Please note, this posting contains to positions.

Position Title: Analyst

Department: Baseball Research & Development
Reports To: Director, Baseball Research & Development

Position Summary:
The Colorado Rockies Organization is seeking an individual with a passion for baseball and data analysis to join their growing Baseball Research & Development team. This person will focus on performing data analysis to support decision making in all facets of baseball, including player evaluation, roster construction, player development, advance scouting, and in-game strategy.

Essential Duties & Responsibilities:

• Develop statistical models and perform general quantitative analysis to support all areas of baseball operations and organizational decision making.
• Design and build informative data visualizations for use in automated reports or ad hoc projects.
• Effectively present completed projects and communicate new insights to decision makers and other staff.
• Maintain a knowledge of the latest data analysis techniques and data sources to aid in the continual development of the department.
• This job description is not intended to be a comprehensive list of duties and responsibilities required by the employee.
• The responsibilities required by the employee may change over time and without notice.

Job Qualifications:
Education and Work Experience

• Advanced degree or equivalent experience in statistics, data science, computer science, machine learning or a related field.
• Experience with analyzing datasets and training statistical models using R or Python.
• Experience working with SQL-like databases, such as MySQL, SQL Server or PostgreSQL.
• Experience collaborating on code with the use of source control, such as Git.

Relevant Skills

• Familiarity with the rules of baseball and an understanding of sabermetrics strongly desirable.
• Passion for baseball and familiarity with current baseball research.
• Ability to communicate effectively, both in writing and orally.
• Strong intellectual curiosity.
• Ability to develop and maintain successful working relationships.

Working Conditions/Work Schedule:

• Ability to work a flexible schedule with long hours, including weekend, evenings, and holidays.
• Some travel will be required.
• Consistent, punctual and regular attendance.

Application Process:
Qualified candidates should submit their resume and letter of interest no later than October, 18, 2021. Candidates can apply using this link, or by sending their materials to baseballjobs@rockies.com.

Position Title: Baseball Operations Analyst

Department: Baseball Operations

Position Summary:
The Colorado Rockies Organization is seeking a full-time Baseball Operations Analyst within the Baseball Operations Department. This individual will join the Baseball Operations team and will support Operations and Analysis initiatives within the department. Within Operations, they will assist in salary arbitration, administration of rosters, understand and apply industry rules and regulations, administrative duties, and ad-hoc projects. Within Analysis, they will assist in research pertaining to contract markets, baseball economics, statistical analysis, on-field strategy, and ad-hoc. In addition, they will interact with Major League Staff, Players, and Front Office to implement and operationalize organizational initiatives. The position requires a strong work ethic, attention to detail, willingness to learn, ability to communicate technical concepts to non-technical stakeholders, creatively problem solve, work within cross-functional teams, and have a passion for baseball.

Duties & Responsibilities:
Operations

• Assist in daily administrative duties of Baseball Operations department.
• Utilize MLB and proprietary Rockies’ software systems to assist in roster management and report building.
• Support salary arbitration process.
• Interpret and apply Major League Baseball rules and regulations.
• Complete ad-hoc projects and implement initiatives as directed by Front Office and Major League staff.
• Improve department efficiency and effectiveness of operational processes.

Analysis

• Work autonomously or within a team to support contract markets, baseball economics, analysis, on-field strategy, and ad-hoc research projects.
• Partner with Research and Development team to develop robust analytics and actionable insights to enable key business decisions.
• Conduct, distill, and present research projects.

Job Requirements
Education and Work Experience

• Bachelor’s degree or equivalent (preferably in an analytical field or related experience)

Relevant Skills

• Proficiency with Excel and PowerPoint and willingness to learn new products. Experience with SQL is a plus.
• Ability to solve complex problems and develop creative solutions with high attention to detail.
• Comfortable working with large data sets to develop actionable insights.
• Ability to work under deadlines with competing priorities in a fast-paced and sometimes ambiguous environment.
• Experience operating within cross-functional teams and ability to influence without authority.
• Excellent written and verbal communication skills.
• Passion for baseball.

Work Environment

• Ability to work a flexible schedule including long hours, weekends, evenings, and holidays.
• Some travel may be required.
• Consistent, punctual and regular attendance.

