Projecting the Rookie of the Year award is simultaneously easier and more difficult than the Cy Young. It’s easier in the sense that there are fewer rookies than non-rookies and that, in most seasons, there’s a definite top tier of candidates that crowds out the rest of the pack.

What makes it a bit trickier is that the standards for rookies are applied a bit more haphazardly by writers. Because rookie ballots feature only three players — as opposed to five for the Cy Young and 10 for MVP — we see fewer players actually included in the final voting. Ideally, you’d like to bring in all the voters, crack open their skulls, and somehow read their brains to see how everyone would rank at least the top 10 rookies. My lawyers, however, inform me that this is extremely illegal and also totally gross.

In the end, I’m less confident about the Rookie of the Year model than the MVP or Cy Young versions. While, historically, ZiPS identifies about seven of the top 10 MVP and Cy Young vote-getters, the model only gets three of the top five rookies. Hopefully, as the electorate becomes more and more analytically inclined, I’ll be able to improve the model.

The greatest challenge of projecting the AL race is figuring out what to do with Shohei Ohtani. There’s no guidance available on how two-way players ought to be treated, so there’s a lot more guesswork than usual. Comparing apples to oranges is tricky enough — although rendered less tricky by the fact that they’re frequently right next to each other at the grocery store — but how do you treat something that is an apple and an orange at the same time? Applange and orpple both sound terrible.

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Matt Carpenter just hit another home run. Here, look at it:

That home run was hit on August 13, and for Carpenter, it was his career-high 33rd. He had set a new career high with his 29th, and so this is all just uncharted territory. Right now, Carpenter leads the National League in wRC+. He also leads the National League in Statcast’s expected wOBA, so it’s not like this is all luck. Carpenter has been absolutely outstanding, and he’s likely to generate support for the league MVP. He’s helped to fuel the Cardinals’ recent run toward a wild-card spot, and heaven only knows where the club would be without him.

I should also point out that, according to Statcast again, Carpenter’s top exit velocity this season ranks in the 35th percentile. We’re mostly accustomed to sluggers who slug the ball. Carpenter would never be confused for another Giancarlo Stanton. So let’s quickly walk through how Carpenter makes this all work. To a certain extent this is all pretty basic, but Carpenter happens to be one of the world leaders in bat control.

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This is Nate Freiman’s first post as part of his August residency. Nate is a former MLB first baseman. He also played for Team Israel in the 2017 World Baseball Classic and spent time in the Atlantic and Mexican Leagues. He can be found on Twitter @natefreiman. His wife Amanda routinely beats him at golf.

Editor’s Note: a version of this work was recently presented at SaberSeminar 2018.

In 2011, I was playing at High-A for the Padres. I’d graduated from the Midwest League to Lake Elsinore in the California League. (They have the cool storm-eyes logo, but it scares my toddler so my old hats are in boxes.) Since we were so close to San Diego, we got lots of guys on MLB rehab assignments. I was a senior sign making $1,300 a month, so it was huge when someone like Orlando Hudson came through and bought us Outback.

During their assignments, every MLB guy got The Question: “What’s it like up there?” The best answer I ever heard was, “Chuck E Cheese for adults.” O-Dog, as Hudson was known, had a pretty strong reply, too: “Better balls, better lights, and a better zone.”

In this case, “better zone” means two things. The first is size. (“That’s outside!”) The second is consistency. (“That’s been a strike all day!”) And O-Dog was right: the umpiring (just like the play on the field) does get better as you go up. We’d be in some cramped clubhouse, playing cards, and eating our $11 PB+Js, watching the big club, when a pitcher would inevitably yell, “That’s a strike!” And maybe it was… by Northwest League standards.

But those standards are different than the ones at higher levels. For example: have you ever seen a check swing get overruled? I have. In Boise, back in 2009. The hitter at the plate checked his swing, and the umpire responded by yelling, “Yes he did!” After the batting team complained, however, the home-plate umpire decided to appeal to his colleague at third base, who ruled it not a swing. I’ve never seen something like that before or since.

