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  • Press Release: BaseballCloud Acquires Super Camera Provider, Aqueti

    Press Release: BaseballCloud Acquires Super Camera Provider, Aqueti

    FOR IMMEDIATE RELEASE

    June 29, 2022

    LONGWOOD, Florida – Data analytics and visualization company, BaseballCloud, has acquired multi-array camera imaging system and video platform company, Aqueti Inc. Aqueti was founded by Professor David Brady and Duke University in 2013, and is best known for their patented lens and micro camera modules and proprietary data compression software. The acquisition is the latest of many for BaseballCloud, as they continue to create a universal platform for interactive data, video, and multimedia. Last year, the company acquired Yakkertech Ltd., the largest optical tracking system provider in amateur sports.

    With the acquisition, BaseballCloud will incorporate Aqueti’s technology into Yakkertech’s system to enhance data quality, incorporate video, and streamline new media initiatives within the industry. BaseballCloud plans to roll out a new multi-array Yakkertech system, alongside Aqueti’s technology, that will leverage advancements in optical engineering to help ensure data quality, visual acuity, and reduce system costs.

    Sean Cashman, President of Yakkertech, highlights what this means for the industry, “Over the last year we have worked extensively with Dave and his team, what his technology can do is going to change the entire data landscape for the broader market.”

    Aqueti, led by David Brady, is the leader in array super cameras. Aqueti cameras form images by digitally combining data from an array of micro-cameras. These images become interactive digital streams that their technology allows multiple users to manipulate. Users can control the spatial resolution, field-of-view, and time window to meet their application needs. Aqueti’s premier Mantis camera, a 19-lens camera with processors that combine images into a 100-megapixel frame, allows users to zoom in to reveal extraordinary detail. 

    David Brady led the joint Duke University and University of Arizona team that built the world’s first gigapixel camera in 2012. He will be joining the BaseballCloud team, effectively immediately as the CTO. Looking to expand his technology into BaseballCloud’s multimedia platform. Brady notes that “BaseballCloud delivers revolutionary media combining data and visualization. Integrating this platform with YakkerTech’s world-leading data analytics and Aqueti’s gigapixel camera technology will bring physical sports into the metaverse and enable true social media.”

    BaseballCloud will also be looking to expand their technology platform beyond sports. Aqueti cameras are used for wide area highway, railway, campus and city security with partners in public safety and security across the globe.

    According to Brady, “While networking, computing and storage have improved by orders of magnitude over the past quarter century, folks waiting for clips to download know that video is not much better than it was when “I love Lucy” was broadcast. Content delivery, multimedia visualization and data management from BaseballCloud, AI-forward processing fromYakkerTech and array camera hardware from Aqueti will create unimaginably rich new media.”

    In the age of artificial intelligence and virtual reality, BaseballCloud is committed to expanding participation and enjoyment of physical sports. Through these acquisitions, we will empower millions of players to understand, improve and share their game.

    Kevin Davidson, CEO of BaseballCloud, echoes Brady’s optimism regarding the fusion of the three companies, stating, “We created BaseballCloud to manage the deluge of data from the modern game, but we quickly found that the quality and quantity of data could not meet demand. With the addition of YakkerTech and Aqueti, we have the unique ability to see and understand everything the game has to offer.”

    President of DS Sports Ventures and BaseballCloud Co-Founder, Joe Sleiman, adds, “BaseballCloud empowers the player with information. YakkerTech analytics and Aqueti imagery are part of our unceasing quest to help players, coaches and fans understand themselves, each other and the game. The integration of cloud media, AI-analytics and gigapixel cameras is an example of 1 plus 1 plus 1 equals 111. Our integrated platform will be the first end to end system for intelligent ultra-high resolution media.”

    Read about BaseballCloud’s acquisition of Yakkertech, Ltd. here.

    June 29, 2022
    Press Release
    PR
  • Yordan Alvarez’s Incredible Start to 2022

    As many baseball fans are well aware, there has been a lot of controversy within this 2022 season in regards to the “deadening” of the baseballs being used as well as the distances of the outfield wall in numerous ballparks. This all seems to be going in one ear and out the other for Yordan Alvarez who is demolishing baseballs at an alarming rate. He has performed so well this 2022 season that the Astros decided in the middle of the season to sign him to a six year $115 million deal. The question is, what is contributing to Air-Yordan’s success? What changes has he made from years prior? And where is the individual in the Dodgers front office that let Yordan Alvarez go for Josh Fields?

    Where does Yordan sit comparatively?

    A quick look at Baseball Savant and MLB.com will tell you almost everything you need to know about Yordan’s start to the 2022 season. He has improved dramatically in all major statistical categories in comparison to years prior in his career. The following statistics depict just that:

    • Top 100 percentile of current MLB players in xwOBA, xBA, xSLG and HardHit%
    • Top 99 percentile of current MLB players in Avg Exit Velocity
    • Top 96 percentile of current MLB players in Max Exit Velocity
    • Top 95 percentile of current MLB players in Barrel%
    • Top 91 percentile of current MLB players in BB%
    • Top 86 percentile of current MLB players in Chase Rate
    • Top 82 percentile of current MLB players in K%
    • 3rd in the MLB in AB/HR with an 11.82 average
    • 4th in the MLB with 17 Homeruns
    • 4th in the MLB in OBP % with a .409
    • 4th in the MLB in OPS % with a 1.031
    • 5th in the MLB in ISO% with a .308
    • 6th in the MLB in SLG % with a .622
    • 8th in the MLB in RBI with 43
    • 9th in the MLB in Total Bases with 125
    • 10th in the MLB in BB/K with a .838

    The main question I am sure many of you will have when reading this article is; if you are going to write about a guy hitting for power, why are you writing an article about Yordan Alvarez and not Aaron Judge considering Judge is leading the MLB in HR, SLG, and OPS?

    Well, one reason would admittedly be bias (my Houston ties run deep). However, the main reason would be in the plate discipline between the two power hitting outfielders. Everyone loves a guy that can go deep, but there is something to be said about a guy that can consistently hit the ball hard while also laying off bad pitches and taking the free passes when they come.

    That is the biggest difference between Aaron Judge and Yordan Alvarez. Both mash the baseball at similar rates. Both individuals have an AVG and OBP that varies at max by 4 points. However Judge strikes out a lot more, and walks less in comparison. Statistically, Judge K’s 8.9% more than Yordan and walks 2% less as well (Judge has 64 Strikeouts and 29 walks to Yordan’s 38 Strikeouts and 31 walks). Judge also has a higher Whiff% for each pitch type. Judge’s Whiff% is higher than Yordan’s by 0.6% on fastballs, 5.2% on breaking pitches, and 8.9% on off-speed. All of this leads to Yordan having an On Base Percentage that is 22 points higher than that of Aaron Judge.

