The 2019 Astros Join a List of Great Failures

The list of baseball’s winningest teams is one that any franchise would want to be on, but if we take that list and remove the World Series champions, it becomes something of a bummer. Everyone remembers the 2001 Mariners more for what they didn’t do than what they did. It’s not clear how history will remember the 2019 Astros. It seems likely this club will simply get tossed in with the 2017 team that did win it all, taking some of the sting away from not being able to claim a second championship this season. Though perhaps difficult for Houston and its fans right now, we should remember just how great this team was. There’s a reason the Astros’ World Series odds were so high for so long, and it’s because they put together a roster that, over the course of the regular season and much of the postseason, was a lot better than everyone else.

The table below feels almost obligatory, but here’s a list of the teams to win least 105 games, with how their seasons finished:

Teams with the Most Wins in a Season
Season Team W Result
2001 Mariners 116 Lost ALCS
1906 Cubs 115 Lost World Series
1998 Yankees 114 Won World Series
1954 Indians 111 Lost World Series
1927 Yankees 110 Won World Series
1909 Pirates 110 Won World Series
1969 Orioles 109 Lost World Series
1961 Yankees 109 Won World Series
1970 Orioles 108 Won World Series
1975 Reds 108 Won World Series
1986 Mets 108 Won World Series
2018 Red Sox 108 Won World Series
2019 Astros 107 Lost World Series
1932 Yankees 107 Won World Series
1931 Athletics 107 Lost World Series
1907 Cubs 107 Won World Series
1939 Yankees 106 Won World Series
1998 Braves 106 Lost NLCS
1904 Giants 106 No World Series
2019 Dodgers 106 Lost NLDS
1942 Cardinals 106 Won World Series
1905 Giants 105 Won World Series
1944 Cardinals 105 Won World Series
1943 Cardinals 105 Lost World Series
1953 Dodgers 105 Lost World Series
1912 Red Sox 105 Won World Series
2004 Cardinals 105 Lost World Series

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Announcing FanGraphs Live! New York

The offseason is almost upon us, which is sad, so we’re hosting a reader event at SubCulture in New York City on Thursday, November 21 to help get through the long winter months. The evening will feature drinks, plenty of time for mingling, and a fun slate of not one, not two, but three panels staffed by FanGraphs writers and our friends from around the game, plus audience Q&A.

The panel lineups are below. Ringer staff writer and Effectively Wild co-host Ben Lindbergh and I will emcee the proceedings to make sure no one misbehaves too badly. And while we hope you’ll join us live, if you can’t, don’t fret. The panel program will be released as an episode of Effectively Wild.

Major League Update
Jay Jaffe and The Athletic’s Lindsey Adler and Marc Carig.

Baseball by the Numbers
Craig Edwards and MLB.com’s Mike Petriello

UMP: The Untitled McDongenhagen Panel
Eric Longenhagen and Kiley McDaniel

Doors open at 7 PM; the event will kick off at 7:30 PM. Tickets are $35. FanGraphs members will receive $10 off each ticket purchased — a coupon will be automatically applied if you are logged in when you purchase.

Tickets can be purchased here.

We hope to see you there!

Event Details
Thursday, November 21
SubCulture New York, 45 Bleecker Street, New York, NY
Doors open at 7 PM
Program begins at 7:30 PM

The event is all-ages, though children under 8 years of age are not allowed in the venue.

Please note, the venue is an easy walk (within two blocks) from the 6 at Bleecker Street, the B/D/F at Broadway-Lafayette, and the N/Q/R/W at Prince.


Toward a Unified Theory of Baby Shark

Gerardo Parra reached base only one time in the World Series, a walk against Josh James in Game 4. It wasn’t a key moment in the series — the Nationals were down 4-0, and while Parra scored, the Nats lost 8-1. When he reached first base, he was downright businesslike:

But businesslike isn’t normally a good description of Parra’s time on the Nationals. He’s widely regarded as a great clubhouse guy, ambushing Stephen Strasburg with hugs and keeping things light over the long grind of a season. He also, you may have heard, uses “Baby Shark” as his walkup music, a song that Nationals fans and players alike have rallied around.