It’s no secret that the umpiring in the majors is superior to the sort found in the minors. It’s also no secret that part of the superior umpiring is a smaller, more well defined zone. But what about the different levels of the minors? Does the strike zone get smaller at each level? Does it get more consistent? I wanted some answers.

Building the Model

In order to get them, I needed minor-league TrackMan data. That data is all proprietary, but one team sent some of it to me on the condition of anonymity. (If anyone from that organization is reading this, thank you again!) The org in question sent me a sample of 20,000 taken pitches divided across the four full-season levels. The team trimmed the data to contain only horizontal and vertical location, pitcher and batter handedness, count, and a binary “strike” or “ball” call. There was no other identifying information.

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There are certain highlights in baseball you like to watch, but most people don’t care about. Baseball really is a regional game, or a tribal game, and, more often than not, people in Denver don’t care much about what happens in Boston. But then there’s the rare highlight that transcends the tribalism, that sends chills down the spine of anyone who chooses to look it up. You don’t have to like the Cubs to enjoy watching David Bote’s walk-off grand slam. Rian Watt already wrote about Bote a few hours ago, but for the second time on today’s front page, let’s see the clip in all of its glory:

I’m sure you hate that if you’re a Nationals fan. I’m sure you hate that if you’re a fan of the Cardinals, or a fan of the Brewers. But, most baseball fans are none of those things. Most baseball fans can simply appreciate the latest ultimate grand slam — a two-out, walk-off grand slam to erase a three-run deficit. Bote hit exactly the home run every kid dreams about hitting. The only difference, I suppose, is that Bote didn’t win the World Series. (Yet.)

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Last week, I ran down the latest ZiPS projections for the MVP awards. The Cy Young tends to be a bit simpler to project than the MVP, for a number of reasons: there are no positional differences for which to adjust (outside of starter vs. reliever), no consideration of defense, fewer candidates (because hitters aren’t eligible for the award, where pitchers can win the MVP), and finally, fewer pitching stats from which to measure performance. One historical note of interest is that, while team quality plays a factor, it appears to be a less predictive factor than it is for MVP, also serving to make things a bit less difficult.

Before I begin, one clarification from the MVP post: the award percentages that appear here aren’t based on each player’s mean final projections, but from the whole array of possibilities, 1st to 99th percentile, for each player. So, for example, Giancarlo Stanton’s projected award chance of 2.8% isn’t predicated on him winning the award based on his predicted final line, but from the better scenarios in which he exceeded that current projected final line.

There’s a popular perception that Chris Sale wears out down the stretch. The perception is supported by his career splits: Sale has a career ERA below three for each of the first four months of the season with a 3.22 ERA for August and a 3.78 ERA in September. This data isn’t quite as robust as some suggest, but assuming for the sake of argument that it reflects something real, it’s also worth nothing that Sale’s been used more carefully than in past seasons. At this point in 2017, Sale had thrown at least 110 pitches in 16 starts after having crossed that threshold 10 times in both of the previous two seasons. This year, he’s at only four. The FanGraphs Depth Charts have Sale finishing at just 187 innings for the season, his lowest figure since 2014. ZiPS projects Sale to finish the year with the most strikeouts and best ERA in the AL while also tying for the highest WAR mark. The combination of his own performance plus the strength of the Red Sox make him a strong bet to go over the top.

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Niko Goodrum has been a find for the Tigers. His 232/.297/.435 slash line is admittedly ho-hum, but he’s providing plenty of value with his versatility and verve. Reminiscent of Tony Phillips, the 26-year-old former Twins prospect has started games at six positions. In his first Motor City season, he’s served as both a spark plug and a Swiss Army Knife.

He came to Detroit on the cheap. After toiling for eight years in the Minnesota system, Goodrum arrived as minor league free agent with just 18 MLB plate appearances under his belt. He’s more than earning his league-minimum money. While the aforementioned offensive numbers are pedestrian, the switch-hitter has driven his fair share of baseballs up gaps. His 24 doubles and 12 home runs rank third on the team, and he’s legged out two triples to boot.

Goodrum recognizes that his ability to play all over the field is a major reason he’s getting an opportunity with the rebuilding Tabbies. Another is that he’s finally found himself.

