer; and that his changeup got hit hard. “When it’s all said and done, there wasn’t one pitch that was good enough because we didn’t get the job done,” he said.

Asked whether he could put his finger on what happened over the last month, Cole didn’t offer a blanket explanation, saying “Evaluate each game individually… It just wasn’t the same answer every time.”

In terms of batters faced, Cole’s start was the sixth-shortest in Wild Card game history:

Shortest Wild Card Game Starts by Batters Faced
Pitcher Tm Opp Year IP H R BB SO HR BF
Liam Hendriks OAK NYY 2018 1.0 1 2 1 1 1 5
Luis Severino NYY MIN 2017 0.1 4 3 1 0 2 6
Sean Manaea OAK TBR 2019 2.0 4 4 0 5 3 10
Jon Gray COL ARI 2017 1.1 7 4 0 2 1 11
Ervin Santana MIN NYY 2017 2.0 3 4 2 0 2 11
Gerrit Cole NYY BOS 2021 2.0 4 3 2 3 2 12
SOURCE: Baseball-Reference

Four of those six starts involved the Yankees, who have made too much a habit of traveling this route into October by playing in four of the last six AL Wild Card games. Two of the above starts came in the same game in 2017; after the Twins chased Severino, the Yankees chased Santana and rallied to win while the bullpen held Minnesota to a single run over 8.2 innings.

That list is no place to be, and a start like Cole’s will be a tough one to live down given that it occurred within one of the game’s most heated rivalries, and against the backdrop of the Yankees’ relative lack of postseason success in recent years. They’ve exited before the ALCS in seven of the past nine seasons, and haven’t won the World Series since 2009, an eternity by the franchise’s standards.

Cole’s start will be cited as evidence of his fall from grace after a strong first two months to 2021, though the reality is a bit more complicated. Undoubtedly, his season was a clear step down from 2019, when he delivered a 2.50 ERA, 2.64 FIP, 39.9% strikeout rate, and 7.5 WAR for an Astros team that came within one win of a championship. But judged by everything except his 2.84 ERA, Cole’s 2021 season was a step up from last year’s shortened campaign; driven by a home run rate that ballooned to 1.73 per nine between seasons of 1.2 per nine on either side, his FIP rose to 3.89 in 2020 while his strikeout rate dipped to 32.6%, still good for third in the AL.

Cole’s 2021 season had two obvious points of inflection that conveniently segment his body of work into thirds, more or less: the crackdown on pitchers’ use of foreign substances, which was first reported on June 3, though enforcement didn’t begin until a few weeks later, and the pitcher’s positive test for COVID-19, a breakthrough infection that was reported on August 3 and that sidelined him for over two weeks.

Here’s how his season looks by the basics:

Gerrit Cole’s 2021 Season in Segments
Date GS IP K% BB% HR/9 BABIP ERA FIP
Thru June 2 11 70.2 36.9% 3.4% 0.64 .298 1.78 1.77
June 3-July 29 10 59.2 31.7% 7.6% 1.81 .281 4.68 4.09
August 16 on 9 51.0 31.3% 6.1% 1.24 .341 3.53 3.15
After June 2 19 110.2 31.5% 6.9% 1.55 .309 4.15 3.31

One could argue that the hamstring issue marked another point of inflection, but I’m not sure how useful breaking the last part into segments of four and five starts — the first of which featured a lights-out 0.73 ERA and 1.02 FIP between his return from illness and his early exit — is in the grand scheme.

All of Cole’s numbers declined after the specter of sticky stuff enforcement reared its head, but as you can see, his ERA was half a run worse than his peripherals suggested, owing something to a lousy defense that ranked 27th in the majors in DRS (-63) and 25th in OAA runs prevented (-13); by the latter, Cole’s -3 runs placed him in just the 16th percentile among all pitchers.

