Position: Research and Development Intern

Location: St. Petersburg, FL

The Tampa Bay Rays are in search of their next Research and Development Intern. The Rays’ R&D group helps shape Baseball Operations’ decision-making processes through the analysis and interpretation of data. They are seeking those with a passion for baseball and a desire to contribute through mathematics, data analysis, and computation. Their next intern will be an intellectual contributor that can work both individually and collaboratively, coming up with interesting research questions to explore, find ways to answer those questions with the data at their disposal, communicate the results of their research, and work to apply their research outcomes to improve how the Rays organization operates. The Rays want to work with people who care about being good teammate, want to make a positive impact on their organization, have an innovative spirit, and will explore new ways to make them better. Does this describe you?

Responsibilities:

• Develop strong skills in statistical modeling and quantitative analysis of a variety of data sources, for the purpose of player evaluation, player development and strategic decision-making
• Learn methods for communicating complex research findings to a variety of Baseball Operations audiences
• Design research inquiries with the potential to yield immediately actionable findings within our organization
• Work collaboratively with and assist other members of their department with your areas of expertise
• Collect in-game data to support operational needs of the department
• Ad hoc research and analysis in support of general Baseball Operations tasks

Qualifications:

• A solid foundation in mathematics, physics, statistics, computer science, engineering and/or related fields.
• Advanced computational skills
• Experience with R, Python, and/or Stan preferred.
• Experience solving complex problems.
• Creativity to discover new avenues of research.

To Apply:
To apply, please complete the application that can be found here. This position is paid.

The content in this posting was created and provided solely by the Tampa Bay Rays.

Gerrit Cole simply dominated the Rays across his two starts in the ALDS. Across almost 16 innings, he allowed just one run and nine baserunners while striking out nearly half of the batters he faced. That lone run he allowed was a solo home run off the bat of Eric Sogard. Of all the players on the Rays’ playoff roster, no one would have guessed it would be Sogard to hit a dinger off one of the best pitchers in all of baseball. But was it really that unlikely?

For his part, Sogard put together a career year this season. He posted career highs in ISO, wRC+, and WAR while launching 13 home runs, two more than his career total across eight previous seasons. Long viewed as a light-hitting utility infielder, Sogard showed he was capable of hitting for power in a way that he had never been able to before. And yet, he only averaged an 84.7 mph exit velocity this year, and his hard hit rate sat in the third percentile in the majors. But by adding an extra 2.5 degrees to his average launch angle — and with some help from the dragless ball — 13 of those hard-ish hit fly balls snuck over the fence.

Cole did struggle a bit with the long ball this season, allowing 29 home runs and a career-high 16.9% home run per fly ball rate. That’s 10 more home runs than he allowed last year and just two fewer than the career high he allowed in his final season in Pittsburgh in 2017. But Cole’s home run troubles and Sogard’s newfound power only tell part of the story in broad generalizations. So let’s dig into the specific event to see if we can find anything more interesting. For starts, here’s the video of Sogard’s home run in case you missed it last night.

Sogard gets around on a 95-mph fastball on the inside corner and hits it solidly enough to reach four rows back in right field. The pitch itself was rather peculiar. Cole’s average fastball velocity this season was 97.1 mph. In the game last night, he averaged 97.3 mph. This fastball was the second slowest fastball he threw all night. When Cole’s fastball velocity has dipped that low, opposing batters have had a much easier time handling his heater. Here’s a table showing how batters have fared against his fastball at different velocities: Read the rest of this entry »

Minute Maid Park roared when Roberto Osuna‘s slider eluded Ji-Man Choi’s bat for the final out of Thursday’s Game 5, but then again, it had already been roaring for some time. The crowd of people within its walls hollered and yelped as their fire-breathing dragon of an ace took the mound to start the game, and they shouted some more as he struck out the first two hitters of the night. When the home team came to bat and scratched across four runs in the first inning, they could barely contain themselves. They bellowed and barked and caterwauled, more quietly in the middle but even louder at the end, watching the best pitcher on the planet today render yet another opposing lineup into silence.

