Archive for Player Analysis

Elieser Hernandez’s Improved Arsenal Makes Him a Rule 5 Pick to Watch

The Miami Marlins lost 105 games in 2019 under the shadow of their latest rebuild. For this franchise, it seems, hope is eternally just over the horizon. But like many rebuilds, the dispiriting results on the field hid some areas of promise.

In the Marlins’ case, people buzzed about some of their young arms. Sandy Alcantara got everyone the most excited with his 2.3 WAR, followed by guys like Pablo Lopez and Trevor Richards who could be called “serviceable’” which is a compliment for what’s essentially a quad-A team. (Before you boo me, know that I’m an Orioles fan.) Caleb Smith and Jordan Yamamoto also got some interest.

Other teams noticed. The Rays acquired Richards and Nick Anderson in the middle of a playoff run. The Diamondbacks did the same with Marlins hurler Zac Gallen. Down in the minors, hitters like Jazz Chisholm and JJ Bleday get attention alongside pitchers like Sixto Sanchez (what a fantastic name!) and Edward Cabrera.

But not many people got excited about Elieser Hernandez. I can understand why they didn’t: he’s not a household name. The Astros signed Hernandez in 2012 just after their much-heralded change in regimes and leagues. He bounced around their minors for awhile before the Marlins snagged him in the 2017 Rule 5 draft. Unless your name is Johan Santana (or maybe Dan Uggla), no one’s going to get excited if you’re picked in the Rule 5 draft. Heading into 2018, John Sickels gave Hernandez a C+ grade and ranked him 22nd among the team’s prospects.

After joining the Marlins, Hernandez was unspectacular in the minor leagues, posting a 21% strikeout rate and 10% walk rate across three levels. He fared much worse on a major league mound, with a 15.9% strikeout rate and 9.5% walk rate alongside a .337 xWOBA in more than 65 innings. Those disappointing stats contributed to a similarly disappointing -0.5 WAR. Read the rest of this entry »


Marcell Ozuna Has a Slice

This article was originally published at Birds on the Black, a St. Louis Cardinals blog. You can find the blog (@birdsontheblack), author (@zjgifford), and artist (@cardinalsgifs) on Twitter.

Back in November, the FanGraphs staff ranked Marcell Ozuna as the seventh-best available free agent. In that article, Kiley McDaniel and the FanGraphs crowd both expected Ozuna would receive a four-year deal, with the median crowdsource estimate coming in at $64 million ($16 million per year) while McDaniel was a little higher at $70 million ($17.5 million per year). Teams could dream on Ozuna’s potential and a return to his 2017 production with relatively minimal risk — since his 2013 debut, Ozuna has consistently produced as an average or better player. Coming into this offseason, he had produced more than 2 WAR in four straight seasons dating back to 2016. Free agents are never a sure bet, but Ozuna seemed pretty close to one at a reasonable price.

Ozuna ended up betting on himself by taking a one-year deal with Atlanta, which was a bit of a surprise. With that context, I wanted to see what happened during his breakout 2017 campaign and what might be holding him back from tapping back into that potential. We’ll start with some numbers: Read the rest of this entry »


Danny Santana Is More Interesting Than You Think

The 2019 season was a respectable, if not particularly remarkable year for the Texas Rangers. Following a 95-loss campaign that cost manager Jeff Banister his job, the Rangers bounced back to a 78-84 record, nowhere close to a wild card berth but nonetheless good for third place in a loaded AL West. On the whole, it’s not a stretch to say it was a successful season in Arlington — 78 wins is an impressive total for a team that lost its two best hitters in July and had exactly two non-replacement-level starting pitchers.

That doesn’t necessarily mean they were fun or interesting. Outside of Lance Lynn and Mike Minor possibly breaking WAR, the most curious thing about the 2019 Rangers may have been the truly out-of-the-blue breakout of Danny Santana. In a nutshell, after a 4-WAR debut in 2014 bolstered by a .405 BABIP, Santana appeared to be an afterthought unlikely to return to being a big-league contributor, checking in at well below replacement level over the subsequent four seasons split between Minnesota and Atlanta. Santana signed a minor league deal with Texas this past January, rewarding them with a 28 HR/21 SB season, slugging .524, and posting a 111 wRC+ across 511 plate appearances, all while playing every position on the diamond past the pitcher’s mound. Quite the turnaround!