Getting back to the leaderboard comparisons, Cole’s 31.5% strikeout rate and 24.6% strikeout-walk differential form June 3 onward both would have ranked third in the AL, his 3.66 FIP seventh, 16 percent better than league average, his 2.2 WAR tied for eighth. Relative rankings of that order would have registered as something of a disappointment had they been maintained over the course of a season, as the Yankees aren’t paying Cole to be merely a top-10 AL pitcher — and the team would have finished outside the playoff picture.

And now, a closer look at his Statcast numbers:

Gerrit Cole’s 2021 Season in Segments, Statcast Version
Date FFv Spin EV LA Barrel% HardHit% AVG xBA SLG xSLG wOBA xwOBA
Through June 2 97.2 2560 90.3 13.8 7.1% 41.7% .238 .195 .366 .347 .275 .252
June 3-July 29 98.1 2368 88.7 12.7 11.3% 37.7% .194 .239 .366 .425 .267 .316
August 16 on 97.8 2422 86.9 10.7 11.3% 36.1% .242 .229 .463 .472 .308 .313
After June 2 98.0 2393 87.9 11.8 11.3% 37.0% .218 .234 .415 .448 .287 .314
SOURCE: Baseball Savant

There’s no getting around the fact that Cole’s four-seam fastball spin rate dropped conspicuously after news of the crackdown emerged; his spin-to-velocity ratio (SVR) dropped from 26.3 to 24.4 in that same span. Even before the league began enforcing the ban on foreign substances via the umpire checks, he made headlines first for his awkward answer when asked directly whether he used Spider Tack on June 8, and then for his complaints about the difficulty of gripping the ball on June 16. Cole, who serves on the executive subcommittee of the Players Association and has spoken up about various labor matters such as service time manipulation and competitive balance, was hardly alone in discussing grip issues, or in calling for the league to incorporate player input into the new rules; among frontline hurlers, the likes of Tyler Glasnow, Max Scherzer, and (ugh) Trevor Bauer spoke up as well.

Among pitchers with at least 150 four-seam fastballs thrown before June 3 and 300 after that date, Cole had the 16th-largest spin rate drop, putting him in the 89th percentile of that group:

Fastball Velocity and Spin Rate, Before and After Crackdown
Pitcher Spin1 Spin2 Dif Velo1 Velo2 Dif SVR1 SVR2 Dif
Burch Smith 2521 2143 -378 93.2 93.6 0.4 27.0 22.9 -4.1
Madison Bumgarner 2494 2136 -358 91.1 89.7 -1.4 27.4 23.8 -3.6
James Karinchak 2452 2190 -262 95.9 95.9 0.0 25.6 22.8 -2.8
Walker Buehler 2630 2374 -256 95.3 95.4 0.1 27.6 24.9 -2.7
J.P. Feyereisen 2631 2405 -226 93.6 92.8 -0.8 28.1 25.9 -2.2
Richard Rodríguez 2583 2358 -225 92.9 93.2 0.3 27.8 25.3 -2.5
Garrett Richards 2586 2368 -218 94.1 94.4 0.3 27.5 25.1 -2.4
Shohei Ohtani 2345 2147 -198 95.6 95.6 0.0 24.5 22.5 -2.0
Tyler Anderson 2416 2222 -194 90.1 90.9 0.8 26.8 24.4 -2.4
Jake McGee 2261 2070 -191 94.4 95.1 0.7 24.0 21.8 -2.2
Tyler Mahle 2468 2278 -190 94.3 93.9 -0.4 26.2 24.3 -1.9
Spencer Howard 2279 2094 -185 94.7 94 -0.7 24.1 22.3 -1.8
Casey Mize 2257 2083 -174 94.4 93.5 -0.9 23.9 22.3 -1.6
Brad Boxberger 2506 2335 -171 93.7 93.4 -0.3 26.7 25.0 -1.7
Drew Smyly 2180 2012 -168 92.5 91.7 -0.8 23.6 21.9 -1.7
Gerrit Cole 2560 2393 -167 97.2 98 0.8 26.3 24.4 -1.9
James Kaprielian 2166 2005 -161 92.7 93.1 0.4 23.4 21.5 -1.9
Jordan Romano 2503 2346 -157 97 97.8 0.8 25.8 24.0 -1.8
Josh Sborz 2435 2282 -153 96.4 96.9 0.5 25.3 23.6 -1.7
SOURCE: Baseball Savant
Minimum 150 four-seam fastballs thrown before June 3 (set 1), and 300 thrown after that dat (set 2). SVR = spin-to-velocity ratio.

