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Yordan Alvarez and other need-to-have slow starters

Tristan H. Cockcroft takes a look at the final April stats and passes judgment on which slow-starting fantasy players need to be traded for.

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Anyone who has played this grand game that we call fantasy baseball for any length of time has heard the dreaded phrase, "small sample size."

The catch for us is that, while fantasy analysts constantly rail against reading too much into small samples and fantasy managers resist the temptation to trust them, our game, simply put, demands that we put stock into small samples. We make adds and drops based off one week's worth, one series' worth or sometimes even one day's worth of results. We set lineups based upon what happened last scoring period -- or even just yesterday.

Additionally, we set out to make trades with only one month's worth of data in the books if only because, if we didn't, we'd be taking the chance that our teams' weaknesses might put us further into an inescapable hole.

This truth creates tremendous opportunity on the trade market, because often, there's a clear difference between early stats that matter and those that don't. Slow starters, at this specific time of year, grate on us in a way that they wouldn't at any other place on the calendar. A .173 batting average looks a lot worse today, when it represents the hitter's full-season number, than it might if accrued over the month of August, when it might only mean a loss of 15 points off his overall season number.

Some of these complaints are valid; others should be casually shrugged off. However, those who can tell the difference are in an advantageous position. Yes, it is prime time to aggressively seek out trades, especially for players off to a slow start who might have most aggravated their impatient managers. Today, let's identify some of these seemingly underperforming players you should be trading for right now!

(All statistics are entering play on Tuesday.)

Yordan Alvarez, OF, Houston Astros: He's actually off to a decent start, on pace for a .275-41-104 season. Digging deeper, he's potentially capable of much more. Alvarez's contact quality remains as elite as they come and, among batting title-eligibles, he has the seventh-widest wOBA/Statcast expected wOBA differential in the wrong direction (75 points). That's probably a byproduct of Houston's tougher-than-you-realize April schedule, which included seven games against the defending champion Texas Rangers, four against the New York Yankees and three apiece against the Atlanta Braves and Toronto Blue Jays.

The Astros have all 13 games against the Oakland Athletics, all six against the Chicago White Sox, three against the Miami Marlins and two against the Colorado Rockies in Houston remaining. In other words, go get Alvarez now if you can, especially if the ask in return is anything below top-10 overall talent. Now's your best shot, with his team also struggling mightily.

Luis Castillo, SP, Seattle Mariners: He's riding an active streak of three consecutive quality starts, steering his sluggish season back onto the tracks, but this pick as much about Castillo's value relative to the injury-ravaged starting position as it is a slow-starter trade opportunity. Gerrit Cole, Max Scherzer and Sandy Alcantara (who rank second, sixth and seventh in fantasy points since the beginning of 2021) are all on the IL. Castillo ranks 11th, and he was fifth in scoring in 2023 alone.

Thus far, Castillo's true ERA (4.15) is nearly a run higher than his Statcast expected ERA (3.31), he's sub-three in both xFIP (2.92) and SIERA (2.95), and he's on pace for more than 200 IP, one of the few pitchers left in the league with a high likelihood of reaching that threshold. We project Castillo for the third-most fantasy points among pitchers the rest of the way (362, trailing only Zack Wheeler's 383 and Corbin Burnes' 381). Yep, that sounds about right.

Also, try to take a run at Castillo's rotation-mate George Kirby. His control is as pinpoint as ever, and his 3.0% walk, 69.4% first-pitch strike and 55.1% zone rates are right in line with his 3.1%, 68.8% and 56.0% career numbers. However, his luck has been outrageously poor. Kirby's 64.3% LOB rate and .337 BABIP are both bottom-11 among ERA qualifiers. Like Castillo, he's still one of the position's truly elite talents.

Kyle Schwarber, OF, Philadelphia Phillies: A historically slow starter, Schwarber has never hit more than seven homers in any April or May in his career. On the flip side, he has hit eight-plus HR in 11 out of the 28 months in which he has played in at least half of his team's games over the rest of the year. Taking a deeper dive into his April/May vs. rest-of-year splits:

Schwarber is the perfect example of the guy you pass on during the draft, but then target via trade come mid-May.

David Bednar, RP, Pittsburgh Pirates: To put his slow start into perspective, he has surrendered an earned run in six out of 12 total appearances so far in 2024. Last season, he allowed an earned run in only 10 games all year. Those kinds of struggles often cast doubt upon a reliever's ability to retain the closer role -- and in Bednar's case, what he also has working against him is the perception that the Pirates (a noncontender) are unlikely to win much and therefore offer him only sporadic save chances.

In fairness to Bednar, the lat injury that cost him much of spring training perhaps set him back on his preseason ramp-up program, not to mention that he has been done in by some extreme bad luck (29.0% LOB rate and 21.4 HR/FB%, both bottom-three among qualified relievers) despite his raw stuff grading at roughly its usual levels. His Pirates, too, aren't as bad a team as you might think, with a near-even run differential that should remain close to that level all season. That would represent a noticeable improvement upon either of Bednar's prior two years as Pirates closer -- and it should mean a competitive number of save chances.