The Houston Astros defeated the Tampa Bay Rays by a score of 6-1 on Thursday in an ALDS Game 5 that never really felt that close. Houston’s offense took a commanding lead early, and Gerrit Cole was in command throughout, tossing eight innings of one-run, two-hit, two-walk baseball while striking out 10. With the performance, he managed a combined 15.2 innings pitched in two victories over the Rays in this series, allowing just one run on six hits and three walks while striking out 25 — the second-most over a pitcher’s first two postseason games in any season ever.

The victory advances the Astros into the ALCS for a third straight year, where they will face the New York Yankees with Game 1 scheduled for Saturday at 8:08 p.m. The Yankees haven’t played since Monday, when they clinched a three-game sweep over the Minnesota Twins. The two teams virtually matched each other step for step during the seven games they faced each other during the regular season, with the Astros going 4-3 and outscoring New York just 39-37. Read the rest of this entry »

Over five postseason games, the Rays have had a plethora of heroes. Tommy Pham is batting .429/.455/.714, good for a scalding 213 wRC+. Willy Adames has been even better, with a 240 wRC+ and an actual cannon for an arm. Charlie Morton has thrown 10 innings and allowed only a single run. Nick Anderson and Diego Castillo have been lights out; the list goes on and on. Spare a thought, though, for Ji-Man Choi, who might not lead the team in batting but surely leads it in sheer delight.

If you want to understand how weird Choi’s contributions have been, a good place to start is the walk rate. He’s drawn six walks in 19 postseason plate appearances, good for a 31.6% walk rate. That’s second only to Giancarlo Stanton’s 36.4% among batters with 10 or more PA, and it’s the reason for his outrageous .154/.421/.385 batting line. When you see a slugging percentage lower than an on-base percentage, that usually means a batter has no power. Not so with Choi — he has a home run in the postseason and a solid .231 ISO. He just walks all the dang time.

But uh — a .154 batting average? Does he have a .000 BABIP or something? Not at all — it’s a reasonable .250. No, his batting average woes come down to a 42.1% strikeout rate, which is about as terrible as it sounds, even in the small sample theatre that is October baseball. It’s a strikeout world these days, but not that much of a strikeout world; the only players in the playoffs with a higher strikeout rate than Choi are A.J. Pollock (76.9%!), Miguel Sanó, Gavin Lux, and Brandon Lowe, and two of those guys have wRC+’s below zero.

In fact, Choi’s .250 BABIP is of the 1-for-4 variety, because 15 of his 19 plate appearances have ended in a strikeout, walk, or home run. That home run came in the Rays’ 10-3 pasting of Zack Greinke in Game 3, and it buoys Choi’s overall stats, so I might as well show it here:

Read the rest of this entry »

In the fourth inning of Tuesday night’s Game 4, with José Altuve on first base, one out, and the Rays already up by three, Yordan Álvarez hit a deep fly ball to right-center field. You’d have been forgiven, in this home run-happy era, for thinking at first that the ball had left the park. You’d similarly have lost not one whit of credibility had you assumed that Kevin Kiermaier, one of the best center fielders of his era, might catch the ball on the run. But neither of those two things happened; the ball instead bounced beautifully off the right-center field wall and hung, for just a moment, in the air above Kiermaier’s head. That was the moment — when the ball hung briefly in stark contrast against dark blue — in which Gary Pettis, the Astros’ third-base coach since 2014, had to decide whether to send Altuve home.

