Position: Research and Development Intern

Job Description:
The Tampa Bay Rays are in search of their next Research and Development Intern. Their R&D group helps shape their 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 the Rays organization
• Work collaboratively with and assisting other members of the 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

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Let me give you an interesting blind resume. Well, not blind really, because you’ve presumably read the title of this article already, but humor me. Our “anonymous” starter has been one of the best pitchers in baseball of late. Over the last four years, he’s compiled a 3.34 ERA, 3.27 FIP, and 3.46 xFIP. He’s done it with strikeouts — 28.4% and 10.6 per nine innings — and with grounders — his 1.61 GB/FB ratio helps him suppress home runs to the tune of 0.73 per nine innings.

Looking at seasonal production is confusing with 2020, so we’ll use a slightly different benchmark: WAR produced per 30 starts. On that list, our “mystery” pitcher places 20th in baseball over the last four years. Depending on how you define an ace, he might be one; at the very least, he’s been one of the best pitchers in the game.

This isn’t a true blind resume, of course. It’s Charlie Morton. The former Pirates prospect turned his career around in Houston, and he’s done more of the same in Tampa Bay. He’s also developed a reputation as a playoff monster, and while I’m not here to debate whether playoff aces exist, he was excellent this postseason; 20 innings of 2.7 ERA, 2.59 FIP excellence.

Why is this resume relevant? On Friday, the Rays declined Morton’s 2021 club option. Morton was due to earn $15 million in 2021, the result of a complicated contract that could deflate based on Morton’s health. The Rays are, to put it charitably, frugal — Morton was their highest-paid player by far last year, and they’ve had one of the five lowest payrolls in baseball in each of the last 10 years.

That said, let’s delve into Morton to figure out what the team declining his option means. Is it a referendum on Tampa Bay’s voluntary extreme penury? Is it a sign of a cold free agent market to come? Or are the Rays simply unconvinced that Morton will deliver the top-end starter performance he’s shown over the last four years? Read the rest of this entry »

A number of you reading this will share the same opinion: A.J. Hinch was suspended for his role in the Houston Astros cheating scandal, and for that reason he has no business managing a major league baseball team. It’s a reasonable stance. The integrity of the game matters, and while Hinch wasn’t fully on board with the shenanigans — he twice smashed the monitor used to steal signs — he nonetheless shares in the blame. That he didn’t put a stop to the outlawed actions is an indelible stain on his reputation.

On Friday — freshly freed from MLB’s sanctions — Hinch was named the new manager of the Detroit Tigers. Speaking at his introductory press conference, the club’s one-time catcher was understandably contrite.

“I’ve reflected back… from something that was very wrong,” Hinch expressed to a bevy of reporters. “As I told Mr. Ilich, and Al, that’s part of my story. It’s not the Tigers’ story… it’s not a part of the players I’m going to be managing. I’m sorry that they’re going to have to deal with it, [but] that’s our reality. Wrong is wrong, and I feel responsible, because I was the manager. It was on my watch.”

Mr. Ilich is Christopher Ilich, the Tigers’ Chairman and CEO. Al is Al Avila, the club’s Executive VP, Baseball Operations/General Manager. The latter, who’d phoned Hinch 30 minutes after the conclusion of the World Series to request he get on a plane to Detroit, was already well-acquainted with the now-free-to-negotiate candidate. Based on his history with Hinch, Avila wasn’t overburdened by what had happened in Houston. Read the rest of this entry »

Maybe you’ve heard — Blake Snell pitched a nifty five-plus innings two nights ago. The decision to pull him or leave him in has been hashed, rehashed, diced, A-Rod’ed, and generally poked and prodded like a murder victim in an episode of CSI. If you want my opinion on it, I would have kept Snell in, though I don’t think that was in any way the determining factor in the game.

That’s not why I’m writing today, though. Any honest analysis of that decision is going to come down to a minuscule edge. Use one good pitcher, or use another good pitcher? It doesn’t matter much — the players on the field determine the game, not the manager, even if you think the decision was clearly one way or the other. Instead, let’s appreciate not what Blake Snell could have done if he stayed in, but what he did do when he was in the game.

Snell threw 73 pitches on Tuesday night. He generated a whopping 16 swinging strikes, a 21.9% swinging strike rate. That was his second-highest mark of the year, behind a September 29 start against the Blue Jays. That might not sound impressive, but the Dodgers are, well, the Dodgers. No other starter this year topped a 20% swinging strike rate against them; they simply aren’t the kind of team that swings and misses. Read the rest of this entry »

Sometimes we allow hindsight to cloud our judgment and fall into a trap of second-guessing when assessing managerial decisions. That wasn’t much of an issue last night when discussing whether Kevin Cash should have removed Blake Snell in the sixth inning. That’s because the decision was universally derided as it was happening, just before the Rays blew their lead and the Dodgers won the World Series. As Rachael McDaniel noted:

The Dodgers’ powerful lineup, so productive in this World Series — the Dodgers, you may recall, had held a lead at some point in 27 consecutive innings prior to tonight — seemed utterly useless against Snell. Their fearsome top-of-the-lineup trio of Betts, Seager, and Turner were all 0-for-2 with two strikeouts against him through the first five innings; he was at a very reasonable 73 pitches on the night. Snell’s CSW% on all his pitches was an eye-popping 40%. In short, he looked fantastic. It’s hard to imagine a pitcher looking much better than Snell did for most of Game 6; it’s hard to imagine how the outcome might have differed had he stayed in the game.