“I’m not searching anymore,” Goodrum told me. “I think that when you’re trying to find your identity of who you are, including what type of hitter you are, the game is a lot harder. When you believe in the things that are in you, your ability will start to show.”

Goodrum feels that corner was turned two years ago. Read the rest of this entry »

Javier Baez has been one of the best and most valuable players in the National League. He’s already set career highs in doubles, triples, homers, and — most importantly — WAR, and the Cubs wouldn’t be where they are without him. At the same time, Baez has drawn a total of 17 walks, and seven of those have been intentional. He’s got 105 strikeouts. He’s swung at literally almost half of all pitches thrown out of the strike zone.

I can’t sit here and tell you whether this approach is sustainable. I mean, I suppose the approach is sustainable, but I don’t know if it can keep on leading to these same results. It’s difficult to say because we’ve barely seen any hitters like this before. It feels like Baez couldn’t possibly sustain this, but it feels just as strongly like Baez has broken out. Like he’s figured out how to best channel his aggressiveness.

What you won’t find here, then, is a conclusion. I don’t know what Javier Baez *is*. I don’t know if he’s a 100 wRC+ kind of hitter, or if he’s a 140 wRC+ kind of hitter. But I had a realization the other day, and I wanted to share some observations with you. When Baez first arrived in the majors, he was known for his Gary Sheffield-like bat speed. The question was whether he’d make enough contact, and lay off enough balls. It stood to reason that, if Baez was going to succeed, he’d have to make himself more selective. That isn’t what’s happened. Baez has leaned into his own aggressiveness, if you will. He’s hitting better than he ever has. He’s swinging more often than he ever has. Baez has become ready to hit every pitch. I’d like to show you some supporting information.

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By just about any measure that counts, Alex Bregman has been one of the best players in baseball. In fairness, Alex Bregman was expected to be one of the best players in baseball, but not quite to this degree. I can explain, using our old standards — projections and WAR! Coming into the year, among both hitters and pitchers, Bregman was tied for the 45th-highest projected WAR. He was sixth in projected WAR among Astros, behind Carlos Correa, Jose Altuve, Justin Verlander, Dallas Keuchel, and George Springer.

Right now, Bregman and Verlander are tied atop the Astros’ WAR leaderboard. And Bregman is tied for 10th in all of baseball, around names like Matt Carpenter and Nolan Arenado. It’s not that no one ever saw Bregman coming — he was already a good everyday player, and the Astros did, after all, select him second overall in the 2015 draft. But Bregman has steadily continued to improve, to the point where he’s nearly maxing out his skills. Because of how loaded the Astros’ roster has been, it’s been more difficult for Bregman to stand out. It’s funny to refer to someone as having played in Altuve’s shadow, but Bregman’s completing his star turn, and he should be recognized as such.

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While the AL East race appears to have tilted decisively towards the Red Sox over the past five weeks, an even more dramatic turnaround has taken place in the AL wild card race over an even longer timeline, one involving the Mariners and A’s. This one has yet to be decided, which is good news, because it’s practically the last race standing in the Junior Circuit.

Through June 15, the Mariners were running neck-and-neck with the Astros despite a massive disparity in the two teams’ run differentials, a situation that — as I had illustrated a few days earlier — owed a whole lot to their records in one-run games (22-10 for Seattle, 6-12 for Houston). The A’s, though solidly competitive to that point, were something of an afterthought, far overshadowed by the Mike Trout/Shohei Ohtani show in Anaheim:

On June 16, despite placing Matt Chapman on the disabled list with a contusion on his right thumb, the A’s, who had lost to the Angels 8-4 the night before, kicked off a five-game winning streak, taking the two remaining games of the series that weekend, then two from the Padres at Petco Park and the first game of a four-game set against the White Sox in Chicago. Though they merely split a four-gamer on the South Side, they swept four from the Tigers in Detroit, sparking a six-game winning streak that also included two victories at home against the Indians. Remarkably, they’ve strung together two separate six-game winning streaks since then, as well, one against the Giants (a pair of walk-of wins) at home and the Rangers in Arlington from July 21 to 26 and then another from July 30 through August 5 at home against the Blue Jays and Tigers. Alas, that one ended on Tuesday night against the Dodgers.

