No team plays a completely balanced scheduled over the course of a season. Some divisions, naturally, are better than others. Because intradivisional games account for roughly 40% of the league schedule, there is necessarily some irregularity in the strength of competition from club to club. Interleague play, which represents another 10% of games, also contributes to this imbalance. Given the sheer numbers of games in a major-league campaign, the effect of scheduling ultimately isn’t a major difference-maker. Talent and luck have much more influence over a club’s win-loss record. In any given month, however, scheduling imbalances can become much more pronounced.

Consider this: at the beginning of the season, just one team featured a projected gain or loss as large as three wins due to scheduling. The Texas Rangers were expected to lose three more games than their talent would otherwise dictate. Right now, however, there are eight teams with bigger prorated schedule swings than the one the Rangers saw at the beginning of the season — and those swings could have a big impact on the remaining pennant races.

To provide some backdrop, the chart below ranks the league’s schedules, toughest to easiest, compared to an even .500 schedule.

The Diamondbacks have a pretty rough go of it. Outside of five games against the Padres, the other “worst” team they play is the San Francisco Giants. They have one series each against the division-leading Astros, Braves, and Cubs along with a pair of series against both the Dodgers and Rockies. If Arizona were chasing these teams for the division or Wild Card, their schedule would present them with a good opportunity for making up ground. Given their current status, however, it just means a lot of tough games down the stretch.

Read the rest of this entry »

It’s safe to say that the Tampa Bay Rays aren’t following a paint-by-numbers script. Casting convention to the wind, they employ “an opener,” they station their relievers on corners, they… do just about anything to gain a potential edge. As a small-market team in the A.L. East, they need to be creative in order to compete. It makes sense.

But not to everybody, and that includes a fair share of their fanbase. And even if it does make sense to the fanbase — sorta, kinda, at least — that wasn’t always the case. They had to be brought up to speed on the methods behind the madness, and that job fell squarely on the shoulders of the people who report on, and broadcast, the games.

Andy Freed and Dave Wills — the radio voices of Rays baseball — were front and center. According to the latter, they at least had a head start.

“We were trained a little bit by Joe Maddon,” said Wills, who along with Freed has called games in Tampa since 2005. “Joe was kind of the leader with doing different things, such as shifts and putting four men in the outfield. He’d set lineups differently than other people. So when it comes to what they’re doing now, we’re already in grad school. We’ve seen it, we’ve been there, we’ve done that.”

Which doesn’t mean advance warning from Kevin Cash wasn’t appreciated when the team introduced the “opener” concept. Wills may have an advanced degree in understanding-out-of-the-box, but what the Rays manager told him and his broadcast partner was straight out of left field. Read the rest of this entry »

Ahead of the deadline, the Brewers traded for bullpen help in the form of Joakim Soria. They appeared to need a second baseman, but then they traded for Mike Moustakas and moved Travis Shaw to second base in an unusual experiment. With those needs met, the Brewers turned their attention to the starting-pitching market. Then Chris Archer went to the Pirates, Kevin Gausman went to the Braves, Matt Harvey stayed in Cincinnati, and Kyle Gibson remained in Minnesota. Without seeing any other starting options available, the team landed another infielder in the form of Jonathan Schoop of the Orioles.

Brewers receive:

• 2B Jonathan Schoop

Orioles receive:

• 2B Jonathan Villar
• RHP Luis Ortiz
• SS Jean Carmona

Read the rest of this entry »

Over the past few weeks, the Brewers have seemed to be in desperate need of a new second baseman. With Asdrubal Cabrera, Brian Dozier, and Eduardo Escobar all available, the market looked promising for the Milwaukee. The Brewers, however, acquired none of them.

Instead, the club went another route, trading for third baseman Mike Moustakas. Milwaukee’s third baseman at the time was Travis Shaw. After arriving from Boston prior to the start of the 2017 season, Shaw has been pretty great for Milwaukee,producing a 118 wRC+ and 6.0 WAR. Those figures actually exceed Moustakas’ numbers during that time; the now former Royal has recorded a 110 wRC+ and 3.7 WAR during the same timeframe. In order to accommodate Moustakas, however, Shaw has moved from third base to second. It’s a roundabout way to solving the second-base problem. Is it an effective one, though?

Let’s figure out some reasonable expectations for Shaw and draw some too-early conclusions based on his first day on the job.