Cole’s drop in four-seam spin rate from June 3 onward was about 2.5 times the major league average of 68 rpm (from 2,319 rpm to 2,251). Similarly, his drop in SVR was about 2.6 times the major league average of 0.7 (from 24.7 to 24.0). Cole isn’t the only awards candidate on that leaderboard, as the names of Buehler and Ohtani stand out. As you can see, the changes affected pitchers with more fastball spin than Cole (who ranks in the 91st percentile in that category) and with much less. In terms of SVR — a category in which Cole placed in the 82nd percentile among qualifiers during the first part of the season — his drop was the 10th largest (93rd percentile).

Results-wise, the numbers in the table prior to that one show that Cole’s velocity actually increased beyond the first leg of his season, and his spin rate rebounded somewhat. Both his average exit velocity and hard-hit rate fell relative to that first leg, though his barrel rate did rise substantially. What’s more, where his actual batting average and slugging percentage were higher than his expected numbers during the first leg, they were lower during the other two legs save for a slightly higher batting average than expected in the third leg. Taken as a whole, his gaps between actual and expected stats were very small and right in line with his career norms, suggesting that at least some of the fluctuations had less to do with any particular changes than to sample size and randomness:

Gerrit Cole Actual vs. Expected Batting
Year AVG xBA dif SLG xSLG dif wOBA xwOBA dif
2015 .239 .239 .000 .336 .367 -.031 .274 .291 -.017
2016 .289 .263 .026 .410 .371 .039 .326 .304 .022
2017 .254 .254 .000 .434 .423 .011 .315 .314 .001
2018 .198 .197 .001 .332 .335 -.003 .265 .270 -.005
2019 .186 .180 .006 .343 .315 .028 .246 .237 .009
2020 .197 .196 .001 .405 .377 .028 .279 .271 .008
2021 .223 .207 .016 .372 .363 .009 .276 .272 .004
Total .226 .220 .006 .371 .363 .008 .281 .280 .001
SOURCE: Baseball Savant

Crackdown-wise, this is not meant to be an indictment of Cole given the number of pitchers who were apparently using foreign substances, or who experienced spin drop-offs from the first third of the season to the remainder, whether with regards to their fastballs or other pitches. He had points in his season following the ban where he pitched brilliantly, and he was hardly facing a cupcake schedule; by Baseball Reference’s RA9Opp calculations, which measure the park-adjusted scoring rates of the teams a pitcher faces in the service of that version of WAR, his opponents’ 4.96 runs per game was the highest among AL ERA qualifiers.

Still the performance numbers are what they are, and taken together with the disappointing end to Cole’s season, we — and he and the Yankees, more to the point — are left with more questions than answers as to what happened, both on Tuesday night and in the bigger picture, and where his performance goes from here. Like Clayton Kershaw, the only pitcher with four losses in potential elimination games (Cole is tied for second with three alongside eight other pitchers including CC Sabathia, Max Scherzer, and Hall of Famers Tom Glavine and Randy Johnson), he may have to endure the weight of the can’t-win-the-big-one tag until he wins one.

In a league where the last five Cy Young winners either didn’t pitch enough innings or were entirely out of the league, and where no one pitcher dominated enough categories to make a clear-cut case, Cole may yet bring home the award that eluded him in 2019, when teammate Justin Verlander narrowly beat him out. Such hardware could be cold comfort in the aftermath of the Yankees’ elimination. He’s hardly alone in terms of blame for the team’s precarious entry to the playoffs or its swift exit, but of all the players in pinstripes, Cole’s upcoming winter might feel the longest.


Postseason Preview: The 2021 NL Wild Card Game

Editor’s Note: You can find the Dodgers and Cardinals Wild Card rosters and announced lineups here and here.