Then again, one can’t be blamed for not paying much attention to what Jay Jaffe called “one of [2019’s] most unlikely breakouts.” In the year of the juiced ball, a light-hitting utility guy more than doubling his career home run production wasn’t as newsworthy as it ordinarily would be. Besides, most observers appear inclined to believe that 2019 was more flash in the pan than an All-Star leap. Jaffe concluded that “ability to hit pitchers of both hands will keep him relevant on a daily basis,” while remaining skeptical that another 28-homer performance or .352 wOBA output is in the cards. “A high BABIP paired with a high strikeout rate and a sudden burst of power screams regression,” Jake Mailhot recently opined. Even Rangers blogs are less than sold on his place on the team going forward. Read the rest of this entry »


Who Is Yoshitomo Tsutsugo?

Image result for 筒香 嘉智

Last month, the Tampa Bay Rays signed Japanese slugger Yoshitomo Tsutsugo (筒香 嘉智) to a two-year contract for $12 million. If you add the $2.4 million posting fee paid to the Yokohama Baystars, Tsutsugo’s team in the Japanese League, that would make the Rays’ investment at $14.4 million total for two seasons. The 28-year-old left fielder has been expressing his ambition to play in the majors for years, and he finally found the team to play for. Now the question is who this guy is and how he will fit.

Background

Tsutsugo has been one of the top prospects of Japanese baseball since his younger days. He was one of only two freshmen to hit cleanup in his high school team’s history. In his sophomore year, Tsutsugo led his team to the semifinal in Koshien, the biggest high school baseball tournament in Japan, with a .526 batting average, three home runs, and 14 RBIs in three games. It gained him enough attention to play on his country’s national team. In 2009, Tsutsugo was drafted by the Baystars as the first pick in the Nippon Professional Baseball (NPB) League.

Tsutsugo struggled in Japan until 2014. He struck out too much, and frequent injuries prevented him from playing full-time. Until 2014, he only had one season with more than 100 games played (NPB plays 144 per season). However, Tsutsugo started filling up his minimum at-bats, and his OPS has been over .900 every year since. The peak was 2016, when he hit 44 home runs in 133 games with an OPS of 1.110. He also played for Japan in the 2017 World Baseball Classic as the cleanup hitter and proved his power with three home runs and a .680 SLG in seven games. Throughout his nine-year career in Japan, Tsutsugo hit .285/.382/.528, good for a .910 OPS. The average OPS during that time was around .680 to .720. Yokohama’s superstar was truly one of the league’s elite power hitters. Read the rest of this entry »


Mariners Reveal Their Risk-Loving Nature with Evan White Contract

Do you like to gamble? The Seattle Mariners do. A lot. In fact, Seattle has chosen to introduce substantial risk into its relationship with Evan White this offseason, with little additional expected return. Given all of the action so far this offseason, you could be forgiven for paying little attention to this particular transaction back in November. But it’s an unusual type of deal that some analysts believe could become more common in future years, and it raises some thorny questions about financial risk management.

When I first read reports that some players were criticizing White — a 23-year-old first-base prospect who has never played above Double-A — for signing a long-term contract with the M’s, I was a little taken aback. My initial reaction to the deal had been the opposite: I couldn’t understand why the Mariners would lock themselves into paying a minimum of $24 million to a player who had never taken an at-bat in Triple-A, much less the majors, and who they would have had team control over through at least his age-29 or age-30 season (depending on when they call him up) in the absence of any long-term contract. If the Mariners simply played it year-by-year with White and he ends up being an above-average major leaguer — or even a star — they could expect to pay him somewhere in the range of $24 million through his six years of pre-arbitration and arbitration years. And if White ends up being a complete or near-complete bust (as is quite possible), the Mariners could have cut him loose while paying him a negligible sum.