Read the rest of this entry »

There are only 24-ish hours remaining until baseball’s trade deadline and, truth is, I’m a bit impatient. Until free agency opens up in about a hundred days or thereabouts, this is truly our last great opportunity to let our imaginations run wild. Sure, we can conjure up some fun trades in August, but our whimsical mind-meanderings just aren’t as exciting when all of the players we trade have to go through imaginary revocable waivers.

Against my worse judgment, to which I typically cater, I endeavored to make my last-minute deadline trades to retain at least a whiff of plausibility. So, no blockbuster Mike Trout deal, no winning Noah Syndergaard in a game of canasta, and no Rockies realizing that they have significant other needs other than the bullpen.

Bryce Harper to the Yankees

Washington’s playoff hopes have sunk to the extent that, even if you’re as optimistic as the FanGraphs depth charts are and believe the Phillies and Braves are truly sub-.500 teams as presently constructed, the Nats still only are a one-in-three shot to win the division. If you’re sunnier on Philadelphia or Atlanta, those Nats probabilities lose decimal places surprisingly quickly.

Read the rest of this entry »

Last year, the Brewers resurfaced after a rebuilding period that saw them purge basically all the top players from their last good season. With a strong pitching staff and a maturing crop of prospects, Milwaukee surged, presenting a threat to Chicago’s North Side club for the division crown. On this day a year ago, the Brewers were a half-game back of the Cubs. While they inevitably came up short, the Brewers started to see returns from a top-10 farm system they had spent years assembling.

During the offseason, they sought to address their weaknesses in the outfield, consolidating prospect gains for the inimitable Christian Yelich. They also signed Lorenzo Cain to an affordable long-term contract, providing them with greater protection from variance and much improved production. While those two acquisitions haven’t been the only factors to have propelled the Brew Crew to contention, such additions have led the organization to find themselves 1.5 games back of the Cubs for the division this season, holding the first Wild Card spot. FanGraphs’ own playoff odds give them (read: Milwaukee) a 60.2% chance to make the playoffs. Last night, David Stearns inched that figure a bit higher.

Late Friday evening, the Milwaukee Brewers moved to augment their roster for a postseason push, acquiring Mike Moustakas from the Kansas City Royals.

As reported first by a self-described Wisconsin sports fan, here’s the trade in its entirety:

Brewers get:

• 3B Mike Moustakas

Royals get:

• OF Brett Phillips
• RHP Jorge Lopez

For the Royals, it’s a pretty bittersweet move featuring one of their longest-tenured players. Kansas City drafted Moustakas with the second overall pick all the way back in 2007. He’s spent his entire adult life with the organization, ascending the minor-league ladder, enduring growing pains, making a World Series, and then winning a World Series. Or, as Royals manager Ned Yost puts it:

Read the rest of this entry »

Please note that this posting contains two positions.

Position: Data Engineer- Baseball Operations

Location: Milwaukee, WI

Summary:
The Data Engineer will work closely with the Data Architect and the Baseball Research & Development team to maintain, enhance, and extend the Brewers databases and data pipelines. They will be responsible for collecting and transforming data from various sources, preparing and distributing for consumption by the department’s systems and analysts. The ideal candidate is an experienced data pipeline builder who excels at automating and optimizing data systems.

Responsibilities:

Essential Duties and Responsibilities include the following. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions. Other duties may be assigned.

• Create, maintain and optimize data ETL pipelines
• Document, troubleshoot, and resolve issues with data processes
• Collaborate with the development and research teams
• Extend our AWS cloud platform initiative
• Identify, design, and implement internal process improvements
• Work with stakeholders to utilize data to create innovative solutions to baseball operations problems
• Prepare datasets for processing and research
• Deploy and maintain system and database monitoring tools.

Qualifications:

To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. The requirements listed below are representative of the knowledge, skill, and/or ability required.

• SQL knowledge and experience working with relational databases such as SQL Server and PostgreSQL.
• Experience with Object Oriented programming languages such as Java, C#.
• Experience with scripting programming languages such as Python, R.
• Experience with a variety of structured, semi-structured and unstructured data formats including delimited files, XML, JSON and natural language text.
• Experience with software development life-cycle, including requirements definition, design, development, testing, implementation, and iterative improvement.
• Experience with Docker is a plus.
• Experience with AWS Cloud services such as EC2, RDS, S3 is a plus.
• Experience with job orchestration tools such as Airflow is a plus.
• Familiarity with advanced statistical concepts, particularly those relevant to player evaluation techniques including experience implementing statistical calculations and derivations.