    Now all of this shouldn’t take away from the monster start that Aaron Judge is having with the Yankees. Judge has already hit 24 homeruns for the Yankees (given the fact that his home ballpark is 8 feet farther than Yordan’s in terms of pull side distance) and has an OPS of 1.059. However, I do not feel like his plate discipline comes close to the plate discipline of Yordan Alvarez.

    Yordan baseball, Yordan alvarez fantasy 2022 ,did the mlb ban the shift for 2022, Yordan Alvarez, Air Yordan

    Where is the Success Coming From?

    Yordan baseball, Yordan alvarez fantasy 2022 ,did the mlb ban the shift for 2022, Yordan Alvarez, Air Yordan

    When looking into Yordan’s 2022 season, there are a couple of intriguing things I noticed in comparison to previous seasons. For starters, he is seeing more fastballs and less breaking balls than he did in years past (2022: 57% FB, 26% BB ; 2021: 53.7% FB, 29.6% BB). The reason for the increase in fastballs could be due to the fact that in the 2021 season Yordan had a 19.6% PutAway percentage on the fastball. However, this season, that percentage has diminished to 12.1%. He has also chased a lot less pitches this year in comparison to years prior. Currently, Yordan sits a healthy 4.3% lower than his career average in Chase%. This directly correlates to his lowering of K% by 8.6%. With the strikeouts decreasing and the walks increasing, it is obvious that Yordan has made some adjustments to his approach and his plate discipline. But on top of that, he also has made an adjustment in the contact that he is making with the baseball as well. Neglecting Yordan’s 2020 season (only saw 35 pitches) in his other two active seasons he had an average launch angle of 13.75. This season, he has a launch angle of 11.1. His sweet spot percentage has stayed around the same 40% clip, but his HardHit% and Barrel% has dramatically increased with an increase in average Exit Velocity of 3 MPH. Hard hit ground balls and line drives almost always have a direct correlation with run production and overall success. All of this together has contributed to Yordan Alvarez being one of the most dangerous cleanup hitters in the Major Leagues.

    What Does the Future for Alvarez Look Like?

    As many Baseball fans are aware, the offseason was absurd. One big thing that was discussed during the meetings between the MLBPA and the MLB was the banning of the shift. If this were to happen, I am very intrigued in how Yordan Alvarez’s numbers could possibly look. Taking Statcast shift statistics into effect, it has been determined that Yordan has been shifted in 86.4% of his at bats this season. Luckily, this hasn’t effected his wOBA much due to the fact that it is a .437 with the shift vs a .434 without it. However, his groundball and pull percentages are a little bit higher this year than they normally are. Luckily enough for him, his weak contact percentage is 4 times lower than his career average. So, in essence, he is mashing balls straight into the shift and simply beating it. My question is what differential could there be in batting average for Yordan if a shift ban were to be implemented? Would he begin to see more backdoor breaking pitches to account for a less stout right side of the infield? Would his fastball percentage go down to account for the fact that there are no longer 4 people on the right side of the infield? Considering his Whiff % is very middle of the road in comparison to the rest of the league, what would that percentage end up looking like if he began to see less fastballs?

    Yordan baseball, Yordan alvarez fantasy 2022 ,did the mlb ban the shift for 2022, Yordan Alvarez, Air Yordan

    Final Thoughts on the Astros $115 Million Dollar Man

    At the end of the day, I do not think it is a stretch to state that Yordan Alvarez is one of the most dangerous hitters in the league at this current point in time. The adjustments that Yordan has made in his approach at the plate has directly contributed to his ability to strikeout less and get deeper into counts. This of course has allowed Yordan to get pitches that he is looking to do damage with which has led to 17 homeruns, a .314 batting average, and a .623 Slugging percentage.

    Oh, and lets not forget the fact that his average Exit Velocity is 96 MPH. If you are on the right side of the infield, watch your lips! And if you are the individual in the Dodgers front office that exchanged the keys to a Lamborghini for a Toyota Camry, I am sorry for your everyday agony.

    June 15, 2022
    MLB Baseball
  • A Deep Dive on Cooper Hjerpe – A Pitching Unicorn

    In years past, there wouldn’t be a need to write how statistically the best draft-eligible college pitcher deserves to be the first college arm picked in the upcoming draft. Arguably one look at the accolades usually suffices in justification.

    However, in 2022 we face a different scenario with a depleted top-of-the-line college pitching depth. Due to this lack of depth, opinions vary far and wide on who warrants the title of first college arm selected. Possibilities range from Blade Tidwell, Gabriel Hughes, Connor Prielipp, Carson Whisenhunt, and Cooper Hjerpe. Each pitcher in their own right embodies traits that overlap with past first-rounders, while each has their own risk ranging from health to profile concerns. Each of the five arms has their distinct profile, so a pick will likely come down to a team’s preference with what fits its organizational philosophy, as opposed to a consensus top arm.

    However, I don’t think that should be the case for the 2022 Draft. This is my analytical breakdown of why Cooper Hjerpe is the clear top college arm eligible in the upcoming draft class. 

    Arsenal Breakdown

    Fastball: Hjerpe’s fastball generates average movement with its run and rise, nearly mirroring each other in the mid-teens. But, it is essential to contextualize the movement with where the pitch is coming from. Hjerpe works from a low release height and can generate such absurd movement numbers even from a low release. To pair with his low release height, he throws his fastball from a sub 4-4.5 vertical approach angle, resulting in a very flat delivery from release. The significance of the combination of movement, release height, and VAA is that research has 1) shown that flatter VAAs correlate to higher whiff % in fastballs and 2) rising movement is harder to generate from lower release heights as pitchers tend to work more east to west. The holy trinity combination of these fastball traits combines for a dynamic fastball in raw nature that allows it to play up even with “lower” velocity as Hjerpe tends to sit 89-92. 

    Cooper Hjerpe baseball, cooper hjerpe, rising slider pitch, pro command pitching target, cooper hjerpe

    Slider: Hjerpe’s go-to offspeed pitch is an absolute demon averaging around 15 inches of sweep with above-average spin. Building upon his sweeping slider, Hjerpe delivers his slider from an optimal steeper VAA that leads to more whiffs in the strike zone. The delivery of his wide slider at a steep VAA and low release height creates an optimal usage zone located in the bottom third of the strike zone. Additionally, the profile of his slider differentiates well off his fastball as there is a 15+ inch difference in IVB between the two. 