Application Process
Qualified candidates should submit their resume and letter of interest no later than October, 18, 2021. Candidates can apply using this link, or by sending their materials to baseballjobs@rockies.com.

The content in this posting was created and provided solely by the Colorado Rockies.

A few hours before Tuesday’s Red Sox-Yankees Wild Card tilt, the Colorado Rockies announced that they had agreed to two new contracts, getting baseball’s offseason started just a little bit early. First, the club and right-handed starter Antonio Senzatela came to terms on a five-year contract extension, one that guarantees him $50.5 million and includes a $14 million club option for 2027. The team also agreed to bring back first baseman C.J. Cron on a two-year, $14.5 million deal.

Though both contracts were announced on the same day, they accomplish different goals. Senzatela, for one, was not a free agent until after the 2023 season; the new contract buys out his two remaining arbitration years at $7.25 million apiece, while valuing the three free agent seasons that would have come after at $12 million each. Cron’s contract, on the other hand, can be considered an extension in name only (since players are under contract until five days following the World Series), as he was set to hit the open market in just a few weeks. Interestingly — though it’s almost certainly just a coincidence — Cron’s contract will also pay him exactly $7.25 million in each of the next two seasons.

Also notably, the two deals represent the first moves made by the team’s new permanent general manager, Bill Schmidt, who officially shed the interim title on Saturday. He had been serving in the role since May 3, following Jeff Bridich’s late-April resignation. Prior to assuming the interim role, Schmidt had led the Rockies’ scouting department, a position he had held since 1999. Read the rest of this entry »

The Class of 2020 has had a long wait for induction into the National Baseball Hall of Fame, and not just because the coronavirus pandemic set the festivities back nearly 14 months. While Derek Jeter was resoundingly elected in his first year of eligibility, the road to Cooperstown for the other three honorees — Ted Simmons, Larry Walker, and the late Marvin Miller — was more like a maze, full of wrong turns and apparent dead ends. That road finally ends on the afternoon of Wednesday, September 8, when all four will be inducted into the Hall. As somebody who has been deeply invested in the careers and candidacies of all four, I couldn’t bypass the midweek trip, even under pandemic conditions.

“There was never any thought in my head that [my election] was going to happen. So to be completely honest, I didn’t pay much attention,” said Walker during a Zoom session with reporters last Thursday, referring to the annual BBWAA voting. During his first seven years of eligibility, he maxed out at 22.9% of the vote (2012), and dipped as low as 10.2% (2014).

Even those meager showings surpassed Simmons, who received just 3.7% in 1994, his first year of eligibility. “Back then, you were literally off the ballot. And you know, there was really no vehicle at that time that I knew of or heard of that would enable you to come back,” he said during his own Zoom session, referring to the so-called “Five Percent Rule” that sweeps candidates who fail to reach that mark off the ballot.

Simmons could be forgiven for not knowing the ins and outs of the Hall’s arcane election systems. That he even made it onto an Era Committee ballot to have his candidacy reconsidered for the first time in 2011 was itself groundbreaking. As longtime St. Louis Post-Dispatch writer Rick Hummel, who has served on several iterations of the Historical Overview Committee that puts together such ballots, said in 2015, “The first question these Hall of Famers ask you is, ‘How many ballots was he on for the writers’ election? One? They must not have liked him very much.’” Read the rest of this entry »

Please note, this posting contains three positions.

Position: Data Architect-Baseball Operations, Research and Development

Location: Denver, CO

Position Summary:
This individual will collaborate with the Baseball Research and Development team and will assist in the maintenance and development of proprietary databases and APIs, as well as implementation and maintenance of data extraction, cleaning, conforming and loading of scripts. Read the rest of this entry »

On Monday night, the Rockies lost to the woeful Cubs, 6–4. It brought their road record to 14–46, good for a .233 winning percentage. That’s the worst mark in baseball, but the Rockies aren’t the worst team in baseball — merely the worst road team. At Coors Field, they’ve gone a spectacular 43–22, the third-best home record in the game.

It’s hard to imagine that this huge discrepancy comes down to a roll of the dice. Are the Rockies this bad on the road? Probably not. Are they this good at home? Also probably not. But this gap calls out for an investigation, so I set out to answer: what in the heck is up with their home field advantage — if that’s even what’s going on here?