As Ben Clemens pointed out in the game chat, our WPA Inquirer suggests that at the time Pettis made his decision, the Astros would have had about a 28.1% chance of winning the game had Altuve stopped at third, a 17.7% chance of winning the game if he went and was thrown out (which is what happened), and a 29.8% chance of winning the game had he run and scored. That distribution suggests, all other things being equal, that Pettis had to believe Altuve was likely to score at least 86% of the time in order to justify sending him (29.8 – 17.7 = 12.1; 12.1 * 0.86 + 17.7 = 28.1). Given that math, I find it hard to fault Pettis for his choice to run Altuve. It took two essentially perfect throws, from Keirmaier and Willy Adames in turn, plus a terrific tag from Travis d’Arnaud, to get Altuve at the plate by a hair. I know it won’t make the Astros feel better given the result, but it was fun to watch. Read the rest of this entry »

When the Tampa Bay Rays took to Tropicana Field this afternoon to play a do-or-die third game in this ALDS against the Astros, it had been almost six years to the day since they’d held a lead in a postseason series. That was in Game 4 of the 2013 ALDS. They had dropped the first two games in Boston, dominated by Jon Lester and John Lackey, sunk by two terrible starts from would-be aces Matt Moore and David Price, hammered by Jacoby Ellsbury, Shane Victorino, and David Ortiz. From the start, the Rays hadn’t been favored to win the series, a second Wild Card team that had outplayed their Pythag by five games; after their performance in front of the hostile Fenway masses, their outlook seemed grim.

But in Game 3, things took a turn. In front of the Trop’s biggest crowd of the season, the Rays finally got a good starting pitching performance, with Alex Cobb going five innings and allowing three runs (two of them earned). Meanwhile, the offense kept it close with one pivotal swing: Face of the franchise Evan Longoria, with two on and two out in the bottom of the fifth, went deep off Clay Buchholz, preventing the Red Sox from holding onto their lead. Tampa added another run in the eighth. And after Fernando Rodney blew the save, with two out in the bottom of the ninth, Jose Lobaton walked it off. It was the kind of moment that, when teams manage to turn around a postseason series, people look back on–a hinge moment, a moment where hope really returns.

In Game 4, it was Jake Peavy for the Sox and anyone who had an arm for the Rays; for five and a half innings, the two teams traded tense zeroes. Then came a leadoff double in the bottom of the sixth for Yunel Escobar. An out later, a single from David DeJesus drove him in. The Rays, once again, had the lead. Their fate was in their hands. They had a chance of pushing the series back to Boston for a decisive Game 5, and as the Wild Card team, they knew as well as anyone that in an all-hands-on-deck, winner-take-all contest, anything can happen.

Of course, that anything never got a chance to happen. The Rays promptly lost that slim lead. They lost the game, and the series, 3-1. The Red Sox went on to be World Series champions; the Rays didn’t play October baseball again until this year. Read the rest of this entry »

I haven’t conducted a study or anything, but I suspect that baseball fans assume themselves to be capable of playing at the highest professional level more than fans of any other professional sport. It’s not surprising; basketball players are 20 feet tall, all elbows and shoe-squeaks and legs, and football players have such obvious size. The line between civilian and non is clear. But baseball players exist on a continuum that has room for José Altuve and Ji-Man Choi, players who are by turns relatively small and squishy, and it creates the illusion that major leaguers are, or could be, just like us.

Only they aren’t. They are human beings possessed of feeling and ambition and meanness, of course, and someone, somewhere cares for them, but their smallness and squish aren’t like ours. Nowhere is that more apparent than in the postseason, when the small and the tall and the relatively-soft of middle remind us who they are, and thus, who we are. It’s easy to fool yourself into thinking you could trade places with some sad-sack on the 114-loss Tigers; it’s much harder to pull off the same con when faced with the Astros, however diminutive. Last night, Houston beat Tampa Bay 3-1 to take a 2-0 series lead, and in their dominance, forced us to recall just how great a distance there is between our beer-league softball teams, and the majors’ green fields, a lesson delivered in three parts.