    Cooper Hjerpe baseball, cooper hjerpe, rising slider pitch, pro command pitching target, cooper hjerpe

    Changeup: Hjerpe’s changeup, which in my opinion, is massively underrated as he essentially has been able to dominate off his FB and SL combination alone. Hjerpe’s CH spin is nearly identical to his FB spin, but the main difference is the movement. Hjerpe’s changeup has minimal rise/sink and is dominant with lateral fading movement in the high teens. This shows how his CH is so effective as it has overlapping characteristics with his FB thus creating a great illusion out of his hand.

    Cooper Hjerpe baseball, cooper hjerpe, rising slider pitch, pro command pitching target, cooper hjerpe

    Cutter: Lastly, the newest pitch to Hjerpe’s arsenal is a cutter. This pitch has a distinct enough tweener profile that lets him use it differently than how he would typically use his slider and fastball independently of one another. Hjerpe’s cutter is a significantly harder version of his slider, averaging 85 MPH with less sweep. The cutter provides great flexibility with how Hjerpe employs his arsenal and looks like a pitch that will be used more as he ascends through pro-ball.

    Cooper Hjerpe baseball, cooper hjerpe, rising slider pitch, pro command pitching target, cooper hjerpe

    Pitch Sequencing

    After understanding Hjerpe’s arsenal and pitch characteristics, we need to analyze how Hjerpe uses it and if he is optimal with target zones and usage splits. Hjerpe hurls his fastball consistently in the upper part of the strike zone, allowing its rising and other unique characteristics to eat in its desired target zone. Hjerpe is more vulnerable with his fastball in the lower middle to bottom third of the strike zone as it can be susceptible to rise into the heart of the plate. Moreso, Hjerpe can live on the edges of the plate and is fearless in pounding hitters inside. Arguably one of his best pitching traits is that he can command both sides of the plate and is versatile with his fastball command. 

    Hjerpe tends to go back door with his slider, letting it sweep and brush over the outer edge of the plate. As mentioned before, Hjerpe’s slider has a high amount of sweep and steeper VAA, so in theory, it should have a target zone of the lower part of the strike zone, which he does execute at a high clip. 

    Lastly, his changeup has a slight rise and is almost entirely an east to west pitch. Like his high sweeping slider, Hjerpe shoves his changeup towards the bottom of the strike zone and on the edges. He understands that his characteristics are optimized to generate weak contact and whiffs in this specific target zone, and he can consistently execute pitches in his target zone. 

    Due to the target zone optimization with Hjerpe’s pitches, he possesses high confidence in each pitch. He holds high dimensionality as a pitcher and can throw any of his pitches in any count or situation. His pitchability is highly regarded as he understands how to dissect hitters instead of hurling and hoping.

    Delivery Breakdown

    Another aspect of what drives Hjerpe’s value is his delivery. First and foremost, his delivery is funky, and we know that. I’m all for funky deliveries as long as they have clean arm action and repeatability. Guess what? Hjerpe checks both boxes.

    He pitches with a steady rocking rhythm that sets a comfortable pace while pitching. Hjerpe operates from the first base side of the rubber and rotates his upper body in upon leg lift, already creating a tough, deceptive angle to pick up the baseball. Hjerpe works with a short “slingshot” like arm action with a medium tightness to his body. When extending his arm backward when loading up his slingshot, Hjerpe keeps the ball almost entirely behind his head and body, giving the hitter very little to pick up on and track. Upon gearing up for releasing the ball, Hjerpe naturally creates arm lag that hides his wrist behind his arm before pronating his wrist with a great extension down the bump. This heightens Hjerpe’s deception as his entire operation allows him to manipulate a near-hidden baseball with a slingshot finish. Hjerpe incorporates impressive hip flexibility with significant hip and shoulder separation leading to high stack that creates great energy transfer towards the plate. This bodes well for Hjerpe’s future development as it shows he is capable of athletic and flexible movements as a pitcher. 

    Batted Ball Profile

    Another enticing part of Hjerpe is that he presents a great batted ball profile from hitters and has ideal outcomes of a high K% and higher GB%. His entire pitching operation and arsenal are tailor-made to generate whiffs and groundballs at a high clip. In his 2022 season, Hjerpe has 44% GB and 43% K rates. This is optimal for Hjerpe as it makes him less vulnerable to the long ball as he goes through pro ball and, inevitably, the big leagues. 

    Ceiling / Floor

    Overall, with his combination of ceiling and floor, Hjerpe has arguably the best value of any college pitcher. As good as he is now, I believe there is much more to be obtained with Hjerpe. I’m all in on thinking he can get his fastball to sit more 92-94 with added strength and a big-league throwing program. Additionally, his new cutter this year provides a lot of flexibility with his arsenal in the near future. It gives him the potential of a fourth weapon to his already lethal arsenal. His cutter holds potential to be further developed and used at a higher rate giving him less reliance on his slider when facing hitters. The floor aspect of Hjerpe lies in the fact that because of his polish, he should need very little development in the minor leagues and can arguably be a bullpen weapon for a contending team in the late part of the MLB season. His arsenal has proven to get outs, and whether that’s in a SP or even a Josh Hader-lite role, you can expect that Hjerpe will be able to get outs at the big league level. How do you want to approach his development, and how much patience do you have as an organization? There is plenty of more left in the tank with his ability, and I genuinely think that passing over him for another college arm in the draft is a mistake and misunderstanding of his skills and potential as a pitcher. 

    • Twitter
    June 15, 2022
    MLB Draft
    Analytics, College Baseball, Cooper Hjerpe, MLB Draft, Oregon State, Pitching
  • The Case of Ben Joyce

    Tennessee has been utterly dominant this college baseball season. They’ve lost one series all year. They lead the nation in Home Runs, ERA, and WHIP and are at the top in runs scored, OPS, and K/9. Their schedule features sweeps against Ole Miss, Vanderbilt, Florida, and Mississippi State (all of which were preseason top 10 teams). This team could have multiple first round picks in this year’s MLB Draft. An important question to consider here: Does Ben Joyce belong in that conversation?

    Ben Joyce has become very well-known on the college baseball scene after breaking the record for the fastest pitch ever recorded in a college game.