Obviously, I’m not the first person to try to answer this; earlier this year, Neil Paine tackled the subject when Colorado was a woeful 6–32 on the road. The Coors hangover effect is real, and it gives us a good reason to think that the source of the Rockies’ problems might be the road side of things rather than the home side of things. I won’t try to solve the issue of what ails the Rockies today, but still, we can gawk at their incompetence and speculate about what it means for their true talent, which sounds fun enough to me.
Read the rest of this entry »

The trade deadline has come and gone, and teams are approaching the two-thirds mark of the season. With the elimination of August waiver season, clubs have little room to adjust from here. Other than the smallest of moves involving minor leaguers or unaffiliated players, rosters are what they are, and evaluators have already moved on to preparing for the offseason free agent class. In some ways, it’s a frustrating time for playoff contenders, as one can feel a bit helpless; all you can do from here on out is watch what happens. For teams clearly out of the playoff race, August and September have a different dynamic, with clubs using their last 60 games to learn about their young players. There is no greater jump in baseball than from Triple-A to the big leagues. The players are exponentially better, and there are prospects who thrive (or shrink) in ballparks with third decks, bright lights, and an army of TV cameras. In terms of the 2021 season, the teams listed below are playing out the string. But they’re also using this time to figure out which of the players on their roster can be part of their next team to play late-season games that matter.

Arizona Diamondbacks

The Diamondbacks had a relatively quiet deadline, but this also wasn’t a team expected to be this bad or loaded with good players on expiring deals. It will be interesting to see if Cooper Hummel, acquired from Milwaukee in the Eduardo Escobar deal, gets some major league at-bats this year. He’s had an outstanding Triple-A campaign, with more walks than strikeouts and a decent amount of power, but he also turns 27 in November, so it’s time to get going. It’s interesting to note that Arizona tried him at third base (it was just his second game at the position as a pro) during his first week in Reno, as most scouts put him firmly in the 1B/LF category. It looks like the D-backs will initially give at-bats to another older minor league slugger in the form of Drew Ellis, with the hope that one of the pair can represent an improvement over Christian Walker, which wouldn’t be asking much. The club also needs more assurances from Pavin Smith and Daulton Varsho, who so far have both looked more like nice bench pieces than everyday players on a contending team. A remarkable 36 players have taken the mound for the Diamondbacks, but the majority of their better pitching prospects are at the lower levels, so all they can really do from here is keep rolling out a variety of Quad-A-type bullpen arms to see if any of them have potential beyond that. Read the rest of this entry »

At 4 PM EST last Friday, the trade deadline closing bell rang, and when it did, those of us on the outside looking in were glued to Twitter to learn about the trades that had been completed right before the countdown clock hit zero. It usually takes a little while to learn about all the transactions that get completed in those final minutes. Plenty of players found new homes, but the surprise of the afternoon was that when the dust settled, Trevor Story was still a member of the Colorado Rockies.

The Rockies are 21 games out of first place in their division. Per our Playoff Odds (and good sense), their chances of reaching the postseason this year are a big fat zero, and have been for some time. They also play in the toughest division in baseball, with the Dodgers and Padres looking like teams that will sit at the top of the National League West standings for years to come. The Rockies need to make drastic changes in order to take on those two powerhouses (and the Giants aren’t exactly slouches), and those changes should have begun on Friday. Instead, they sat on their hands, losing a golden opportunity to kick-start a return to competitiveness for a franchise that has reached the playoffs just five times in 28 seasons and has still never won a division title.

Colorado did make one trade during deadline week, sending reliever Mychal Givens and his expiring contract to the Reds for a pair of fringe pitching prospects. But that’s not starting a re-build or, if that term strikes you as too strong, re-tooling the roster so much as it is taking care of some necessary chores. And while Givens departed, there were other players rumored to be on the move who ended up staying put. Holding on to Jon Gray is a curious decision. The team hasn’t earned the benefit of anybody’s doubt, but let’s give it to them in the case of Gray, who has publicly stated his desire to stay in Colorado. Player comfort leads to better player performance, and if they can sign him to an extension, this makes sense. The jury can still be out on that one. But Daniel Bard still being the teams’ closer on August 1 is significantly more difficult to explain. Again, there is surely some loyalty here, and the Rockies deserve some credit for getting Bard back on the mound and finding a decent late-inning option in the process, but as a free agent following the 2022 season (a season in which Colorado will almost certainly not contend), the club just squandered Bard’s peak trade value, and yet another chance to boost a farm system that is among the worst in baseball. Read the rest of this entry »