Gleyber Torres, 2B, Yankees: After seven big league seasons and now in his age-27 campaign, Torres can fairly be termed a disappointment, at least relative to the lofty expectations that surrounded him when he debuted in 2018. That said, people have a way of being exceedingly critical of struggling players on extreme-spotlight teams (the Yankees, Los Angeles Dodgers, etc.). In Torres' case, the fact that he entered play on April 30 batting .228 with nary a home run and with just .035 ISO will surely bring out his critics in droves.

I am not one of them. The plate-discipline improvements Torres has shown over the past four seasons have solidly remained. His 21.4% chase rate ranks in the 86th percentile among batting title-eligibles and he has an absurdly low .208 BABIP against fastballs. This reeks of a guy who just hasn't yet perfected his timing, and when it comes -- which it will, soon -- he'll probably rattle off a lengthy, top-eight 2B hot streak.

Brandon Pfaadt, SP, Arizona Diamondbacks: When it comes to young pitchers with limited MLB experience, we tend to assume that any lengthy slump presents the danger of a demotion to the minors. In Pfaadt's case, however, it's more of a signal of poor fortune than skills erosion, as he has shown similarly promising signs through one month that he did over the second half (plus postseason) of 2023.

He has 4.1% walk and 76.6% first-pitch strike rates, both rating among the best in the league, his fastball/sweeper/sinker repertoire has remained plenty productive against right-handed hitters, and his changeup has taken small steps forward to provide hope of improvement in his performance against lefties over the coming weeks. What most stands out with Pfaadt is his ERA/xERA differential of more than a run and a half (4.63, 3.10). There's correction due to his numbers in the near future.

Christopher Morel, OF/3B, Chicago Cubs: Although he's off to a forgettable start -- 81 hitters have scored more than his 58 fantasy points to date -- he's still flashing well-above-average underlying metrics that continue to offer the promise of better days ahead. Per Statcast, Morel's Barrel rate is in the 69th percentile, with his hard-hit rate in the 64th and sprint speed in the 67th, which alleviates some of the worry that he has only four home runs and one stolen base thus far.

Morel remains one of the more underrated power/speed types in the game, and continues to get regular starts in the Cubs' cleanup spot. That said, fantasy managers are likely to be showcasing declining patience with him and that provides an opportunity for eager trade partners.

Brandon Nimmo, OF, New York Mets: Nimmo is one of the unluckiest players around. Among his 75 batted balls, he had six barrels (among nine total) that wound up being harmless fly outs and another six line-drive strokes of 100-plus mph that also resulted in outs. That takes some doing! It's no wonder, then, that Nimmo has a 91-point differential between his wOBA and expected wOBA, as well as a 93-point gap between his batting average and xBA. All of his underlying metrics remain outstanding, and remember that he was both a top-20 outfielder and top-75 overall player in terms of fantasy points in each of the past two seasons.
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Transfer Talk: Napoli eye new 'Kvaradona' deal amid Barca interest

Napoli are trying to renew Khvicha Kvaratskhelia's contract after Barcelona showed interest in signing the winger. Transfer Talk has the latest.

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The summer transfer window won't reopen in Europe for a while yet, but there are plenty of moves in the works and gossip swirling around. Transfer Talk brings you all the latest buzz on rumours, comings, goings and, of course, done deals!
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Technology

Microsoft says it did a lot for responsible AI in inaugural transparency report

Microsoft released its first Responsible AI Transparency report explaining the steps it’s taken to put up guardrails around its AI products.

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A new report from Microsoft outlines the steps the company took to release responsible AI platforms last year. 

In its Responsible AI Transparency Report, which mainly covers 2023, Microsoft touts its achievements around safely deploying AI products. The annual AI transparency report is one of the commitments the company made after signing a voluntary agreement with the White House in July last year. Microsoft and other companies promised to establish responsible AI systems and commit to safety.

Microsoft says in the report that it created 30 responsible AI tools in the past year, grew its responsible AI team, and required teams making generative AI applications to measure and map risks throughout the development cycle. The company notes that it added Content Credentials to its image generation platforms, which puts a watermark on a photo, tagging it as made by an AI model. 

The company says it’s given Azure AI customers access to tools that detect problematic content like hate speech, sexual content, and self-harm, as well as tools to evaluate security risks. This includes new jailbreak detection methods, which were expanded in March this year to include indirect prompt injections where the malicious instructions are part of data ingested by the AI model.

It’s also expanding its red-teaming efforts, including both in-house red teams that deliberately try to bypass safety features in its AI models as well as red-teaming applications to allow third-party testing before releasing new models.

However, its red-teaming units have their work cut out for them. The company’s AI rollouts have not been immune to controversies.

When Bing AI first rolled out in February 2023, users found the chatbot confidently stating incorrect facts and, at one point, taught people ethnic slurs. In October, users of the Bing image generator found they could use the platform to generate photos of Mario (or other popular characters) flying a plane to the Twin Towers. Deepfaked nude images of celebrities like Taylor Swift made the rounds on X in January, which reportedly came from a group sharing images made with Microsoft Designer. Microsoft ended up closing the loophole that allowed for those pictures to be generated. At the time, Microsoft CEO Satya Nadella said the images were “alarming and terrible.”

Natasha Crampton, chief responsible AI officer at Microsoft, says in an email sent to The Verge that the company understands AI is still a work in progress and so is responsible AI. 

“Responsible AI has no finish line, so we’ll never consider our work under the Voluntary AI commitments done. But we have made strong progress since signing them and look forward to building on our momentum this year,” Crampton says. 

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