    For everyone asking, this was the Ben Joyce pitch that was clocked at 105.5 mph on our @Yakkertech system. As you'll hear in the clip, the stadium gun registered it at 104 mph. Unreal stuff.#GBO // #Gas pic.twitter.com/wQfgp1H6HA

    — Tennessee Baseball (@Vol_Baseball) May 2, 2022

    Joyce touches 100 MPH with ease. His average fastball velocity sits at 99.5 MPH. The incredible velo of course screams Major League arm.

    Let’s take a look at Joyce’s overall profile. Joyce has some of the most prolific stuff in college baseball. When looking only at pure stuff, his fastball would rank among the top pitches in all of professional baseball.

    Purely in terms of horizontal and vertical movement, Joyce’s fastball does not necessarily stand out. However, Joyce contains other unique, outlier traits which help create a dominant pitch. The absurd velocity, paired with a low release point and a flat Vertical Approach Angle, allow the pitch to overcome its somewhat vanilla movement profile. His low release point helps create this flat VAA which provides a tough look important for inducing whiffs and missing barrels. The 100 MPH + velo puts this unique look over the top and helps elevate it to one of the best pitches in the game today.

    Another thing of note is that Joyce actually gets a decent amount of Vertical Break on his fastball from his specific release point. In fact, its above-average when compared to MLB pitchers at his release height and lower. This only adds to the deception and quality of the pitch.

    Joyce’s fastball is really only comparable to a few MLB pitches. The combination of velocity and release point is a true outlier.

    VeloSpinTiltV rel-ptH rel-ptVBHBVAAHAA
    Andrés Muñoz99.72,1921:385.2-1.513.0-11.4-3.9-0.3
    Craig Kimbrel96.92,2621:344.8-3.014.2-10.7-3.7-2.3
    Edwin Díaz98.82,2881:504.8-2.311.5-14.8-3.8-1.0
    Courtesy of Alex Chamberlain’s Pitch Leaderboard

    Kimbrel and Díaz are the closest in release point while Muñoz is closer in movement profile and velocity. Only six MLB fastballs (including sinkers) since 2020 have had an avg MPH of at least 99.5. Only four of these were thrown more than 30 times. Joyce has thrown over 450 this season. This attests to the uniqueness of Ben Joyce’s fastball and what it would represent at the next level.

    Joyce pairs this outlier fastball with a tremendous sweeper that generates above-average horizontal break. This pitch on its own would be a very good MLB pitch and becomes nearly unhittable when tunneled with a 105 MPH fastball coming from a low release point. Just look at some of the swings Joyce generates on the sweeper. Joyce also mixes in a changeup, but primarily uses his two-pitch mix of fastball-slider.

    When your Fastball T105.5 mph…

    You might get some really bad chases on your slider. 😂 pic.twitter.com/2icj7oP9vL

    — Rob Friedman (@PitchingNinja) May 14, 2022

    As of April 22, Mason McRae’s Stuff+ model had Ben Joyce at an overall Stuff+ value of 249, with 100 being league average. The next closest was at 189 overall. His fastball Stuff+ was valued in at 258 with the closest being 200. His slider Stuff+ was valued at 203 with the next closest at 187. His primary two pitches ranked as the best in their respective pitch classifications. The eye test could tell you that Ben Joyce has outlier stuff and the data only confirms this.

    Tennessee has recently deployed Ben Joyce as a starting pitcher. He went 4 innings in both outings and seemed to handle the role quite well (8 IP, 4 H, 12 K, 2 BB, 3 ER -coming on 2 HR in his 4th inning). I think Joyce still projects as a high leverage reliever, but the starts are encouraging and important when considering overall versatility as a pitcher.

    Enough about how good Ben Joyce’s stuff is. Now onto the important question.

    How early should a team draft Ben Joyce?

    Ben Joyce presents a low cost of acquisition for a potentially elite reliever. He could join a team’s minor league system as early as late July and hit the ground running. Joyce would have to be called up to the big league club before the August 31 deadline in order to be eligible for the postseason roster. If the stuff is major league ready and he’s adequately ramped up following TJ surgery (roughly 20 months post-op), why not test it out? Worst case he struggles at the big league level and is sent back down and put on a more traditional developmental progression. Best case you’ve gained a stud reliever for a postseason push who consistently throws over 100 MPH with a potentially legit sweeper to back it up. Regardless, the stuff will still be there and should translate at the next level independent of other factors (command, experience, etc).

    The knocks on Joyce have to do with his command, sustainability, and overall future value. No matter who you are, it is incredibly difficult to command a pitch moving over 100 MPH. Luckily with Joyce, the overall stuff quality of his fastball affords him extra room for error compared to the average fastball. He doesn’t need to have pin-point command to have success with the fastball. As long as he’s throwing strikes, the stuff should take care of itself.

    Also, his premium size and athleticism should bode well for adjustments required at the pro level. Joyce’s body has been built to throw at incredibly high speeds and will hopefully maintain with continued increases in mobility and movement patterns in a pro system.

    What are Ben Joyce's lifting stats?🔥

    ✅345 lb bench
    ✅635 lb trap bar deadlift
    ✅Can easily dunk a basketball

    This is top 1% strength for a D1 pitcher, but it's exceptionally rare that guys this strong also have elite mobility, levers AND mechanics.

    That's an outlier combo. pic.twitter.com/Uf4WpfdN8w

    — Ben Brewster (@TreadAthletics) May 4, 2022

    Aroldis Chapman is one of the premier examples of an absolute flame thrower anchoring the back end of a bullpen. Chapman is currently in his 12th season at age 34. It wasn’t until 12 years in that he has started to experience a concerning dip in velo. The career of Aroldis Chapman is likely a 99th percentile outcome for any power reliever, especially someone in a situation like Ben Joyce. There’s relatively limited college action on his arm, so the wear and tear from a workload perspective isn’t substantial. He’s made a successful recovery from Tommy John Surgery and is throwing 105 nearly 20 months post surgery. His athleticism, mobility, movement patterns, and work ethic should provide a strong base for success at the next level.

    Another factor. Elite relievers inherently produce less value than great/elite starting pitchers. In 2021, Liam Hendriks led all reliever in fWAR at 2.7. This would have ranked 45th among starting pitchers with at least 100 IP. Of course, overall workload plays a large factor in overall value. WAR also isn’t the final say in a player’s worth, but it gives us a baseline. Nonetheless, relievers throw less than starting pitchers in nature and the consensus on their overall value varies heavily. If Ben Joyce clearly projects as a future reliever, the question remains of how highly he will be valued.