Snell was pitching incredibly well up that point in the game, and there was considerable criticism of Cash’s decision as it seemed to be based on numbers, particularly the third time through the order (TTO) penalty, rather than actually paying attention to the feel of the game and just how good Snell was pitching. Cash specifically mentioned the TTO penalty in his postgame comments:

“The only motive was that the lineup the Dodgers feature is as potent as any team in the league,” Cash said. “I felt Blake had done his job and then some. Mookie [Betts] coming around the third time through, I value that. I totally respect and understand the questions that come with [the decision]. Blake gave us every opportunity to win. He was outstanding. These are not easy decisions. … I felt it was best after the guy got on base — Barnes hit the single — I didn’t want Mookie or [Corey] Seager seeing Blake a third time through.

If Cash’s decision had come purely from relying on Snell’s prior history the third time through the order and had ignored what was happening in the game, then the criticism would be justified. Cash did address this somewhat after the game: Read the rest of this entry »

Facing elimination in Game 6 of the World Series on Tuesday, the Tampa Bay Rays were in desperate need of some offense. As he has so many times, rookie outfielder Randy Arozarena delivered. With one out in the top of the first inning, Los Angeles starter Tony Gonsolin threw a slider running off the plate outside that wasn’t able to evade the bat of Arozarena, who launched it over the right field fence to give the Rays a 1-0 lead. It was his record-setting 10th homer of the postseason; no other player in history has more than eight in any playoff run.

But in a game that would see the Dodgers tally three runs, one solo homer wasn’t going to cut it for the Rays. And in spite of Los Angeles using seven pitchers in a bullpenning effort, one solo home run was all Tampa Bay was going to get. After Gonsolin exited just five outs into the game, Tampa Bay totaled just two hits and zero walks over the final 7.1 innings. It was the third game of the series in which they scored two runs or fewer, and the second time they totaled five or fewer hits. Given those numbers, it’s hardly a surprise the team in the other dugout was the one celebrating a championship on Tuesday.

During and after the loss, much of the discussion surrounding the Rays had to do with the pitching staff — both the way it performed and the way it was managed. There was the controversial decision to lift Blake Snell in the midst of a shutout in the sixth inning, the sudden struggles of Nick Anderson, the disappointing pair of starts made by Tyler Glasnow in this series, and plenty of other points to dissect. The focus on the pitching side makes sense. The Rays are a team known not only for the lights-out arms they boast, but also for the unconventional-yet-typically-successful ways those arms are utilized. Tampa Bay’s pitching staff was the reason the team had made it this far, and if the team won the title, the pitching staff would probably be the reason for that too. It isn’t, however, the reason it lost. Read the rest of this entry »

Editor’s note: This story has been updated to reflect that the results of Justin Turner’s initial COVID test were inconclusive, prompting the processing of his second test to be expedited. That test was positive, resulting in his removal from the game.

The players gathered on the field in various states of face-covering. The winning team was at home, but wasn’t; they gathered in the middle of a dark, huge, faraway stadium, with fans spread haphazardly in the stands, some gathered in jubilant, worrying clusters. And as the trophies were about to be presented, the broadcast was interrupted by an announcement: Justin Turner, one of the most important members of this team for the past eight years, had exited the game mysteriously in the eighth inning. The reason for that exit, the public was somberly told, was that he had received a positive COVID-19 test.

But then, all of a sudden, it cut back to the field, to the smiling, hugging, weeping players, the speeches and the trophies and the booing and the cheering, just as if it was a normal World Series. Even Turner got his on-field shot with the trophy, despite being removed from the game to be isolated and prevent the spread of infection; even Turner joined the team for their group photo.

The pandemic rages on, even within the confines of the diamond: a place that so often attempts to shelter itself from the realities of living in society, that had been fighting to keep their bubble — or, at the very least, its appearance — intact. Turner’s test results from yesterday were, apparently, revealed to be inconclusive in the second inning of tonight’s game. His test results from today were confirmed positive later. And yet, they kept playing baseball, right to the very end, through Game 6 of the World Series, with over 11,000 fans in attendance. The Dodgers, appearing in their third Fall Classic over the last four seasons, beat the Rays 3-1. In this truncated, bedeviled, dubious season, in a world rife with uncertainty, and heading into a dark and fearful winter, it was the best team in baseball that emerged victorious. And now, with Turner’s positive test and the questions it raises, the best team in baseball leaves their celebration not to celebrate further, but to rapid testing and quarantining — a shadow hanging over the sublime joy of a championship a long time in the making.