If you’re curious, here’s a handy guide of the hand signals the Nationals make after hits:

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Chaim Bloom Aims for Collaboration and Sustainable Competitiveness in Boston

In an interview that ran here last week, Red Sox Senior Vice President/Assistant General Manager Zack Scott suggested that Dave Dombrowski’s successor will be heavily invested in analytics. That turned out to be an understatement. On Monday, Chaim Bloom — an integral cog in Tampa Bay’s cutting-edge front office since 2005 — was formally introduced as Boston’s Chief Baseball Officer.

If you paid heed to the press conference, you’re aware that “collaborative” was the buzzword of the day. Bloom, principal owner John Henry, chairman Tom Werner, and president/CEO Sam Kennedy used the term (and variants thereof) as frequently and purposefully as “Trick or Treat” is heard on Halloween.

Dombrowski didn’t depart Fenway Park in a gorilla costume, as Theo Epstein famously did in 2005, but the reason he’s being replaced isn’t cloaked in mystery. However much the ownership group cares to dance around it, Dombrowski didn’t fully embrace the collaborative process that was deemed necessary to move the team forward, certainly not to the extent they expect Bloom to do so.

Couching his comments with, “I wouldn’t contrast the two,” Henry said from the dais that ownership was “extremely desirous of bringing in someone who would augment and add, as opposed to bringing in someone who might have been an autocrat.” Read the rest of this entry »


Job Posting: Cincinnati Reds Baseball Analytics Roles

Please note, this posting contains multiple positions, all of which report to the Manager of Baseball Analytics.

Job Title: DevOps Engineer

Job Purpose:
Work with Baseball Analytics group to manage departmental infrastructure, build out analytic workflows, and support optimal development processes within the group. The Reds envision the person in this position to play a major role in the creating and maintaining stable production environments, allowing stakeholders to easily access information.

Essential Duties and Responsibilities:

  • Implement and maintain software build and release processes including continuous integration of software modules.
  • Develop and maintain production data analysis jobs in tandem with data scientists and baseball analysts.
  • Select, deploy, and maintain software services to best support external consumers of analytical information, as well as the efficient development of new analytics.
  • Develop, document and communicate processes to team members.
  • Assist with the development and maintenance of automated tests and monitoring services to ensure continued reliability of our analytical products.
  • Collaborate with Baseball Systems and IT departments to integrate processes and ensure organizational alignment.

Knowledge, Skills, and Abilities:

Because the Reds expect any candidate for this position to possess the capacity to discover and learn new technologies quickly, their emphasis for evaluating candidates will be on their demonstrated experience and talent in developing reliable technical solutions rather than their knowledge of any specific programming languages or tools. However, the Reds anticipate that familiarity with the following items could be beneficial in this role:

  • Python, or similar programming languages, including for web development (Flask) and/or data analysis (Pandas)
  • Linux/Unix
  • Docker and related technologies for virtualization
  • R (the statistical computing environment)
  • Relational databases (SQL)
  • Spark and Hadoop, and/or other technologies for processing high volume data sets (HPC, stream processing, NoSQL, etc.)
  • Azure DevOps or similar tools (Jenkins, TeamCity, etc.) for automation and continuous integration
  • Azure cloud computing services or similar environments (AWS)
  • Kubernetes
  • Web services, microservices, REST APIs, serverless, and related software architecture concepts

Work Environment:

  • Remote working accommodations are available.
  • Work is normally performed in a typical interior/office work environment.
  • Hours may periodically include nights, weekends and holidays.

Expectations:

  • Adhere to Cincinnati Reds Organization Policies and Procedures.
  • Act as a role model within and outside the Cincinnati Reds Organization.
  • Performs duties as workload necessitates.
  • Demonstrate flexible and efficient time management and ability to prioritize workload.
  • Meet Department productivity standards.