    Let’s say Joyce produces three years of above-average production in a major league bullpen. Was the pick worth it considering they could have found another player who reaches the big leagues five years down the road and produces even more years of quality MLB service time? Even if he reaches his 90th percentile outcome of an absolutely dominant MLB reliever for a sustained period of time, is the pick still justifiable over the likes of a potential middle of the rotation arm or middle of the lineup bat at more premium positions? If a contending team picking on the back side of the first round has a few players graded similarly overall (positional adjusted), do they take Ben Joyce over a guy like Noah Schultz (speaking of outliers) or Jordan Beck? The opportunity cost of a future high-end starter or a surprisingly athletic power bat in a corner outfield spot in a few years may be hard to justify for the price of an elite reliever.

    Professional sports drafts naturally provoke these types of questions. Of course, data and organizational models have become a large part of the decision making process. But, nonetheless, the draft presents a few significant behavioral economic theories to consider. Let’s use 6’8″ LHP Noah Schultz for comparison.

    Noah Schultz (‘22 IL) was loud in his single inning look. Sat 94-96, plenty at the upper end, usual weapon SL with 3000+ RPMs & good CH @ 85. 1st round stuff, SL-FB-CH shown. #Vandy commit. #PGHS #PGDraft pic.twitter.com/FDPIGoW0Yq

    — Perfect Game Illinois (@PG_Illinois) May 13, 2022

    Schultz is another extreme outlier profile who the consensus projects to be taken anywhere between the mid First to early Second. By selecting Ben Joyce over Noah Schultz (given that they were graded the same), an organization would be implicitly discounting their future selfs. The notion of present bias is difficult to avoid with many life decisions and appears particularly in this scenario. Present bias describes the phenomenon of people making decisions in favor of immediate outcomes rather than future outcomes. Contrary to the standard assumption of constant discount rate, an executive or team with present-biased preferences has a high discount rate, meaning that they heavily discount the future and place less weight on future utility.

    With a higher discount rate, a contending team would likely take a chance on Ben Joyce this year with hopes that he will emerge as a valuable relief weapon in the immediate for a lower acquisition cost that a Major League reliever of his stature would typically be worth. They’re willing to take this risk with Joyce’s power and quality of stuff whose Major League window is now and very much unknown how sustainable or successful it may be. This same contending team may instead opt to select Noah Schultz. Schultz is only 18 years old and has a tremendous frame to grow into and develop. His Major League window is still quite a few years down the line but that’s not to understate his potential future value. A team would take Schultz with a plan to develop his already plus FB/SL mix from an outlier release and sculpt a more well-rounded starting pitching profile. Joyce is drafted for what he can do now and Schultz is drafted for what his tools and frame suggest he can be in the future. Neither is guaranteed to succeed in the minor leagues or at the big league level. There is no clear cut answer as to which is a “safer” pick. Of course there is uncertainty with every pick and situation in the MLB Draft. Teams are looking to minimize as much risk as possible while setting themselves up for current and future success.

    Zach Davies: What Changed?
    From 2019 FanGraphs article valuing draft picks

    This same behavioral theory is often displayed in the NFL Draft when analyzing teams and their decisions to trade up or down in the draft. The MLB has not yet reached that stage, but the same logic applies on a different scale. In order to avoid present bias and future discounting, a team would have to be sure that Ben Joyce is a better prospect than the alternative, regardless of the immediate value he can provide. The notion of discounting the future and placing more weight on the present is another way to think about this draft pick. This isn’t to say that the decision wouldn’t be calculated and thoroughly considered, but the inherent present bias could still hold its place. That doesn’t mean that it would be the wrong decision to take Ben Joyce over someone like Noah Schultz. This may be end up being the right decision, but the risk is much greater earlier in the draft. A quote from recent FanGraphs interview with the Red Sox’s Amateur Scouting Director Paul Toboni reads as follows:

    “As it gets later, it becomes of less of, ‘Hey, let’s take the player that has the highest numerical term’ — whatever we’re optimizing for — and more, ‘Hey, let’s take a calculated bet and take this player over that player.’”

    This type of decision still presents itself later on in the draft. The risk is of course much lower and can become more of a “calculated bet” to take a Joyce over a Schultz. The risk is infinitely greater at the back end of Round 1 than in the later rounds, so the decision becomes even more important to analyze.

    101.5 MPH 🧀 and a 1-2-3 debut for the first 2020 @MLBDraft pick to the big leagues, Garrett Crochet. pic.twitter.com/kC4paBoec5

    — MLB Pipeline (@MLBPipeline) September 19, 2020

    Garrett Crochet is a very recent example comparable to Ben Joyce. Crochet was also out of Tennessee and featured electric stuff from the left side. There were injury concerns and lack of consistent high level production. Many were unsure if he projected as a starting pitcher and had his floor set at high-leverage reliever. Crochet was drafted 11th overall by the White Sox in the 2020 MLB Draft. He was called up three months after being drafted and has pitched 60 innings in 2 years, having yet to start a single game. Crochet had more starting experience than Ben Joyce but the risk was still there. He went 11th overall. Also very much likely on a quick trajectory to the big leagues, Joyce could be sent to the alternate training site or on a brief minor league assignment then called up before August 31.

    Is this a wise way for a team to allocate their draft resources?

    A team like the Rays who has built an organization with tremendous depth could afford to miss out on the potential Noah Schultz for the immediate Ben Joyce. That’s also not necessarily how they operate. Hit rates are so low considering the percentage of draftees that end up reaching the majors. This doesn’t even take into account how many end up having a significant impact. Ben Joyce could be a great MLB reliever for three years and the other guy a team was considering may never reach the big leagues.

    Moving back to value of relief pitchers…

    The slot values from Comp Round A to the end of the 3rd round ranges from ~$2.3 million to ~$575k this year. The top 2 relievers in this year’s free agent class (Kenley Jansen and Raisel Iglesias) received AAVs of $16 million and $14.5 million. Liam Hendriks, Josh Hader, and Craig Kimbrel are making an average of $15 million per year between the three of them. Emmanuel Clase just received a 5 year, $20 million extension with a $2 million signing bonus. Clase’s signing bonus alone could end up equaling or even exceeding what a team would have to pay Joyce in draft signing bonus and minimum salary. This is not even considering the additional $4 million per year. In 2022, the average relief pitcher salary is about $1.8 million. Outside of late drafted or internationally signed guys that have truly emerged, a team would be far fetched to find a bullpen option with Ben Joyce caliber stuff for the price of a Comp Round A pick and below.

