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Apprentice, Baseball Research & Development

Department: Baseball R&D

JOB SUMMARY: The Texas Rangers are seeking candidates for an Apprenticeship in Baseball Analytics based in Arlington, TX.

ESSENTIAL FUNCTIONS OF POSITION INCLUDE, BUT ARE NOT LIMITED TO THE FOLLOWING:

• Query and report on data
• Build and maintain analytical tools, metrics, & models
• Create compelling data visualizations and stories
• Research game changing ideas and concepts
• Present information to team leaders and organizational stakeholders
• All other duties as assigned.

PREFERRED QUALIFICATIONS:

• Bachelor’s Degree in mathematics, engineering, computer science, data science, or related field
• Strong knowledge of baseball analytics and associated data & technologies
• Proficiency in Python, SQL, R, Shiny and/or other analytical tools
• Familiarity with concepts such as predictive modelling, cloud computing, machine learning, artificial intelligence, and Bayesian analysis
• Strong written & verbal communication as well as visualization skills
• A creative mindset, open-mindedness, and desire to work in a learning culture

The above statements are intended to describe the general nature and level of work being performed by people assigned to this job. They are not intended to be an exhaustive list of all responsibilities, duties and skills required of the job.

If you like wild growth and working with happy, enthusiastic over-achievers, you’ll enjoy your career with us!

To Apply
To apply, please follow this link.

The content in this posting was created and provided solely by the Texas Rangers.

This season was supposed to be something different for the Giants. Following last year’s 81-81 finish, president of baseball operations and franchise icon Buster Posey went outside the box to hire manager Tony Vitello straight from the college ranks, and added free agents Luis Arraez and Harrison Bader to upgrade a couple of the lineup’s dead spots. Throw in a full season of mid-2025 acquisition Rafael Devers, and the team had reasonable hope of reaching the playoffs for the first time since 2021, and just the second time in the past 10 seasons. Instead, the 2026 Giants haven’t spent a day over .500, and at 58-83, they own the National League’s second-worst record. Like the Tigers, they’re in danger of making some dubious history, in their case by falling short of their BaseRuns-projected win total by the largest margin of any team since 2002.

As I explained on Thursday, the Tigers are nearly 11 full wins short of their Pythagorean-projected win total, an estimate based upon their totals of runs scored and runs allowed using the formula Winning % = RS^2 /(RS^2 +RA^2). Out of all the teams playing full seasons in the Wild Card era (not the strike-shortened 1995 season or the pandemic-shortened 2020 season, but including 2026 for the purposes of comparison), that’s the third-largest shortfall.

Where Pythagorean projections use actual runs scored and allowed to calculate an expected winning percentage, BaseRuns uses estimated runs scored and allowed, derived from familiar statistical components such as hits, walks, hit-by-pitches, stolen bases, and so on. Those run estimates are then plugged into the Pythagenpat formula — a variant of Bill James’ Pythagorean formula where the exponent itself is a function of the scoring environment via the formula X = ((RS + RA)/G)^0.287 — for a second-order estimate of winning percentage. Both the Pythagorean and BaseRuns estimated winning percentages provide useful if imperfect ways of measuring teams’ underlying performance and helping to identify outliers in either direction. Read the rest of this entry »

Quick programming note: I’m working on a very special bonus Five Things that would normally run in this slot, but as with most bonus things, it’s taking a bit longer than expected. Look for it next week, along with a regular Five Things. In the meantime, join me in puzzling over what’s gotten into the A’s.

In 2023, the Oakland A’s were putrid. They won only 50 games, got outscored by 339 runs, and generally looked like the worst team in baseball. But over the next two years, sandwiched around a move to Sacramento, they figured things out. In 2024, they improved by 19 games. In 2025, they improved again, to a 76-86 record. Nick Kurtz, Shea Langeliers, Tyler Soderstrom, Brent Rooker, and Jacob Wilson either broke in or broke out in that span. Coming into 2026, the A’s weren’t favorites in the AL West, but they were trendy playoff picks, with various market and model estimates spitting out projections between 75 and 80 wins.

Yeah, about that. The American League is about as bad as it’s ever been this year, and the AL West is particularly poor. Eighty-two wins might be enough to take the division. But the A’s aren’t part of the race. They’re 54-86, a mere game ahead of the Angels for the worst record in baseball. They’ve been outscored by 194 runs, 54 runs clear of the Rockies in second-to-last place. I had to investigate what went down – both because rubbernecking is fun, and because I want to figure out what I should think about the A’s for 2027.