While it’s not the blood rivalry Yankees-Red Sox pairing of the AL Wild Card Game, the NL Wild Card matchup does not lack for story lines. The Dodgers are the reigning World Series winners, and despite tying the franchise record for wins (106), finishing with the majors’ best run differential (+269) and outperforming last year’s 43–17 juggernaut over their final 60 (45–15), they finished second to the upstart Giants by a single game, ending their eight-year run of NL West titles. They’re just the third 100-win team to wind up as a Wild Card, after the 2002 A’s (102 wins), who didn’t have to play a do-or-die game, and the 2018 Yankees (100 wins), who won theirs. That their season comes down to a single game despite their dominance over the long haul is either evidence that the current playoff format needs overhaul or that it’s perfect as is; you’re guaranteed to hear both points of view somewhere in the run-up to the game, and probably during and after as well.

The Cardinals (90-72) are the upstart comeback kids. Beset by injuries to an already-thin rotation, they were just 51–51 at the July 30 trade deadline, and their acquisitions of the well-shellacked Jon Lester and J.A. Happ drew more snickers than raves. They were below .500 as late as August 8 (55–56), at which point their Playoff Odds were a season-low 1.3%. Thanks in significant part to the league’s strongest defense and a suddenly-lively offense, they went 35–16 the rest of the way, better than all but the Giants (36–14) and Dodgers (39–11). While they were still just 69–68 as late as September 7, they embarked upon a 17-game winning streak, the longest in franchise history and in the NL since the 1935 Cubs won 21. The streak turned what looked to be a hectic five-team race for the second Wild Card spot into a laugher; St. Louis won going away, clinching on September 28 and outdoing the next-closest team, the Reds, by seven games. The 2.8% odds the Cardinals had on September 7 now stand as the lowest September mark of any team that has rallied to make the playoffs since 2014.

Beyond all of that and a marquee pitching matchup between Max Scherzer and Adam Wainwright, there’s the inevitable discussion of these two teams crossing paths in the postseason, where the Cardinals have gotten the upper hand four out of five times, leaving Dodgers fans smarting in the 1985 NLCS (Ozzie Smith, Jack Clark, Tom Niedenfuer) and the 2013 NLCS and ’14 NLDS (Clayton Kershaw, Hanley Ramirez, Matt Carpenter, and so on). That Kershaw wouldn’t have been the choice to start this one — he’s on the sidelines for October due to yet another bout of forearm discomfort — might only partially quell the anxiety of Dodgers fans given the continued presence of Wainwright and Yadier Molina. Oh, and Albert Pujols is here, too, albeit on the other side of the equation.

For as rich as those storylines may be, they’re not the same as actual analysis. There’s only so much one can do for a single game, but it’s worth touching on a few points. Read the rest of this entry »


Team Entropy 2021: Six Ways to Sunday

This is the sixth installment of this year’s Team Entropy series, my recurring look not only at the races for the remaining playoff spots but the potential for end-of-season chaos in the form of down-to-the-wire suspense and even tiebreakers. Ideally, we want more ties than the men’s department at Macy’s. If you’re new to this, please read the introduction here.

As noted in the boilerplate introduction above, it is the primary goal of the Team Entropy project to root for extra baseball beyond the 162-game regular season. While the complicated scenarios involving more than a single isolated head-to-head tiebreaker game may be farfetched, appreciating the sense of possibility for greater things as events unfold is part of the package. This is as much about the journey as it is the destination, which so often remains abstract. There have been just three winner-take-all tiebreaker games played since I began this project in 2011.

