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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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Jay Jaffe FanGraphs Chat – 9/24/21

2:04
Avatar Jay Jaffe: Good afternoon, folks, and welcome to another edition of my Friday chat! Today I’ve got a piece on LaMonte Wade Jr.s out-of-nowhere season and timely hitting for the Giants (https://www.fangraphs.com/blogs/lamonte-wade-jr-has-been-a-difference-…). Earlier this week, I had pieces on Jon Lester’s hot streak (https://blogs.fangraphs.com/jon-lesters-well-timed-hot-streak/) and the Orioles’ impact on the AL Wild Card race (https://blogs.fangraphs.com/the-playoff-race-thats-for-the-birds-the-o…)

2:04
Juan S.: Last week you said Harper and Tatis were the top two MVP candidates. Has my last week changed your mind?

2:04
Avatar Jay Jaffe: It’s been quite a week, and yes, you’re part of the discussion now. I’m actually scheduled to do a piece on the NL MVP race for Monday.

2:06
Avatar Jay Jaffe: I honestly don’t know how I feel about it now except to say that at first glance it looks like a real tossup between Harper/Tatis/Soto, none of them on teams that are going to make the playoffs. Beyond that, we’ll see what sways me.

2:07
Dalton Wilcox: Your favorite FA pitcher this offseason?

2:09
Avatar Jay Jaffe: Probably Max Scherzer, because damn, he’s still one of the best in the game, a guy who appears as though he can be the top starter on a championship team right now. I’m of course interested to see how the Dodgers deal with Clayton Kershaw, and would think that the Mets are going to work hard to retain Marcus Stroman.

Read the rest of this entry »


LaMonte Wade Jr. Has Been a Difference-Maker

LaMonte Wade Jr. was hardly a household name coming into this season, just another roster hopeful buried on the Giants’ depth charts. But like several other pickups by the Giants in recent years — players coming off lousy seasons elsewhere, or ones who had never gotten a full shot in their previous organizations — he’s become an essential contributor this season. Despite barely playing in the majors before the end of May, he’s tied for fourth on the team in home runs, and has shown a penchant for collecting timely late-inning hits.

Wade’s most recent big hit came on Tuesday night. Facing the possibility of dropping into a tie with the Dodgers atop the National League West, the Giants clawed their way back from an early 4-1 deficit against the Padres before Wade drove in the go-ahead run in the ninth inning with a bloop single off ex-Giant Mark Melancon:

That was the seventh time since June that a Wade hit put the Giants in the lead in the eighth inning or later, which is tied with five other players for the major league lead. All of them — namely Michael Conforto, Aaron Judge, Austin Meadows, Jorge Polanco, and Kyle Seager — have at least 96 more plate appearances than he does, and all of those hits helped the Giants win those games. Here’s the supercut:

Read the rest of this entry »


Jon Lester’s Well-Timed Hot Streak

The Cardinals’ 10-game winning streak has given them control of the race for the second NL Wild Card spot, as they’ve built a four-game lead over the Reds, reduced their magic number to clinch a spot to eight, and threatened to cut my Team Entropy workload way down. Monday’s victory over the Brewers, their ninth win in that streak, marked the 200th career win for Jon Lester, thereby increasing the count of active hurlers who have achieved that milestone from two to three, as the 37-year-old southpaw — who was acquired from the Nationals at the July 30 deadline — joined Justin Verlander (226) and Zack Greinke (219).

Before you ask: no, I don’t think this does much for Lester’s Hall of Fame case, not with a 39.5 JAWS, which ranks 156th among starting pitchers, below the likes of Cliff Lee, Jamie Moyer, Carlos Zambrano, Brad Radke, Bartolo Colon and current teammate Adam Wainwright — and more than 20 points behind Verlander, Greinke, and Clayton Kershaw, all of whom are around the Hall of Fame standard (61.7). Two-hundred wins, five All-Star appearances, three World Series rings, and three top-five Cy Young award finishes is a nice set of credentials, but let’s not go overboard.

Anyway, Lester pitched badly with the Nationals, and he wasn’t so hot over his final two-plus seasons with the Cubs, either, as his diminished strikeout rate caught up with him. His tenure with the Cardinals — who were just 51-51 with 2.1% Playoff Odds when they traded outfielder Lane Thomas to the Nationals in exchange for him — began in similarly dismal fashion. Yet over his last six turns, he’s delivered a 2.27 ERA in 35.2 innings, allowing no more than two earned runs in any of those outings, which have come against the Tigers, Reds (twice), Brewers (twice), and Mets. Then again, a peek at Lester’s FIP during that six-start stretch (5.68) — driven by a gaudy 2.02 homers per nine — suggests that not all that much has changed for him, so the question is, what’s underlying those better results? Read the rest of this entry »