The obvious place to start is the offense. Last season saw four different Athletics eclipse 3.0 WAR on the batting side – Kurtz and Wilson had standout rookie seasons while Langeliers and Soderstrom both broke out to establish new career highs. Throw in Rooker and Lawrence Butler as offensive building blocks, mix in a blazing-fast center fielder (your choice of Denzel Clarke or Henry Bolte), and the bones of an upper echelon offense were clearly there. Even if you count the two center field options as only one position filled, that’s seven spots spoken for. The A’s traded for Jeff McNeil to fill an eighth spot. Their plan was surely to score a boatload of runs – a great plan in the snug confines of Sutter Health Park. Read the rest of this entry »

Baseball is a team sport, but sometimes there’s only room for two faces on a poster.

Before every playoff series, the league, its broadcast partners, and anyone else with an interest in promoting the event will circulate something based on the poster for the 1997 John Woo film Face/Off.

Half Cage, half Travolta, all smoldering scene-chewing and cartoonish violence. If that doesn’t get your blood pumping I don’t want to know you. There’s more to each side of the matchup than just the one guy, but in baseball as in film you put the superstar’s mug on the promo material if you want to sell tickets. Read the rest of this entry »

It’s been a dismal and deflating season in Detroit. The Tigers, who entered the year as favorites to win the AL Central after signing both Framber Valdez and Justin Verlander in February, played middling baseball through the first five weeks of the season before hitting the skids in May, at one point losing 16 out of 18 games. Instead of loading up for the stretch run ahead of the August 3 trade deadline, they dealt away both Tarik Skubal and Casey Mize to other contenders. While the team has actually outscored opponents by 47 runs (610 to 563), the Tigers are currently 11 games below .500 at 64-75, and in danger of making some dubious history by falling short of their Pythagorean-projected win total by the largest margin of any Wild Card-era team.

Misery loves company, and the Tigers are not alone in undershooting their target. The Giants, who at the outset of the season looked to have a reasonable chance of claiming a Wild Card berth, are not only 24 games below .500 (58-82) but in danger of falling short of their BaseRuns-projected win total by the largest margin of any team since 2002.

If you’re not familiar with either of these concepts, a Pythagorean projection is one of the most enduring Bill James creations, introduced in his self-published 1980 Baseball Abstract. James showed that simply by knowing a team’s runs scored and runs allowed, one could estimate its winning percentage with a reasonable degree of accuracy via the formula Winning % = RS^2 /(RS^2 +RA^2). The use of the squares, reminiscent of the Pythagorean formula to calculate the length of a right triangle’s hypotenuse, is what gives the stat its name. Further refinements by James and other sabermetricians showed that using a slightly smaller exponent increased the accuracy of the estimate. The Pythagenpat formula, where the exponent itself is a function of the scoring environment via the formula X = ((RS + RA)/G)^0.287, is the one we use for our Projected Standings pages, which now have all major league seasons dating back to 1871 (damn those underachieving Rockford Forest Citys). Read the rest of this entry »

Jake Burger has grown into a solid big league slugger. Now 30 years old and in his fourth full major league season — and his second with the Texas Rangers — the 6-foot, 230-pound first baseman has logged a 107 wRC+ and gone deep 102 times since earning regular playing time in 2023. Hitting primarily out of the four and five holes in the Rangers’ lineup, Burger currently has 23 home runs and a team-best 78 RBIs to go with a .234/.297/.421 line.

His approach is slugger-ish, yet in many ways nuanced. While he primarily goes up to the plate looking to bash, Burger is more than just a turn-and-burn guy. Placing pitchers in buckets and embracing a calm mindset, the erstwhile Missouri State University Bear has a plan every time he settles into the right-handed batter’s box.

Burger sat down for the 126th installment of our Talks Hitting series when the Rangers visited Chicago to take on the White Sox last week.

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David Laurila: What have you learned about hitting over the years?

Jake Burger: “More than anything, it’s about your mentality in the box. It’s about who can be almost bored, in a sense. If you’re trying to live up to a name, or a situation, you’re going to be less bored than the pitcher. When you can control your emotions a little bit and be almost bored in the box, you’re going to control situations better. You’re going to calm your mind a little bit.” Read the rest of this entry »

On Opening Day, Paul Skenes had his worst start since at least high school. He threw 37 pitches, allowed five runs (not all of which were his fault) and lasted only two-thirds of an inning. Skenes left that outing with an ERA of 67.50; even for a high-volume starting pitcher, that’s a big hole to climb out of.