To Apply:
To apply, please complete the application, which can be found here.

Job Title: Baseball Research Analyst

Job Purpose:
Work with the Baseball Analytics, Baseball Operations, Scouting and Player Development staffs to develop and support analysis and research requests. The Reds envision the person in this position to play a major role in the creation of new baseball analytics/development concepts, supporting player evaluation, development and acquisitions and on-field strategies.

Essential Duties and Responsibilities:

  • Design, develop, test, implement and maintain method and models, utilizing appropriate tools and techniques.
  • Assist staff with ad-hoc research projects and data requests.
  • Create tools to improve the flow of information and insights.
  • Work with the Reds’ Baseball Analytics and Systems staff to integrate new statistical analyses, models and data visualizations into existing and new applications.
  • Collaborate with Major League Operations, Player Development, Sports Science and Scouting departments to plan, manage and integrate analyses.

Knowledge, Skills, and Abilities:

  • Bachelor’s degree or equivalent experience in a quantitative field, such as Statistics, Data Science, Mathematics, Engineering.
  • Understanding of statistical analysis and predictive and prescriptive modeling.
  • Experience with statistical software (e.g. R, Python) and database querying (SQL).
  • Strong ability to communicate effectively with all aspects of Baseball Operations, Scouting and Player Development.
  • Knowledge of current baseball research, traditional baseball statistics and strategy.
  • Understanding of the workings of baseball front office.

Work Environment:

  • Work is normally performed in a typical interior/office work environment.
  • Hours may periodically include nights, weekends and holidays.

Expectations:

  • Adhere to Cincinnati Reds Organization Policies and Procedures.
  • Act as a role model within and outside the Cincinnati Reds Organization.
  • Performs duties as workload necessitates.
  • Demonstrate flexible and efficient time management and ability to prioritize workload.
  • Meet Department productivity standards.

To Apply:
To apply, please complete the application, which can be found here.

Job Title: Data Scientist

Job Purpose:
Work with the Manager of Baseball Analytics to implement the department’s research and development efforts within new and existing applications. The Reds envision the person in this position to play a major role in the creation of new baseball analytics concepts with the ultimate goal of enhancing player evaluation and on-field performance.

Essential Duties and Responsibilities:

  • Design, develop, test, implement and maintain predictive models and metrics utilizing appropriate tools and techniques.
  • Work with the Reds’ Baseball Analytics and Systems staff to integrate new statistical analyses, models and data visualizations into existing and new applications.
  • Perform ad hoc analyses and effectively prepare and present findings.
  • Keep up to date on new predictive modeling techniques and evaluate their potential for application to baseball data sets.
  • Collaborate with Major League Operations, Player Development and Sports Science departments to design and implement statistical analyses.

Knowledge, Skills, and Abilities:

  • 3+ years of experience in computational field, such as Statistics, Biostatistics, Data Science, Mathematics, Engineering, Quantitative Social Sciences or Analytics.
  • Strong knowledge of statistical analysis and predictive modeling.
  • Demonstrated experience with statistical software (e.g. R, Python) and database querying (SQL).
  • Ability to communicate effectively with all aspects of Baseball Operations, Scouting and Player Development staffs.
  • Experience with Bayesian statistics. (Preferable, but not required)
  • Understanding of typical baseball data structures.
  • Knowledge of current baseball research, sabermetric concepts, traditional baseball statistics and strategy.

Work Environment:

  • Remote working accommodations are available.
  • Work is normally performed in a typical interior/office work environment.
  • Hours may periodically include nights, weekends and holidays.

Expectations:

  • Adhere to Cincinnati Reds Organization Policies and Procedures.
  • Act as a role model within and outside the Cincinnati Reds Organization.
  • Performs duties as workload necessitates.
  • Demonstrate flexible and efficient time management and ability to prioritize workload.
  • Meet Department productivity standards.