Education and/or Experience:
Bachelor’s degree (B. A.) in Computer Science, Information Systems, or related field from four-year college or university; and three to five years related experience and/or training; or equivalent combination of education and experience.

Computer Skills:
To perform the job successfully, the individual must be proficient using Microsoft office software including Word, Excel, PowerPoint, Access, Outlook, and Internet Explorer.

Other Skills and Abilities:
Capable of working extended hours such as overtime, nights, and weekends when necessary.

Language Skills:
Ability to read and comprehend simple instructions, short correspondence, and memos. Ability to write reports, business correspondence, and procedure manuals. Ability to effectively present information in one-on-one and small group situations to department members and non-technical baseball operations staff.

Mathematical Skills:
Ability to add, subtract, multiply, and divide in all units of measure, using whole numbers, common fractions, and decimals. Ability to compute rate, ratio, and percent and to draw and interpret bar graphs.

Reasoning Ability:
Ability to define problems, collect data, establish facts, and draw valid conclusions. Ability to apply common sense understanding to carry out detailed but uninvolved written or oral instructions. Ability to deal with problems involving a few concrete variables in standardized situations.

Physical Demands:
The physical demands described here are representative of those that must be met by an employee to successfully perform the essential functions of this job. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.

While performing the duties of this Job, the employee is regularly required to use hands to finger, handle, or feel and talk or hear. The employee is frequently required to reach with hands and arms. The employee isoccasionally required to stand; walk; sit and stoop, kneel, crouch, or crawl. The employee must regularly lift and /or move up to 25 pounds. Specific vision abilities required by this job include close vision, distance vision, peripheral vision and ability to adjust focus.

Work Environment:
The work environment characteristics described here are representative of those an employee encounters while performing the essential functions of this job. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.

While performing the duties of this Job, the employee is regularly exposed to outside weather conditions, which may include heat, cold and various forms of precipitation. The employee is occasionally exposed to moving mechanical parts.

The noise level in the work environment is usually quiet.

Work Hours:
Business hours are Monday – Friday 9am – 5pm, however, candidates must be capable of working extended hours such as overtime, nights, and weekends, when necessary.

To Apply:
To apply, please visit this site.

Position: Developer – Baseball Systems

Location: Milwaukee, WI

Summary:

The Milwaukee Brewers are currently seeking a full-time Developer for Baseball Systems. This individual will collaborate with the Baseball Research & Development team and will assist in the expansion and maintenance of an aggregated player information and reporting system. This position requires strong software development skills and experience as well as a demonstrated ability for independent thought and working within a team framework.

Responsibilities:

Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions. Other duties may be assigned.

• Responsible for design and development of user interfaces/experiences and fast and efficient back-end systems for all new and existing Baseball Operations department systems.
• Assist in creating additional application content and visualizations for organizational share, especially for mobile environments.
• Create necessary data structure to facilitate user-friendly analytical research to be conducted within the Brewers player information/reporting system and additional external applications.
• Identify, diagnose and resolve data quality issues.
• Facilitate discussion between department head and end users as it relates to building easy-to-use and intuitive interfaces that meet their needs.
• Create tests and documentation around new features and functionality.
• Execute exploratory research and analysis directed by the department head, as needed.

Qualifications:

To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. The requirements listed below are representative of the knowledge, skill, and/or ability required.

• Experience with software development, including requirements definition, design, development, testing, implementation, and iterative improvement. Experience in Agile teams, particularly Scrum, is a plus.
• Proficiency with web development technologies (including C#, Angular, HTML5, CSS, JavaScript and JavaScript frameworks). Strong understanding of desktop, laptop and mobile UI/UX design concepts and demonstrated ability to apply responsive design techniques. Particularly focused on representing large data sets in easy to consume user interfaces.
• Knowledge of Microsoft SQL (database management and optimization techniques a plus).
• Working familiarity with advanced statistical concepts, particularly those relevant to sabermetric player evaluation techniques including experience implementing statistical calculations, derivations, and graphical representations into software applications (experience with R and Mathematica a plus).

Education and/or Experience:
Bachelor’s degree (B. A.) in Computer Science, Information Systems, or related field from four-year college or university; and zero to three years related experience and/or training; or equivalent combination of education and experience.