Just a few hours ago, though, none of this — Turner, COVID, the questions facing MLB and the Dodgers going forward — was in the game story. The game story was Randy Arozarena putting an exclamation point on his historic postseason, hitting his 10th October home run off Tony Gonsolin in the first to put the Rays up 1-0. When we look back on this October, Arozarena’s out-of-nowhere explosion into the most fearsome hitter on any postseason team’s lineup, a bonafide star carrying the Rays’ offense on his back, will certainly be near the top of the list of memorable moments.

And the game story was the Dodgers’ bullpen, so often postseason goats, who took over from the clearly struggling Gonsolin after just five outs in what was intended to be a full start from him. It was Dylan Floro, who came in with two on in the second and struck out Arozarena on three pitches to end the inning. It was the mostly-sidelined Alex Wood pitching two perfect, shockingly efficient innings of middle-relief; Pedro Báez, to whom much is always, somehow, given, redeeming the two-homer egg he laid in that wild Game 4; Victor González, who bailed out Báez after Arozarena got yet another hit; Brusdar Graterol, who overcame his wildness — and got a little help from Cody Bellinger’s superb fielding in center — to record two outs in the seventh; and Julio Urías, who closed out the NLCS, once again shutting down the opposing team over the final innings of the game. Read the rest of this entry »

There’s a left-handed first baseman putting on an absolute clinic at the plate in the World Series. Throw him a ball? He’s not interested. He’ll take and take until you challenge him in the strike zone. Even then, he might take — it’s three strikes to a strikeout, after all, and you might walk him all the same. He’s hitting well enough to keep people honest, but really, the walks are the main event. No, it’s not Max Muncy (or fine, it’s not just Max Muncy). It’s Ji-Man Choi.

Let’s start with the basics. Here are the playoff batters who swing least often at pitches outside the strike zone, minimum 40 opportunities to chase:

Read the rest of this entry »

Saturday night, the Rays and Dodgers played one of the wildest World Series games ever. Leads changed hands, runners slipped, pitchers crumbled, and the Rays walked it off in spectacular fashion. At the time, I criticized several managerial decisions, and I wasn’t alone. With the benefit of a few days of thinking, however, I wanted to look back at a few key decisions each manager made and decide whether they were blunders or merely tough decisions that looked worse in hindsight.

For the Dodgers, the key managerial decision was the relief pitcher hierarchy. After a spectacular pitching performance from Walker Buehler the previous night, Dave Roberts had the entire bullpen available. His first decision came with two outs in the fifth inning, when Julio Urías began his third trip through the Rays’ lineup. Urías had been up and down on the night; he had nine strikeouts, but he’d also allowed some loud contact and two home runs. The Rays stacked their lineup to challenge him; the first four hitters were all right-handed.

Roberts went to Blake Treinen, and I think that’s a reasonable choice. The Rays had a bench full of lefties, which means any stretch of righties in their lineup can turn into lefties at the drop of a scorecard. Despite that fact, however, Randy Arozarena probably wasn’t leaving the game, and guaranteeing a Treinen/Arozarena matchup, plus forcing Tampa Bay to use some left-handed pinch hitters, is as close to a positive platoon matchup as the Dodgers were going to get.

That leads us to a pivotal pitching change in the sixth: two runners on, one out, and Brandon Lowe stepping to the plate. Behind Lowe, the Rays had Willy Adames and Hunter Renfroe due up. In theory, that’s two righties and a lefty. In practice, Lowe is the only Tampa Bay hitter who the team couldn’t substitute. That left Dave Roberts with three decisions, in my mind — all of which he would have had to make several batters earlier to allow the pitchers time to warm up. Read the rest of this entry »

The pivotal and most crucial decision of Game 5 of the World Series was attended by a wave of boos, even as Dave Roberts got it right.

Amid the carnage and chaos at the end of Game 4 a scant 20 hours prior was the realization that the fulcrum of the series was now the left arm of Clayton Kershaw. That he would be the man on the mound was already known, as he’d been announced as the scheduled starter for Game 5 well before then, but the circumstances surrounding his turn swung as sharply as Game 4 itself. In the moments before Brett Phillips overturned the world, Kershaw was going to take the mound as the man to end Los Angeles’ three-decade run without a title. In the moments after, he became the man who would have to overcome his checkered postseason past to break the deadlock and put the Dodgers on the doorstep of a championship. If he couldn’t, Los Angeles would be facing the end of the road in Game 6.

It’s both unfair and tiresome that the playoffs always seem to swing around Kershaw, but he warps the series around him, a gravity well that sucks up matter and turns it into white-hot takes. There’s also the fact that the Clayton Kershaw Postseason Narrative™ has, for the most part, accurately reflected his October body of work, full of struggles and heartbreaking losses. The irony of these playoffs is that, one weak NLCS start aside, Kershaw has looked more like his regular-season self. Coming into Game 5, his 2020 postseason body of work consisted of eight runs allowed in 25 innings — a 2.88 ERA — and 31 strikeouts, and he was superb in Game 1, holding the Rays to one run in six innings. This is the Kershaw we all know and love. Read the rest of this entry »