On Futility
Every job has bits that are unpleasant. First, you have to get out of bed, which, wouldn’t you rather not? And then you have to drink coffee; you aren’t even sure if you like it, but you have to drink it, because, as we’ve established, you’ve been forced from your bed and now have to drive somewhere. Also, the coffee will give you heartburn. This will start when you turn 30, and I assume continue until you die, but before you do, there are expense reports and bad break room birthday cakes and staring at a screen or else lifting very heavy things, and to do all of that you have to be awake and away from your bed. I quite like my job, and I have stuff I wish I didn’t have to do in order to buy coffee, which again, I’m not sure I like! Read the rest of this entry »

The Rays’ path to building a 96-win playoff team is about as unconventional as you can imagine. They aren’t active in free agency, although both of their offseason signings worked out great. They don’t have a lot of homegrown players, but one is a former Cy Young Award winner and another was an All-Star as a rookie in 2019. They’ve filled out nearly 70% of their roster through trades that mostly didn’t include top prospects going elsewhere. While the constant turnover might not help in growing their fan base — they averaged fewer than 15,000 per home game this season — it’s been a recipe for success on the field.

Here’s how every member of the Rays’ 2019 ALDS roster was originally acquired. The team’s full RosterResource Depth Chart and Payroll pages are also available as a resource.

Homegrown (6)

• Kevin Kiermaier, CF: Drafted 31st Round 2010
• Blake Snell, SP: Drafted First Round (52) 2011
• Yonny Chirinos, RP: Amateur Free Agent (Venezuela) June 2012
• Diego Castillo, RP: Amateur Free Agent (Dominican Republic) March 2014
• Brandon Lowe, INF/OF: Drafted Third Round 2015
• Brendan McKay, RP: Drafted First Round (4) 2017

Total WAR: 10.0

Signed in Free Agency (2)

• Charlie Morton, RP: December 2018 (HOU) — Signed to two-year, $30 million contract ($15 million vesting option in 2021).
• Avisaíl García, OF: January 2019 (CHW) — Signed to one-year, $3.5 million contract.

Read the rest of this entry »

Tampa Bay cruised past Oakland in the Wild Card game and enters the divisional round for the first time in six years. Their reward is a best-of-five date with the Houston Astros.

The Rays aren’t exactly limping into the postseason. Tampa Bay won 96 games in what passes for a competitive division these days, and they’re solid in all aspects of the game. In Houston though, they’re meeting a 107-win behemoth, a club that looks like one of the two or three best teams we’ve seen this century.

You may have noticed something weird in the “Edge” column of the table above. Ultimately, the yearly totals don’t adequately reflect how dominant Houston’s rotation is as currently constructed. After all, the Rays won’t be facing Collin McHugh or Corbin Martin or Brad Peacock out of the gate. Instead, they’ll get Justin Verlander (73 FIP-), Gerrit Cole (59 FIP-), and Zack Greinke (66 FIP-). No American League club can unleash a better rotation this October, and even if the Astros only let their horses gallop through the lineup twice each start, they’ll still have an advantage in that department. Read the rest of this entry »

In a postseason field dominated by the league’s foremost home run-hitting teams, the Tampa Bay Rays are one of a couple outliers. With 217 homers during the regular season, they ranked ninth out of the 10 playoff teams, and just 21st across all of baseball, one of just three playoff teams not to rank in baseball’s top eight in dinger-mashing prowess. But on Wednesday, they proved to be as capable as anyone of leaving the yard.

Yandy Díaz smashed a pair of solo homers, while Avisaíl García launched a two-run shot and Tommy Pham added a third, solo bomb as Tampa Bay silenced Oakland 5-1 in the American League Wild Card game at Oakland Coliseum. The Rays will face the World Series favorite Houston Astros in the ALDS beginning on Friday.

The home run heroics got started before many fans in Oakland were probably able to find their seats. Leading off the game, Díaz worked a 3-1 count against A’s starting pitcher Sean Manaea before getting a fastball high and outside, and hammered the pitch over the opposite field fence in right to push the Rays in front. Manaea settled in to strike out the next three hitters, but he wasn’t able to hold off further damage for long. He surrendered a leadoff single to Matt Duffy to start the second, and after falling behind García 2-1, attempted to even the count once more with another fastball out and over the plate. García punished it.

With an exit velocity of 115 mph, Garcia’s homer was the hardest-hit ball by a Rays player ever recorded by Statcast. And they were just getting started. Díaz made his second plate appearance of the game leading off the third inning, and made it look exactly like the first one. Read the rest of this entry »