The secondary goal of the Team Entropy project, and part of appreciating that sense of possibility, is to have at least some portion of the playoff picture at stake on the final day of the season. On that note, we have already achieved some level of success, as we enter the final day of the 2021 season with four teams still battling for the two AL Wild Card berths — one of which is attempting to make its first postseason in 20 years — and with the NL West title still in doubt as teams with 106 and 105 wins attempt to avoid a do-or-die Wild Card game. Read the rest of this entry »


Jay Jaffe FanGraphs Chat – 10/1/21

2:02
Avatar Jay Jaffe: Good afternoon, folks, and welcome to the first Joctober edition of my chat

2:03
Avatar Jay Jaffe: It was a busy week for me here! Today I’ve got a Team Entropy update with a focus on the Mariners’ Pythagenpat-defying clutch goodness http://blogs.fangraphs.com/team-entropy-2021-dial-m-for-mariners/

2:04
Avatar Jay Jaffe: And also a podcast spot with Fred C. Harris, co-author of one of my longtime favorite baseball books, The Great American Baseball Card Flipping, Trading, and Bubblegum Book http://blogs.fangraphs.com/fangraphs-audio-fred-harris-chats-baseball-…

2:05
Avatar Jay Jaffe: Yesterday I looked at Devin Williams’ ill-timed, wrong-handed punch of a wall http://blogs.fangraphs.com/the-brewers-devin-williams-has-punched-hims…

2:05
Avatar Jay Jaffe: and on Wednesday, I dug into the NL MVP race http://blogs.fangraphs.com/the-fascinating-and-still-unsettled-nl-mvp-…

2:05
Dan: Any suggestions on steps to learn R/Python with an end goal of executing baseball queries? I’ve started with a YouTube course, but wanted to see your opinion. Thank you!

Read the rest of this entry »


Team Entropy 2021: Dial M for Mariners

This is the fifth installment of this year’s Team Entropy series, my recurring look not only at the races for the remaining playoff spots but the potential for end-of-season chaos in the form of down-to-the-wire suspense and even tiebreakers. Ideally, we want more ties than the men’s department at Macy’s. If you’re new to this, please read the introduction here.

The Mariners haven’t reached the postseason since 2001, and all season long, our Playoff Odds have strongly suggested that their drought — the majors’ longest active one — will continue. But as we head into the final weekend of the 2021 season, they’re on a 10-1 tear that has interjected them right into the thick of an American League Wild Card race with a decided East Coast bias. With the Yankees sweeping the Red Sox in Boston and then taking two out of three from the Blue Jays in Toronto while the Red Sox somehow dropped two out of three to the Orioles in Baltimore, we now have four teams separated by three games from top to bottom, with just three to play for each:

AL Wild Card Standings Thru Sept. 30
Team W L Win% GB
Yankees 91 68 .572 +2
Red Sox 89 70 .560
Mariners 89 70 .560
Blue Jays 88 71 .553 1

This is not a drill! I’ll get to the mechanics of how this will be sorted out soon enough, but first, I’m taking the opportunity to spotlight the Mariners’ unlikely run and the trends they’re up against. This isn’t a dive into individual performances; elsewhere on FanGraphs today, Jake Mailhot has a closer look at what’s fueled their September run. Here I’m looking at the bigger picture. But first, an illustration of the Mariners’ Playoff Odds over the course of the season:

It’s been awhile since the Mariners were anywhere close to this position. While they went 89-73 just three years ago before slipping below .500 in both 2019 (68-94) and ’20 (27-33), that ’18 squad fell eight games short in the AL Wild Card race and finished 14 games behind the Astros in the AL West race. They did finish three games back in the AL Wild Card race in 2016, going 86-76 while both the Orioles and Blue Jays went 89-73, but they were a distant nine games behind the Rangers in the AL West. Not since 2003, when they went 93-69 in Lou Piniella’s final year at the helm, have they come as close by both routes to the postseason; that year, they finished three games behind the A’s in the division race and two behind the Red Sox in the AL Wild Card. And not since that 2001 team set a modern record with 116 wins have they qualified for the playoffs. Read the rest of this entry »


The Brewers’ Devin Williams Has Punched Himself Out of the Postseason

The Brewers clinched the NL Central title on Sunday, becoming the third team to wrap up their division after the Rays and White Sox. The occasion was certainly cause for celebration, but one key player took things too far. Devin Williams, the team’s top setup man, fractured his right hand — his pitching hand, that is — punching a wall and will require surgery that could keep him out through at least the National League Championship Series and perhaps longer.