To Apply:
To apply, please complete the application, which can be found here.

The content in this posting was created and provided solely by the Cincinnati Reds.


A Defining Moment Slips Away From Zack Greinke

It is not an indictment of a pitcher to allow a home run to Anthony Rendon. He hit 34 of those this season, and 104 over the past four seasons combined. It is also no grand failure to walk Juan Soto. The precocious 21-year-old was issued 108 free passes this season, the third-most in the National League. He also hits for quite a bit of power, so sometimes, a pitcher is content watching Soto trot down to first if it doesn’t mean he just yanked a pitch into the seats. When Rendon homered and Soto walked in back-to-back plate appearances in the seventh inning of Game 7 of the World Series on Wednesday, it wasn’t, as Craig Edwards wrote earlier today, a sure sign that Houston starter Zack Greinke had run out of gas. But it was spooky enough to make Astros manager A.J. Hinch reach for his bullpen, bringing in Will Harris to face Howie Kendrick with a 2-1 lead.

By now, you know what happened next. Kendrick poked his bat head through the bottom of the zone and got enough of a Harris fastball to drill the foul pole in right field for a two-run homer. The shot gave the Nationals their first lead of the game, and they never looked back, adding three more runs the rest of the way while their bullpen stymied Houston’s destructive lineup en route to a 6-2 final and their first World Series championship in franchise history. Harris is a very good pitcher, and he made a good pitch — a cutter that was on track to perfectly dot the low and outside corner of the strike zone. But Kendrick came up with the only possible swing that could have done damage against it, and in doing so, delivered a fatal blow to the Astros’ historically great season. It also nullified a performance by Greinke that could have served as the defining moment of his career.

Greinke allowed two runs in six and two-thirds innings on Wednesday, despite allowing just four baserunners. For comparison’s sake, his counterpart, Max Scherzer, allowed the same number of runs in five innings while allowing 11 to take base. Before the two-out homer and walk in the sixth, Greinke had been spectacular. He faced the minimum 12 batters over the first four innings of the game, allowing just one hit — a single by Soto — that was wiped out on a double play. He issued his first walk with one out in the fifth inning against Kendrick, but bounced back from that with two quick outs to end the threat, before throwing another 1-2-3 frame in the next inning. After six scoreless, Greinke had thrown just 66 pitches. While Scherzer labored on the other side, having to gut through each inning after falling behind hitters repeatedly and setting up potentially disastrous situations with men on base, Greinke seemed to be on cruise control. Read the rest of this entry »


Bullpens Helped Decide the World Series

Just as we all predicted in the run-up to the World Series, relief pitching had a hand in determining the outcome. Though starting pitchers contributed admirably to relief efforts (two-thirds of a scoreless inning for the Astros, six scoreless for the Nationals), real relievers had to take the stage occasionally. And after you strip out those innings by starters, a trend emerges.

The Nationals bullpen was bad. That’s no shock — they were bad all year, and they were facing one of the best hitting teams of all time. Strip out Patrick Corbin’s four innings of lights-out relief, and Joe Ross’ two scoreless innings earlier in the series, and the balance of the bullpen recorded a 5.51 ERA, with as many walks as strikeouts. They allowed four home runs in only 16 and a third innings. Fernando Rodney’s line looks like a work of comedy — two innings, no strikeouts, six walks. It was more or less what every Nationals fan feared going into the series.

But if the Nationals bullpen was bad, the Astros bullpen was a full-fledged disaster. When the Astros needed relief innings, one of the best bullpens of the regular season simply wasn’t up to the task. Over 21 and a third innings, they recorded a 5.91 ERA and a 5.37 FIP. They kept their heads above water on the non-contact front, with 24 strikeouts and only 13 walks, but also gave up four home runs. Eight Houston relievers appeared in the series, and seven of them allowed runs.