    At the 2021 MLB trade deadline, over 20 relievers were dealt. Nearly 15 different teams acquired at least one reliever. The cost of a few of the higher tier relievers is a tough price to pay. Craig Kimbrel was acquired by the White Sox in exchange for Nick Madrigal and a reliever. Madrigal was the 4th overall pick in the 2018 MLB draft and had been a well-above average hitting middle infielder in the big leagues up to that point. Even with the less premier relievers dealt, the price of acquisition was still quite high. Houston traded away valuable Major League ready talent in Myles Straw and Abraham Toro to acquire Kendall Graveman and Phil Maton. Daniel Hudson and Andrew Chafin were both acquired for a Padre and Cub top 10 prospect. Brad Hand, Mychal Givens, and John Curtiss were acquired for top 20s. You get the point.

    On top of premium stuff, the acquisition cost for Ben Joyce could be a substantial bargain. Right in time for the trade deadline too.

    Verdict:

    All things considered, I would take Ben Joyce as early as the second round given the value is there. Realistically, I think he fits nicely anywhere in that early round window. Where we stand in late May, I personally wouldn’t be surprised if he’s taken anywhere in the first round. I believe taking Ben Joyce early in the draft should have to make sense from a current team perspective, future team perspective, and overall current draft perspective. A team should firmly believe that Ben Joyce will immediately help their Major League team from August and beyond. The stuff and talent should still play even if he isn’t called up for the 2022 season. However, I believe part of his early round appeal does come in the fact that he can be of immediate value to the big league club for a push at a postseason berth. In addition, this same team needs to calculate and be confident in the fact that taking Ben Joyce now and missing out on another guy they would have drafted in that spot won’t put their club at any sort of disadvantage beyond these next few years. This connects to the final point of making sure that the pick aligns with the current draft landscape. Optimally maneuvering the draft is a difficult task but would be as important as ever when dealing with Ben Joyce. This draft class is believed to be an incredible year for HS arms. If a team has a couple Day 2 arms graded similarly to a Noah Schultz type, then it can afford them the ability to pass on Schultz for Joyce and target one of these other arms in Rounds 3-5. Maybe Joyce will sign under slot given his quick track to the big leagues and relief role he’s destined for. This would allow a team to creatively allocate their funds in other rounds.

    Anyway you draw it up, these factors should all align if Ben Joyce is your guy early in the 2022 MLB Draft. The talent is undeniable. The surplus value could be substantial. Overall, I believe the true question lies in who a team is willing to miss out on to add the arm talent of Ben Joyce. I would truly consider him in Round 2 and beyond but understand the push for him as a contender in the back end of Round 1. I am excited to see how his draft stock progresses throughout the NCAA Tournament.

    June 10, 2022
    College Baseball, MLB Draft
  • The Hot Start No One is Talking About

    Much of the conversation surrounding the National League East entering the season was focused on the Braves, the Mets and the Phillies. While many were expecting those three teams to be competing for the division, the early parts of the season have been less suspenseful than many were expecting as the Mets have gotten off to a hot start and are comfortably in first while the Phillies and Braves have struggled.

    While it still seems likely that one or both of those teams will right the ship and give the Mets a race, the Miami Marlins are currently 17-19 and tied for second place in the division with the Phillies.

    Recently, the Marlins have become known for developing fantastic changeups and they currently rank as the top team in Major League Baseball in changeups thrown this year.

    TeamChangeup %
    Marlins20.3%
    Orioles17.3%
    Pirates16.9%
    Diamondbacks16.5%
    Rays14.9%

    While the Marlins currently rank as the 7th best pitching staff in terms of ERA and 15th in terms of FIP, they have been one of the best staffs in terms of limiting hard contact and generating swings and misses.

    One pitcher who has benefitted from the Marlins fantastic pitching development is 26-year-old Pablo López.

    López has been one of the best pitchers in baseball in the early going this season as he has 1.05 ERA and a 2.31 FIP over his first 43 innings and was even named National League Pitcher of the month for April.

    López has pitched in parts of 5 Major League seasons, all with the Marlins, and has a career 3.69 ERA and a 3.61 FIP in 366 career innings. Even though he has yet to prove it over the course of a full season, López has solidified himself as a front of the rotation caliber starter.

    While López is not an elite strikeout pitcher, he is very good at getting opposing hitters to chase pitches out of the strike zone and ranks in the leagues 80th percentile in limiting hard contact.

    López is mostly known for his dominant changeup, a pitch which he has increased his usage of in each of his Major League seasons and now throws nearly 40% of the time. López has thrown the most changeups of any pitcher in baseball this season and it is easy to see why that is the case.

    The changeup López possesses is one of the most dominant pitches in all of baseball as opponents are hitting for just a .125 average against it this season and he is using it to generate swings and misses at a 45.3% clip.

    Outside of the fact the pitch features 17.3 inches of horizontal movement on average, a large part of the reason why López is able to have so much success with this pitch is his ability to tunnel it off his low-to-mid 90’s 4-seam fastball. While the velocity difference between the fastball and changeup is only about 6.5 MPH, López is able to tunnel his changeup extremely well due to his lengthened arm-action, the fact he is able to maintain his arm-speed while throwing it and the fact that the pitches look similar for a large portion of the path towards home.

    Pablo López, 94mph Fastball and 88mph Changeup, Overlay. pic.twitter.com/y82OSBEbmW

    — Rob Friedman (@PitchingNinja) April 2, 2021

    While the four-seam fastball ranks in only the 29th percentile in fastball spin and the 30th percentile in fastball velocity, he is throwing the pitch lower in the zone this season where it plays better off the changeup. While the four-seamer hasn’t been nearly as dominant as the changeup, his improved ability to command the fastball is doing wonders for him.

    While it is very unlikely that López will be able to keep up these numbers all season, he is a legitimate candidate for the National League Cy Young Award based off his early season performance and should be getting much more national attention.

    All statistics through the completion of games of May 16th, 2022

    May 18, 2022
    MLB Draft
    ballr, MLB, Pitching
  • The Cleveland Guardians are Building Something…Fast

    The Cleveland Guardians’ 2022 offseason was headlined by José Ramírez trade rumors. I am personally guilty of entertaining these trade rumos, as seen in my previous Rays’ Offseason Plan post. Nonetheless, the Cleveland Guardians have gotten off to a 15-15 start but have hit the ball really well in spurts. They rank in the top seven among all teams in wRC+, wOBA, and runs scored. Despite the impressive start offensively, what stands out the most to me is how this roster was built.