Renowned for his Airbender changeup, one of the game’s most effective and unhittable pitches, Williams won NL Rookie of the Year honors and Trevor Hoffman National League Reliever of the Year honors in 2020 while posting a 0.33 ERA and 0.86 FIP in 27 innings. A bout of right shoulder soreness, later diagnosed as a rotator cuff strain, kept him off the Brewers’ roster during last year’s Wild Card Series, during which the team was swept in two games by the Dodgers.

Though he did not require surgery, Williams was brought along slowly in the spring, and scuffled early in the season. He missed 10 days in July due to right elbow discomfort and was limited to five appearances in September due to a right calf injury but still posted a 2.50 ERA and 2.81 FIP in 54 innings. Read the rest of this entry »


The Fascinating and Still Unsettled NL MVP Race

With five days remaining in the 2021 regular season, it’s abundantly clear that there won’t be much clarity offered in the National League Most Valuable Player race. Yes, Bryce Harper’s Phillies still have a mathematical shot at a postseason spot per our Playoff Odds, unlike Fernando Tatis Jr.’s Padres and Juan Soto’s Nationals, but not everybody is of the belief that an MVP needs to hail from a postseason-bound team or even a contender.

From a practical standpoint, it’s usually the case that an MVP does hail from such a team; in the Wild Card era (1995 onward), 42 of 52 (80.8%) have done so. The tendency shows an upward trend, the degree of which depends upon where one sets the cutoff. For example, three out of 18 MVPs from 1995-2003 missed the postseason, and likewise three of 18 from 2004-12, but four of 16 from 2013 onward; it’s just as accurate to say that from 1995-2004, four of 20 missed the playoffs, dipping to two of 20 from 2005-14 and then four of 12 since. Either way, all-time greats Larry Walker (1997), Barry Bonds (2001 and ’04), Albert Pujols (2008), Alex Rodriguez (2003) and Mike Trout (2016 and ’19) account for the vast majority of those exceptions, with Ryan Howard (2006), Harper (2015), and Giancarlo Stanton (2017) rounding out the group. That Rodriguez, Stanton, and Trout have doubled the all-time total of MVPs who have won while hailing from sub-.500 teams — a list that previously included only Ernie Banks (1958 and ’59), Andre Dawson (1987), and Cal Ripken Jr. (1991) — is perhaps the more notable trend, with Shohei Ohtani likely to increase that count this year. Effectively, that’s a green light for Soto’s late entry into the race, and also worth pointing out with regards to Tatis, as the Padres slipped to 78-79 with Tuesday night’s loss to the Dodgers.

From a practical standpoint, it’s also true that the notion of value is extensively tied to the things that can be measured via Wins Above Replacement. As old friend Eno Sarris noted at The Athletic (in an article on the value of Ohtani’s roster spot that’s well worth a read), in the past 14 years, only two MVP winners were not in their league’s top three by FanGraphs’ WAR, namely Jimmy Rollins in 2007, and Justin Verlander in ’11. Read the rest of this entry »


Team Entropy 2021: Still on the Table(s)

This is the fourth installment of this year’s Team Entropy series, my recurring look not only at the races for the remaining playoff spots but the potential for end-of-season chaos in the form of down-to-the-wire suspense and even tiebreakers. Ideally, we want more ties than the men’s department at Macy’s. If you’re new to this, please read the introduction here.

We’re down to the final six days of the 2021 regular season, and while the National League picture has cleared up somewhat thanks in part to the Cardinals’ 16-game winning streak — the Padres and Mets have finally been put out of their misery — the America League Wild Card picture is still rather dizzying, as Dan Szymborski can attest. The good news is that we’ve still got a substantial chance at bonus baseball, which is what this series is all about. Let’s dive in.