But even that grim statistical record undersells things. Houston’s bullpen also allowed three unearned runs, while Washington’s pen allowed none. That leaves the Astros with a 7.17 RA/9 out of the bullpen, a number that almost doesn’t look like a baseball statistic. The Astros bullpen put together a 3.75 ERA in the regular season, and a 4.24 FIP. As recently as the ALCS, they’d looked like a cohesive unit, with a 4.12 ERA and 4.80 FIP — not great, but enough to get by against the fearsome Yankee offense. In the World Series, it all crumbled. Read the rest of this entry »


Craig Edwards FanGraphs Chat – 10/31/2019

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Strategic Slip in Seventh Stunts ‘Stros

When the seventh inning began, the Astros’ chances of winning the World Series looked good. With a rolling Zack Greinke, Gerrit Cole available out of the bullpen, and closer Roberto Osuna fresh, the Astros had a clear path to getting the final nine outs and celebrating a title for the second time in three seasons. It didn’t work out that way. The Nationals rallied, the Astros were defeated, and A.J. Hinch’s decision making merits some scrutiny. Bad outcomes can cause us to believe the decisions that led to those outcomes were poor, when that isn’t always the case. Let’s take a look.

We’ll start with Greinke entering the seventh, take a quick detour, and then get back to him. After six innings, Greinke had made a total of 67 pitches; he got through the sixth on just eight pitches, including a strikeout of Trea Turner to end that frame. While Greinke’s velocity is not a big part of his game, his fastball velocity was still fine and he topped 90 mph on one of the pitches to Turner. Heading into the seventh, Astros manager A.J. Hinch had a few different options. He could continue on with Greinke, go to Cole, go to Osuna, or go to someone else, like Will Harris or Jose Urquidy.

There are two causes for concern with respect to Greinke, one sort of real, the other self-imposed by the Astros. The Greinke-related issue is that he was about to face the Nationals the third time through the order. He had retired Turner, but Adam Eaton, Anthony Rendon, and Juan Soto loomed. But at this point in the game, facing the order a third time should have been of minimal concern. The “penalty” pitchers often experience is due to two factors. One is the rising pitch count of the pitcher. With Greinke only at 67 pitches, that really wasn’t an issue. The other factor is that the third time through, pitchers often pitch against a portion of the lineup that is disproportionately comprised of the better hitters at the top of the order. While that was an issue for Greinke with Eaton, Rendon, and Soto, it would have been a problem for the Astros no matter who was on the mound. So then the question is, who is the better pitcher, a rolling Zack Greinke or one of the bullpen arms?

Will Harris as reliever and Zack Greinke as starter put up roughly equivalent numbers, with FIPs around three. Add to that that Harris had pitched the night before and Greinke seems like he was a sound choice. Urquidy pitched well in the fourth game of the series and also performed well in two relief outings earlier in the postseason. There’s an argument to be made that as a reliever, Urquidy might be a little better than Greinke as a starter, but it isn’t an especially compelling one. Roberto Osuna also put up similar numbers to Greinke’s in the regular season. The idea behind pulling starters is to replace them with relievers who are better. Greinke at 67 pitches is one of the 10 best starters in baseball, and as good or better than most of Houston’s relief options. It doesn’t make a ton of sense to pull him while he’s still on his game.

That leaves Gerrit Cole. It’s not clear why Cole was only going to be available for the ninth inning if Houston got the lead. He was warming earlier in the game. He was pitching on two days rest, so it’s possible he was only going to be available for an inning, and it seems reasonable to want to put him in at the start of an inning so he can be better prepared for it, but having him only available in the ninth to close out a World Series win is an odd choice and makes one wonder if the decision wasn’t entirely baseball-related. In any event, if Cole could have only gone one inning and needed to start it, then sticking with Greinke to start the seventh was completely reasonable.

Here’s where Greinke’s pitches went to the first three batters in that frame, from Baseball Savant.