From that point on, the NL Cy Young race has been a heads-up contest between Jacob Misiorowski and Cristopher Sánchez; the former, with his big velocity and strikeout totals, seems to be the favorite at the moment. But a third pitcher has entered the race in the past seven weeks: Chris Sale. Read the rest of this entry »

On Sunday, Red Sox infielder Andruw Monasterio took the mound against the Yankees with one out in the eighth inning of a 10-1 game — one that had already sent a Red Sox broadcaster over the edge — and proceeded to allow six more runs. On Monday, Twins top prospect Walker Jenkins hit his first major league home run off a 37-mph eephus lob from Tigers utilityman Zach McKinstry, while the Cubs set a team record with nine homers in one game, the last three of them off Brewers first baseman Andrew Vaughn. Amid complaints on social media and sports talk radio calling for a ban to the practice, the reality is that managers are putting position players on mop-and-bucket duty more frequently than ever, enough to suggest it’s time to revise the rules limiting their usage.

Once upon a time, position players pitching was a rarity. The first 21 seasons of the Wild Card era (1995–2005) featured seasons where you could count such appearances on one hand; there was one in 2005 and none in ’06, and by the end of that stretch, it was still something that happened less than once a week throughout the majors. As a beat, it was a fun one to cover because of the novelty, particularly with pitch tracking allowing everyone to gawk at the low-velocity junk thrown under such circumstances. Did you know Todd Frazier had a knuckleball? How about that Willians Astudillo eephus? Eventually, however, the beat became less enjoyable as the practice proliferated to the point that Major League Baseball had to codify when teams could do it; while the occasions themselves remained appropriately light-hearted, the novelty had long worn off. Now, even with more restrictive rules governing their usage, the situation is worth revisiting.

The Monasterio and McKinstry appearances were garden variety affairs, with position players taking the mound in the eighth inning of road games where nobody would need to pitch the bottom of the ninth. Monasterio’s outing was Boston’s first such appearance this season, a sidelight to a game that included a controversial fifth-inning no-catch call of a Jazz Chisholm Jr. bloop by center fielder Ceddanne Rafaela and then an unprofessional tirade in the booth by WEEI broadcaster Will Flemming, who called Chisholm a “bush league player” who “plays the game the wrong way” after Chisholm walked and stole second and third base in the eighth inning of a 7-1 game. The steals, which were ordered by manager Aaron Boone, became moot after reliever Jovani Morán served up back-to-back home runs to Austin Wells and Paul Goldschmidt to run the score to 10-1, leading manager Chad Tracy to crank up the Monasterio. Read the rest of this entry »

In a team sport, everyone involved — players, media, fans — has their own outlook on individual awards. Personally, I think they mean a lot. Yes, the player’s ultimate goal is to serve the team, but when individual effort is only tenuously related to team success, I think it’s worthwhile to recognize outstanding individual performances when they come.

But even I struggle to get too worked up about MLB’s Player of the Week awards. I get the press release in my inbox every week, but I usually check the headline, mark it read, and forget about it forever. As far as I know, there’s no cash prize or physical trophy involved; winning Player of the Week is more like getting all A’s on your report card than winning an Olympic medal. Read the rest of this entry »

Ben Jacobs is emerging as a prospect to watch in the Detroit Tigers system. A third-round pick last year out of Arizona State University, the 22-year-old southpaw is currently on a five-game run at High-A West Michigan in which he has fanned 33 batters while allowing just 10 hits and two runs across 26 frames. Moreover, he has gone 15 scoreless over his last three starts.

His overall numbers are solid. On the season, the erstwhile Sun Devil has logged a 34.4% strikeout rate, a 3.50 ERA, and a 3.80 FIP over 87 1/3 innings, all but 16 2/3 of them with his current club. Jacobs made his professional debut with Low-A Lakeland in April, but earned a promotion by the end of the month.

He entered the year with a relatively low profile. When our 2026 Tigers Top Prospects list came out in late February, Jacobs ranked just 24th with a 40 FV. Fast forward six months and it’s hello helium. Recently asked for a scouting update, Eric Longenhagen called the Huntington Beach native an “arrow up guy,” adding that he now merits a 40+ FV.

How has Jacobs changed since signing with the Tabbies last summer? Read the rest of this entry »