Computer Skills:
To perform the job successfully, an individual should have knowledge of Microsoft office software including Word, Excel, PowerPoint, Access, Outlook, and Internet Explorer.

Work Hours:
Business hours are Monday – Friday 9am – 5pm, however, candidates must be capable of working extended hours such as overtime, nights, and weekends, when necessary.

To Apply:
To apply, please visit this site.

Hawaiian LHP Kodi Medeiros was part of a high-risk 2014 Brewers draft class that also featured SS Jake Gatewood (who had elite raw power but also contact issues) and OF Monte HarrisonChristian Yelich). On Thursday, he was the centerpiece of two-prospect package traded to the Chicago White Sox in exchange for ageless reliever Joakim Soria.

Medeiros was a curious selection in the middle of the 2014 draft’s first round, as he had command issues and a low-slot delivery that made him vulnerable against right-handed hitters. The gap between where Medeiros was, developmentally, and where he’d eventually need to be in order to profile as a starter was much greater than is typical of a top-15 pick, even as far as high-school pitching is concerned.

After parts of four years in pro ball, Medeiros continues to have issues with strike-throwing efficiency and with getting right-handed batters out, so while he has been developed as a starter (which makes sense if you believe the extra reps help accelerate or improve pitch development), he still projects in relief. His fastball velocity is down beneath what it was when Medeiros was drafted, now residing in the 88-92 range. A move to the bullpen might reignite some of the fire that has been lost and, if it does, then Medeiros’s fastball, plus slider, and low arm slot mean he’ll be death to lefty hitters in late innings.

The White Sox also acquired 20-year-old righty Wilber Perez from the Brewers. Signed as a 19-year-old in July of last year, Perez pitched the rest of the summer in the DSL. He’s still down there and has a 47:13 strikeout-to-walk ratio in 40 innings this year. His fastball sits in the upper 80s and rarely crests 90, but he can manipulate its shape to have cut. Perez can spin a soft breaking ball, and there’s significant spin rate separation between his fastball and changeup, a favorable trait. He’s a fringe prospect in need of more velocity. There’s room on Perez’s frame for more weight, but most of these guys are relatively maxed out, physically, around age 22, so projecting heavily on a 20-year-old’s velo based purely on physical maturation seems excessive.

Due to the various injury setbacks of Zach Davies and the loss of Brent Suter, the Milwaukee Brewers will likely have to address their rotation at some point before the trade deadline. That didn’t keep the team from adding depth to the bullpen today, however. As reported by Mark Feinsand, here’s who’s changing hands:

Brewers get:

• Joakim Soria

White Sox get:

• Kodi Medeiros
• Wilber Perez

Even before the acquisition of Soria, Milwaukee was projected to have the second-best bullpen over the rest of the season according to FanGraphs Depth Charts, which include the Steamer and ZiPS forecasts. The club’s relievers have combined for the third-most WAR in the league to-date, behind only the Yankees and Padres. With Matt Albers coming off the disabled list, there’s a bit of a roster crunch that may very well be remedied by another, because unless I’ve miscounted, his return and Soria’s addition gives the Brewers 15 pitchers on the 25-man roster. Jorge Lopez appears to be the most likely to be shuttled once again to Colorado Springs, but something else might very well be, uh… brewing. Yes, I feel dirty for that pun.

Read the rest of this entry »

Josh Hader is a lefty relief pitcher for the Milwaukee Brewers. You know this; you read this site. Josh Hader has had, statistically speaking, an awesome season. You don’t accidentally strike out 17 guys per nine — in this case, better than half of all batters he’s faced. And Hader seems to have embraced a role of which other pitchers might be wary of great. So it wasn’t surprising when Jon Heyman tweeted this:

By now, you probably know the rest of this story. During the All-Star Game, whilst Hader was in the midst of a surprisingly poor performance on the mound, Hader’s high-school record suddenly came back to light. As the Washington Post’s Kevin Blackistone explained,

Tuesday night’s revelation [was] that Josh Hader, one of the pitchers showcased in Major League Baseball’s 89th All-Star Game, was a serial hate tweeter as a star athlete at Old Mill High School in suburban Baltimore’s Anne Arundel County.

It’s probably important before continuing to understand what kind of hate, exactly, we’re talking about. (Warning: the content is pretty offensive.)

What we have here is unmistakably racist, homophobic, antisemitic, and misogynistic hate speech. And that doesn’t happen by accident, either.

Read the rest of this entry »