    In 2021, Cleveland ranked near the top half of the league in average Sprint Speed. Early into this year, that ranking has surpassed the rest. The Guardians rank first among all 30 clubs in average Sprint Speed (27.43 ft/sec). When looking at their top eight qualified runners, that average shoots up to 28.9 ft/sec. They currently have seven players ranked in the top 60 Sprint Speeds with Steven Kwan rounding out the 65th spot. Of the top eight CLE qualifiers for 2022, they come out to an average Sprint Speed in the 89th percentile.

    Cleveland Guardians, The Guardians Cleveland, Cleveland Guardians Trade Rumors
    As of 5/11

    The Cleveland Guardians lineup is filled with high-end speed and athleticism from top to bottom. They’ve only stolen a modest 15 bases in 30 games, but that number is bound to increase with guys like Myles Straw, Amed Rosario, and José Ramírez in the lineup.

    Here is a clip of Myles Straw leading off a game during their opening series against the Royals.

    Clip courtesy of Baseball Savant

    Straw stole second two pitches later, Steven Kwan and José Ramírez walked, then Franmil Reyes grounded into a double play, scoring Straw. Although a rather unordinary way of driving in the leadoff man, elite speed got them into this situation in the first place. Straw was able to beat out a weak dribbler to the pitcher and get himself into scoring position with CLE’s two hitter in a favorable count (2-0), José Ramírez on deck, and no outs. Kwan’s elite plate discipline and bat-to-ball skills in the two-hole along with thumpers like José Ramírez and Franmil Reyes to follow should bode well for future success in these situations. The trend continues throughout the lineup, giving the Guardians countless opportunities to generate positive outcomes using speed to their advantage. Just as easily as Straw got on base and moved himself into scoring position in the 1st, Andrés Giménez or Oscar Mercado could do the very same thing the next inning.

    Dynamic speed can be a game changing advantage. Even the mere presence and thought of speed on the bases makes the opposing defense work harder and can ultimately lead to careless mistakes. The threat of Myles Straw or Andrés Giménez stealing 2nd could cause the pitcher to lose their command or leave a pitch over the plate for José Ramírez or Owen Miller to barrel. An infielder may rush a routine throw to first knowing there’s elite speed running down the line. A Guardian going first to third on a base hit could be the difference between scoring a run on a sac fly and getting stranded on second or third. Plus speed and athleticism creates so many different advantageous opportunities for an offense.

    How did all this speed get to Cleveland and where is the team headed moving forward?

    José Ramírez was signed as an international free agent in 2009 for $50,000. He was proclaimed as vastly undersized and didn’t look like a ballplayer, but he could run well.

    Steven Kwan was drafted by the Cleveland Guardians in the fifth round of the 2018 MLB Draft. He was heralded for his plate discipline and bat-to-ball skills but had good speed and athleticism to go along with it.

    Amed Rosario and Andrés Giménez were the main pieces acquired from the Mets in the Francisco Lindor trade. Rosario was one of the top prospects in baseball before making his MLB debut in 2017. He hadn’t quite panned out like the Mets had hoped, but had still maintained elite Sprint Speed in the majors with the promise of his previous prospect expectations. Giménez was another highly touted prospect with plus Sprint Speed and athleticism. Isaiah Greene was a smaller part of the deal but had scouts raving over his raw athleticism and premium speed.

    Myles Straw was acquired for Phil Maton at the 2021 trade deadline. Straw was the Astros’ starting centerfielder and was prized for his strong ability to change the game on defense and on the bases. His Sprint Speed was also near the top of the league.

    Owen Miller was acquired as a minor piece in the Mike Clevinger trade. He wasn’t necessarily recognized as a plus runner at the time of the trade, but has since posted Sprint Speeds hovering around the 90th percentile of the league. Gabriel Arias was also acquired in this deal and was recently called up to the majors. His speed tool is seen to be above-average as well.

    The Cleveland Guardians also recently traded away outfielders Bradley Zimmer and Harold Ramirez. Ramirez ranked in the 88th percentile in Sprint Speed for 2021 and Bradley Zimmer currently ranks in the 98th percentile to start the 2022 season.

    Cleveland has surrounded their big league team and minor league organizations with dynamic speed through and through.

    Infielders Tyler Freeman and Brayan Rocchio are a part of that next wave of prospects set to bring high-end Sprint Speed to the big league club. Gabriel Arias and Richie Palacios were just called up to the big league club and each have an above-average run tool as well.

    In the MLB draft, the Cleveland Guardians have targeted young, athletic position players with good speed tools. In 2020, they drafted Carson Tucker and Petey Halpin, both of which were fast, high school position players. 2021 was extremely pitcher heavy, but their 3rd round pick Jake Fox was another prep talent that fit the mold.

    Their international signings have followed a similar trend.

    Shortstop Tyler Freeman (CLE AA) has reached base safely in all but 1 game this season

    16 G, .375 AVG, 24 H, 5 2B, 12 RBI, 9 SO pic.twitter.com/hwmm3E7kiu

    — Farm To Fame (@FarmToFame_) May 27, 2021

    The Guardians have built a fast lineup to supplement their young, developing pitching staff.

    Cleveland’s pitching staff is filled with young, controllable arms. Daniel Espino is not far off from joining that group. He’s been dominant in Double A so far and is showing promise to anchor down the Guardian’s rotation for years to come.

    The Cleveland Guardians organization has been recognized for their pitching development and recent college draftees Gavin Williams, Doug Nikhazy, and Rodney Boone could make strong contributions to the big league club as early as these next few years.

    José Ramírez, Emmanuel Clase, and Myles Straw have all recently been extended and will be around at least through 2026. Shane Bieber has two more years of arbitration left. The rest of the pitching rotation is pre-arb.

    I like the direction that Cleveland is going. We’ll see if the pitching staff can catch up to the offense.

    So, who is finishing 3rd in MVP this year?#ForTheLand pic.twitter.com/DAkXS0GOmi

    — Cleveland Guardians (@CleGuardians) April 12, 2022
    May 12, 2022
    MLB Baseball
  • Update: Catcher Integration

    Up until this point, BCTeam has focused solely on hitter and pitcher metrics. Everything from providing insights about how a pitcher utilizes his arsenal and where hitters make hard contact in the zone. It was time to show some love for the hardest working guys on the field and the leaders of their team’s pitching staff.