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I love pitching. Perfection on the hill is an amalgamation of ability, strength, stamina, philosophy, execution, and tactics, where every pitcher is uniquely assembled in a sea of talent. Some have blistering heat, some a variety of breaking pitches, and others are masters of approach and execution. We often find similarities in their numbers, but the means by which they arrive at those numbers can vary wildly. An understanding of how a pitcher attempts to prevent runs is essential to better understanding the what of his results — and that can most easily be grasped by simply watching him hurl a baseball.

Exactly how one observes a pitching performance can determine a lot about the sort of conclusions one can reach. I’m in the camp that believes there’s a significant choice to be made between watching a game on TV or at the stadium. If the purpose of the evening is to share an emotional experience with thousands of others, then obviously the ballpark is the only real way to facilitate that. If I’m trying to grasp a game’s flow, observe generals manipulating their troops on the fly, and truly grasp how each player is performing on a given night, however, I need the live broadcast. There is no substitute.

With the latter, there is the understated advantage of sitting down and respecting the craft of your team’s daily slinger: the presentation of the game itself. If I want to marvel at the horizontal ride of Aaron Nola’s changeup, I’m hoping he’s playing at a stadium that gets right behind the ball at release. Or maybe I’m curious how much depth Miles Mikolas gets on his curveball. If he’s in Oakland, well, it just isn’t my night.

So today, we’re going to talk about camera angles. Carson Cistulli put together a fantastic ranking back in 2015, showcasing which stadiums were best to watch a pitcher do his thing. Which broadcasts allowed us to see the movement on pitches, their true locations, and exhibit the game for the best eye test possible.

I’ve made thousands and thousands of pitching GIFs in my day (it’s what happens when you run PitcherList.com) and I’m honored to present my personal ranking of camera angles to update Carson’s former piece. I’ve grouped broadcasts into five tiers, showcasing which camera angles are best to observe a pitcher’s arsenal and illuminate what is truly happening on the field.

There is one major issue when making this list that I need to address. These ranks — well, they aren’t exactly consistent across all pitchers in the majors. Not only does the throwing arm of the pitcher matter, but also where he stands on the rubber greatly affects the presentation of a pitch. Let me give you an example. Here is the Milwaukee Brewers’ broadcast:

This looks incredible, right? Straight on camera, not too elevated, but not so low that fastballs look like breaking balls. Now let’s look at three different pitchers:

I think you can see the problem. With the first two, the Brewers create one of the best experiences out there. You can see the subtle ride on Anibal’s heater with clarity and the fade on Brent Suter‘s changeup enough to nod your head in approval. However, I’m sorry to say that Corey Knebel’s fastball does not have six feet of cutting action. It’s an illusion.

Keep this in mind as we go through these tiers. Some of these angles are the perfect balance for all arms. Some of these angles are better than others for certain pitchers. And some are flat out horrible and need to burn in a fire.

I wanted to create as best of a control group as possible when jumping between each stadium’s angle, which led me to choose four different relievers to showcase each broadcast. Our heroes are as follows:

• Archie Bradley
• Blake Treinen
• Edwin Diaz
• Jeremy Jeffress
• Gerrit Cole (Just for Houston. Don’t ask.)

I elected to mostly feature the same pitch with each, save for a few exceptions, to help give you an idea of how each broadcast displays the same pitch. Edwin Diaz has a slightly different windup and rubber location than the rest, which I wanted to include for the sake of showcasing how some camera angles can be better for different arms.

That’s enough of an introduction, let’s get to it.

Tier 1: The Models of Excellence

Whenever I want to enjoy a pitcher — really enjoy him — I try to find a game at one of these stadiums. They have the right amount of zoom, are slightly positioned off center to the right, preventing the pitcher from blocking part of the view, while also preventing the cataclysmic “horizontal illusion” that I previously described with regard to Knebel’s fastball. If only all stadiums had the capacity to place their cameras in the same locations.

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