Against Eaton, he pounded the outside corner away and induced a groundout. Against Rendon, Greinke threw the hardest pitch of his night at 91.8 mph for a ball, and then missed with a changeup that Rendon crushed. The walk to Soto put the winning run on base, but Greinke caught a bit of a bad break during the at-bat. After a 1-0 whiff on an outside curve, Soto took a change outside. Then, he took a change that should have made the count 2-2, but instead made it 3-1. With the count tilted in Soto’s favor, Greinke threw the same curve that got the whiff earlier, but Soto took the pitch and went to first.

With Howie Kendrick coming up, we are faced with a set of questions similar to those from the beginning of the inning. Greinke was now at 80 pitches and with a walk and a homer, the results said he was getting worse. His velocity against Rendon and the tough break against Soto — one of the best hitters in the game regardless of age, with his 155 wRC+ against righties behind only Christian Yelich, Mike Trout, Cody Bellinger, and George Springer (min. 350 PA v RH) this season — it’s not clear that Greinke didn’t do the right thing by not giving in. Cole seemingly needed a clean start to the inning to enter the game, and that logic might have also been true for Urquidy, who had only come in during the middle of an inning with the Astros once. (That relief outing came in the second inning of a September game against the Angels, and while barely worth mentioning, he gave up a single to the first batter.)

In his piece on the same subject, Michael Baumann discussed the reasons why relieving Greinke and bringing in Harris was defensible, though he did acknowledge Harris’ potential wear as a point against it. That Osuna came in later that inning is another point against it (Osuna is better than Harris), but it’s still not clear that pulling Greinke was the right move. With the lineup through Rendon and Soto, unless Greinke was tired, any issues related to the third time through the order were mostly moot. Howie Kendrick has been a good hitter, but he’s not on the level of Rendon or Soto. With Kendrick and then Asdrúbal Cabrera coming up, leaving Greinke in might have been the best play if Hinch was going to bring in a pitcher other than Gerrit Cole or the best reliever. And if Greinke was tiring, he wasn’t really showing it based on velocity and just pitching Soto carefully.

At that point, the decision should have been Osuna or Greinke; if Hinch thought Osuna wasn’t the best available reliever because he had a few slip-ups in the postseason, then the choice should have been sticking with Greinke. Playing by the numbers doesn’t always require pulling the starter. Relievers aren’t necessarily better than the guy currently on the mound, and even good relievers aren’t usually better than a fresh starter if he’s one of the 10 best in the game. Greinke might have had some so-so outings in the playoffs before last night, and his three strikeouts might not have suggested dominance, but 19 called strikes out of the 80 pitches he threw is an indicator that he was keeping Washington off balance. Was relieving Greinke defensible? Sure. Was it the right call? I’m less certain. It’s usually better to take a pitcher out too early than too late, but in the most important plate appearance of the season, Houston’s fifth-best pitcher threw the pitch that lost the Astros the lead and eventually the championship.


Howie Kendrick Carves His Niche in Postseason History

By the time he stepped to the plate with one out in the seventh inning of Wednesday night’s Game 7, Howie Kendrick had already collected his share of postseason heroics, key hits that stood out even on a team featuring an MVP candidate and a precociously disciplined slugger, not to mention two bona fide aces and a $140 million third starter-turned-reliever. Exactly three weeks earlier, the 36-year-old utilityman-turned-designated hitter had swatted a 10th-inning grand slam in the fifth and deciding game of the Division Series, felling the 106-win Dodgers. His 5-for-14, four-RBI showing against the Cardinals earned him NLCS MVP honors, and he’d lucked into a bases-loaded infield single in the rally that swung Game 2 of the World Series. The best was yet to come.

With Houston’s lead freshly cut to 2-1 by Anthony Rendon’s home run, and starter Zack Greinke — who had been brilliant and stifling through six innings — suddenly exiting after walking Juan Soto, Kendrick etched himself into World Series lore by slicing an 0-1 changeup from Will Harris down the line and off the screen attached to the right field foul pole.

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