NL West and NL East

While the Brewers have officially clinched the NL Central, the Senior Circuit’s other two divisions remain in play. In the NL West, the Dodgers (100-56) suffered a stunning loss to the Diamondbacks on Saturday while the Giants (102-54) beat the Rockies, restoring San Francisco’s division lead to two games. In this unbelievable race, San Francisco has gone 37-15 since the start of August, allowing Los Angeles (37-13) to gain just one game in the standings.

Even with Brandon Belt now out due to a broken thumb, the Playoff Odds give the Giants an 83.4% chance of bringing this one home, because they not only have the lead but the easier schedule the rest of the way, as they finish by playing host to the Diamondbacks and Padres while the Dodgers host the Padres and Brewers. If the Dodgers do make up the ground and tie but don’t overtake the Giants, the tiebreaker game — which has a 13.9% chance of being necessary according to our Playoff Odds Tiebreaker page — would be played in San Francisco on the basis of their 10-9 season series edge. The winner of that game would be crowned division champion and get the NL’s top seed, while the loser would host the Wild Card Game, with whoever wins that turning around to play the NL West champion in the Division Series. Read the rest of this entry »


The Cardinals’ Impressive Winning Streak Doesn’t Guarantee October Success

With a doubleheader win on Friday, a bizarre 3-2-5-4-2-8-6 double play and a ninth-inning comeback on Saturday, and more late-inning heroics on Sunday, the Cardinals ran their winning streak to a franchise-record 16 games. The streak is the longest in the majors since Cleveland won 22 consecutive games in 2017, and the longest in the National League since the Giants won 16 in a row in 1951 as part of the comeback that culminated in Bobby Thomson’s pennant-winning homer, “The Shot Heard ‘Round the World.”

The Redbirds’ winning streak has turned a team that was 71-69 with just 5.0% Playoff Odds into one that’s on the verge of cinching the NL’s second Wild Card spot, suddenly giving the Cardinals a look of invincibility. “With 16 Straight Wins, the St. Louis Cardinals May Never Lose Again,” reads one headline. “Cardinals Look Unstoppable Right Now,” reads another.

For as unbeatable as the Cardinals appear right now, the history of late-season winning streaks tells us that while this run may certainly help the team secure a playoff berth, it doesn’t tell us anything about how they’ll fare in October. Look no further than that aforementioned Cleveland team for a harsh reminder of that lesson. From August 24 to September 15 of the 2017 season, the defending AL champions steamrolled opponents, piling up wins in close games and in blowouts until they’d set an American League record. The team finished with 102 wins, the highest total by the franchise since 1954, and hopes were high that they could secure the title that they’d come so close to winning just the year before. Yet when the postseason rolled around, Cleveland was unceremoniously bounced, losing a tight five-game series to the Yankees.

The story was similar for the team whose AL record they broke. The 2002 A’s won 20 straight games from August 13 to September 6 and finished with 103 wins, the franchise’s highest total since 1988. Yet they too were defeated in a five-game Division Series, losing to the Twins.

In fact, no team that’s run off a late-season streak — starting in August or September — of more than 11 wins has even reached the World Series during the division play era (1969 onward):

Longest Late-Season Winning Streaks Since 1969
Team Strk Start End Games Div Win WC WC Win DS Win CS win WS Win
Cleveland 8/24/17 9/14/17 22 x
Athletics 8/13/02 9/4/02 20 x
Royals 8/31/77 9/15/77 16 x
Cardinals 9/11/21 9/26/21* 16
Orioles 8/12/73 8/27/73 14 x
Phillies 8/3/77 8/16/77 13 x
Orioles 9/7/99 9/22/99 13
Diamondbacks 8/24/17 9/6/17 13 x x
Yankees 8/14/21 8/27/21 13
Twins 9/19/80 10/3/80 12
Red Sox 8/3/95 8/14/95 12 x
Astros 9/3/99 9/14/99 12 x
Astros 8/27/04 9/8/04 12 x x
Tigers 9/2/11 9/14/11 12
SOURCE: Baseball-Reference
Includes only streaks that began on August 1 or later, and counts only games through the end of that regular season. * = active streak.

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