And from White’s perspective, if he takes a cold, hard look at the numbers, the probability of him making less than $24 million in his career absent this contract is quite high. Some research indicates that the bust rate for hitters ranked in the bottom half of top 100 prospects and assigned an OFP of 55 on the scouting scale (as Baseball Prospectus did this offseason) is as high as 30-40%. If I’m Evan White, and I assess that there is a greater than, say, 1-in-4 chance that I end up making no more money in my baseball career, you don’t have to ask me twice to sign a contract that guarantees me somewhere between $24 and $55 million. I’m popping the champagne that night and paying for all of my friends to join me on a celebratory trip to Vegas. Read the rest of this entry »


Fixing Zack Wheeler’s Fastball Mix

Although he may not have been one of truly few elite free agents on the market, Zack Wheeler was a very big signing for Philadelphia, agreeing to a five-year contract worth $118 million. Over the past two years, Wheeler’s amassed an fWAR of 8.9 in 377.2 innings while posting above-average strikeout and walk rates. Additionally, his underlying metrics have also been strong over the past two seasons, and they don’t signal any drastic mean reversals in performance. Granted, there is obviously still risk here. Wheeler missed the 2015 season and the start of 2016 with a UCL tear, and he was shut down upon his return with a flexor strain. Furthermore, this past July he was shut down with shoulder fatigue, limiting the Mets’ ability to market him to potential suitors at the trade deadline.

One of the most interesting storylines in the game is player development. At the moment, the most analytically inclined teams are thriving at meshing the data with coaching, and the gap is only growing. These teams are creating new players. This is particularly important when signing free agents given the current contract negotiation dynamics. The teams and players have access to most of the same information, with the $/WAR metric playing a central role in future valuations, and if you can “create” a new player who beats the projections, you’re generating additional value for your club.

In terms of Wheeler, I think I have a bit of a theory on how to generate that marginal value through a tweak in his approach. The biggest change in Wheeler’s approach between 2018 and 2019 was in his usage of his fastballs and his changeup. In 2018, the righty threw his four-seam fastball almost three times as frequently as his two-seamer, and his changeup was almost almost non-existent. (Disclaimer: I believe that there may be an error in Statcasts’ classification of Wheeler’s splitter and changeup — they may actually be the same pitch). Read the rest of this entry »


Using Objective Feedback to Drive Hitting Programming and Evaluate Progress at LSU Shreveport

The Louisiana State University Shreveport Pilots are an NAIA team in Shreveport, Louisiana competing in the Red River Athletic Conference. This article was written by Brent Lavallee and David Howell. Brent Lavallee is the Head Coach of the Pilots and David Howell is the Director of Player Development, Director of R&D, and Assistant Pitching Coach.

Introduction

With the rise of affordable bat sensors, we no longer have to rely on only the eye test when it comes to evaluating swings. Gone are the days of attempting to evaluate a hitter’s progress based on the small sample of fall games, or how well they seem to be hitting flips at the end of the season. Even the days of measuring exit velocity during tee work with a radar gun are comparatively basic with what can be accomplished with a sub-$200 Bluetooth sensor.

Blast sensor attached to the knob of a bat.

At LSU Shreveport, we started using Blast Motion sensors this fall, which are placed on the knob of a bat and measure metrics such as bat speed, attack angle, rotational acceleration, and more. The sensors work by taking into account the characteristics of a bat (length, weight, etc.) and derive swing metrics when hitters make contact. Read the rest of this entry »


Spin Trends by Pitching Staff

With the 2019 season firmly in the books and the expanded offering of spin-related pitching data now readily available across the internet, I decided it was time to take a hard look at every team’s pitching staff. The hope in doing so was to identify a trend, if any, within the spin metrics of the best clubs. Do any staffs have a noticeable tendency to use pitchers with a specific spin profile?

To answer this, I pulled together every pitcher and their average spin metrics for each pitch type that they threw a qualified amount of times (30-plus in most cases) in 2019. This meant ignoring splitters because of sample size considerations. I was also tempted to use Bauer Units — a proxy for spin rate divided by velocity, as well as a nod to Trevor Bauer — to control for velocity in this study, but I decided to keep this post more straightforward. The study instead uses raw spin rate, horizontal and vertical movement, and spin efficiency as reported by Baseball Savant. I then aggregated the players’ data by the team they finished the season with to create an average spin profile for every team. This team profile weighs all of their qualified pitchers equally.