What a ride this year’s deadline was. All told, we had 75 prospects move in the last month. They are ranked below, with brief scouting reports written by me and Kevin Goldstein. Most of the deals these prospects were a part of were analyzed at length on this site. An index of those pieces can be found here, or by clicking the hyperlink in the “Trade” column below. I’ve moved all of the players listed here to their new orgs over on The Board, so you can click through to see where they rank among their new teammates. Our farm rankings, which now update live, also reflect these changes, so you can see where teams’ systems stack up post-deadline.

A couple of quick notes before I get to the rankings. We’ve included a few post-prospect players here (those marked in blue) so you can get an idea of where we value them now as opposed to where we had them at their prospect peak. Those players, as well as the Compensatory pick the Rockies will receive after they extend Trevor Story a qualifying offer and he signs elsewhere, are highlighted below. We had closer to 40 prospects (and 23 Players to be Named Later) traded last year, with the PTBNL number inflated by 2020’s COVID-related transaction rules. The backfields are not well-represented here, with just four prospects who have yet to play in full-season ball. Two of those are currently in the DSL and have no official domestic pro experience, though Alberto Ciprian has played stateside for instructs/extended spring training. Now on to the rankings. Read the rest of this entry »

The Reds have continued to overhaul their bullpen during the final week before the deadline, acquiring right-hander Mychal Givens, who has undergone a bit of a transformation himself this year, from the Rockies in return for minor league right-handers Case Williams and Noah Davis. Cincinnati will be responsible for roughly $1.5 million of Givens’ remaining salary in his final year of arbitration before he reaches free agency this offseason.

Givens is a player more valued by the industry than fans; consistent relievers, even if they are just consistently solid, are a rare commodity. And Givens is just that, with the weird 2020 season as his only campaign with a negative WAR, and just -0.1 at that. He’s not a high-leverage guy, but he is at least dependable.

His 2.73 ERA this year isn’t supported by most metrics that consistently put him in the 4-plus range, but Givens has a consistent track record of missing bats with both his 92–96-mph fastball and plus changeup, both of which come from a funky, extra-low arm angle. His changeup has always been his best pitch, and over the last three years, he’s gone from using it around 10% of the time to nearly 20% in 2020 to a whopping 40% this season. It makes sense based on how well the pitch performs; you could easily make an argument that Givens should go with a Trevor Hoffman-esque approach of leaning primarily on his fastball/changeup combination and greatly reduce his slider usage, as his fringy breaker gets consistently hit hard. Read the rest of this entry »

We at FanGraphs haven’t checked in on the Rockies in a while. To put it nicely, that’s because they are performing as expected – a 43-55 record has banished them to fourth in the NL West, a place the team will probably call home for the remainder of the season. As a whole, the Rockies have a league-trailing 75 wRC+. It is not a good sign when C.J. Cron is the best hitter on your team by a wide margin.

But the pitching? After adjusting for the wackiness of Coors, the Rockies’ pitching staff has an ERA- of 100. It also has a FIP- of 101. I suppose one could do better than that, but one could also do worse, and being an average arm in Denver is an accomplishment of its own.

A major reason for this is the resurgence of Germán Márquez. After a rocky April and May, it’s safe to say the Rockies’ most reliable pitcher has settled in. What do we know about Márquez? There are his two breaking pitches, a curveball and a slider, each one a plus offering that hitters whiff at over 40% of the time. But what’s not talked about as often is his four-seam fastball. That in itself isn’t surprising, since the fastball has long been Márquez’s worst pitch. What is surprising, though, is how good it’s been in recent months. Consider the plot below:

Márquez is the point in yellow. Since June 1 (and through last Thursday’s action), his four-seamer has averaged the lowest launch angle among the 97 shown. It has averaged the lowest wOBA, too, a result of the first fact. The pitch has always induced groundballs at a healthy rate, but that quality seems to have been kicked into overdrive during this two-month stretch. Read the rest of this entry »