Once I was able to establish what the normal team looks like across those categories, I wanted to identify any clear outliers to possibly show where organizations consciously emphasized certain metrics. To do that, I produced league rankings and standard deviations for each category based on the team averages. Read the rest of this entry »


2019’s Quietest Breakout

The 2019 Reds were an enigma. They had the firepower, led by the homer-happy Eugenio Suarez. They had the rookie sensation, Aristides Aquino, who dingered like it was nobody’s business. On the pitching side, they had a steady crop of reliable pitchers. Sonny Gray was the unquestionable ace of the staff while the quartet of Raisel Iglesias, Michael Lorenzen, Amir Garrett, and Robert Stephenson anchored the pen. Despite all that, they finished with a lowly 75-87 record, 16 games behind the first-place Cardinals.

Going into 2019, no one would have guessed how pivotal of a role Stephenson, 26, would have played. He came into the year with a career 5.47 ERA, a 5.50 FIP, and a 1.673 WHIP over the past three seasons. His career was clearly at a crossroads; He was a former top prospect who hadn’t shown sustained success at the major-league level. He spent much of 2018 in the minors, regaining his mojo, pitching to a 2.87 ERA in 20 starts with the Louisville Bats, Cincinnati’s Triple-A affiliate.

The Reds announced at the end of spring training that Stephenson would start 2019 out of the bullpen. Since Stephenson was out of options, this year was most likely the last chance he would get in Cincinnati. It became a make-or-break, sink-or-swim, pitch-well-or-ya-gone type of campaign. Despite all of the stress and lack of previous MLB success, Stephenson engineered one of the most unheard and unlikely breakout seasons in 2019.

His Baseball Savant page is a thing of beauty. His xBA, xSLG, hard-hit percentage, and xwOBA all rank in the top 5% of all pitchers in 2019, while his strikeout percentage, fastball velocity, and exit velocity against placed him in or over the 25th percentile. Read the rest of this entry »


How the Nationals Outsmarted Paul Goldschmidt in the NLCS

The NLCS had a weird feel to it from the get go. The Nationals’ pitching was stupendous, balls hit off the bat that sounded like towering home runs were dying on the warning track, and of course, the Cardinals bats never woke up. This was a bit unexpected considering the club’s monster first inning in Atlanta during game 5 of the NLDS. We were all waiting for the Cardinals offense to appear, but it never showed up, as they only scored six runs in a four-game sweep by the Nationals.

Nobody could seem to get anything going offensively. Instead of searching for answers for all the Cardinal batters, let’s just look at one. While Paul Goldschmidt had his worst season offensively with a .346 wOBA, he is still the thunder in the St. Louis lineup. How exactly did the Nationals pitch to Goldschmidt, and why couldn’t he succeed in the series?

On one hand, the Nationals pitchers were outstanding. They were putting pitches right on the edge of the plate and mixing their pitch selection well. When you have Max Scherzer, Stephen Strasburg, and Patrick Corbin in your starting rotation, your opponent is going to have a difficult time. Additionally, Anibal Sanchez had a great game. Meanwhile, Goldschmidt went 1-for-16 with nine strikeouts in the series. He did seem to experience a little bit of bad luck with a few hard hit balls. In Game 4, he hit a ball 101.4 mph that went 340 feet, and he had another two hard-hit outs in Game 2. One traveled 316 feet that was hit 95.9 mph off the bat, and another traveled 284 feet that was hit 108.1 mph. That may not make him feel tons better about his performance given the nine strikeouts.

It is not surprising that Anibal Sanchez was able to succeed in his three times facing Goldschmidt in Game 1. Sanchez used the cutter and sinker well in that game. While his sinker generated an unimpressive .387 wOBA this year, his cutter was lethal with a .260 wOBA. Goldschmidt had a .350 wOBA against sinkers and a .317 wOBA against cutters. Those numbers are going to add to some underwhelming results. Sanchez utilized the sinker and cutter well and put them in difficult locations against Goldschmidt. During the second at-bat, Sanchez generated similar results. Read the rest of this entry »