    To do this, we have added a “Catching” tab to player profiles that focus on catcher framing and receiving. This information comes from tagging the catcher’s name while utilizing a Yakkertech (or Trackman) system. The 3 visuals at the top show where catchers are receiving called strikes and where they may struggle to frame pitches and get a strike call.

    The ‘Edge Calls’ visual focuses on the “50/50” balls located on the edge of the strike zone and highlights where the majority of called strikes were located in this zone. The ‘Called Pitches’ and ‘Called Strikes’ visuals both show all received pitches (for the selected filter) and highlights where called strikes were located.

    The summary tables on this page are broken up into 6 tables: All Pitches, Edge Pitches, receiving RHP/LHP, and facing RHH/LHH. This allows coaches to determine if there are any receiving differences or weaknesses when catching RH or LH pitchers and hitters. These tables are also broken up by each pitch type to show if a catcher struggles with receiving breaking balls or is elite at bringing fastballs back into the zone and stealing strikes.

    Each of these tables highlights “Stolen” pitches which means getting a Called Strike on a pitch located outside of the Strike Zone and “Lost” pitches which are pitches called balls located inside the Strike Zone. This creates a +/- system and percentages to help provide context of the catcher’s receiving ability.

    This tab also has multiple filter options like being able to analyze how a catcher receives for each of the pitchers on the pitching staff and based off of different pitch metrics like velocity, spin rate, and vertical/horizontal break. Maybe some catchers struggle with a particular pitcher’s sinker movement or bringing in a left-handed sweeping slider back into the zone. We want to provide these insights for players and coaches so that they can work on their exact weaknesses in practice rather than just guessing on where catchers struggle to receive certain pitches.

    If you are a coach and looking for a more custom report that you can generate after each game or during different points of the season we also have that ability with our product, AnalyzR. Below are some custom report options that we currently run for different teams that want to focus on specific aspects of their receiving and framing philosophy behind the plate.

    We are excited to finally integrate some catcher metrics into our platform and look forward to building on this integration by providing more in-depth insights on all the different aspects of catching.

    April 25, 2022
    BCTips
  • Is This Finally the Angels Year?

    Despite having a roster that has included some of the best and most recognizable players in baseball, the Los Angeles Angels of recent years have been stuck in mediocrity. The franchises “stars and scrubs” approach of roster construction has been unsuccessful as the team hasn’t qualified for the postseason since 2014 and hasn’t finished above .500 since 2015.

    SeasonRecordWinning%Pythagorean Winning%
    201780-82.494%.501%
    201880-82.494%.499%
    201972-90.444%.445%
    202026-34.433%.460%
    202177-85.475%.452%
    Los Angeles Angels Record by Season

    One of the consistent areas of struggle for the Angels over recent years has been in the rotation. While the franchise had one of the worst rotations in all of baseball in 2019 and 2020, there were some improvements in 2021 due to Shohei Ohtani being among the best pitchers in all of baseball and the team receiving quality innings from José Suarez, Alex Cobb and Patrick Sandoval.

    While this is all true, it was clear the team would need to address their rotation this offseason as Alex Cobb (San Francisco Giants) and Dylan Bundy (Minnesota Twins) both departed in free agency and many of the remaining options are still relatively unproven at the Major League Level.

    In November, the Angels made a big splash by signing Noah Syndergaard to a 1-year, $21 million contract.

    Even though the contract is for only 1 season, this is a potentially high reward signing for the Angels. After getting called up to the Mets roster in 2015, Syndergaard was among the best pitchers in all of baseball at times but has barely pitched at the Major League level since 2019. After suffering a torn ulnar collateral ligament in version 1 of Spring Training in 2020, Syndergaard underwent Tommy John Surgery and missed the entirety of the 2020 season. The 29-year old was able to work his way back but appeared in only 2 innings with the Mets late last season.

    So far this season, Syndergaard has started 2 games where he has pitched 11.1 total innings and allowed only 2 runs. While Syndergaard hasn’t been striking many batters out in his first 2 starts this season, he has still been effective by limiting hard contact. After not being allowed to throw breaking pitches in his 2 outings last year, Syndergaard has had the full arsenal on display again this year.

    Noah Syndergaard tosses a 1-2-3 1st inning in his Angels debut! pic.twitter.com/9ihEbD4ISS

    — Talkin’ Baseball (@TalkinBaseball_) April 10, 2022

    The Angels made another addition to their rotation in late-November when they agreed to a 1-year deal with Michael Lorenzen. Prior to signing with the Angels, Lorenzen pitched in parts of 7 seasons, mostly as a reliever, with the Cincinnati Reds. In his career 482.2 innings he has a 96 ERA- and a 101 FIP-.

    After starting 5 games for the Angels in the second half of last year, 2020 first round draft pick Reid Detmers was given a full-time spot in the Angels rotation entering the season. While the left-hander has struggled in his first 28 Major League innings, he has a very impressive arsenal highlighted by his 2500+ RPM’s curveball and little left to prove in the minor leagues.

    Reid Detmers will remember this curveball for the rest of his life.

    He sets down All-Star Matt Olson for his first career @MLB strikeout. pic.twitter.com/dK9TZoMQVh

    — MLB Pipeline (@MLBPipeline) August 1, 2021

    The Angels are using a six-man rotation this year due to the fact they want to get Ohtani extra rest between outings and the fact that Syndergaard is coming off Tommy John. While there are certainly many question marks surrounding this group, there is the potential for this to be a solid Major League rotation.

    While no one is questioning whether Mike Trout, Shohei Ohtani and Anthony Rendon will be able to produce offensively if they are healthy and in the lineup, there are real concerns about their ability to do so over a full season. Ohtani was unable to stay heathy his first 3 Major League seasons while Trout and Rendon both missed significant time last year with injuries. The Angels have already had an injury scare to one of these pieces as Trout was hit on the hand by a pitch from Spencer Patton on Sunday and exited the game early. The injury doesn’t seem serious as X-rays came back negative and Trout is listed as day to day.

    .@MikeTrout just LAUNCHED a 472-ft HR! pic.twitter.com/XPrE7xN5I1

    — MLB (@MLB) April 15, 2022

    As the Angels roster was more set on the positional side, they weren’t as active on this front in the offseason. The Angels did make smaller moves trading for Tyler Wade, claiming Andrew Velazquez off waivers and signing Matt Duffy in free agency.

    Wade spent 5 seasons as a utility man with the Yankees where he hit .212/.298/.307 over 491 plate appearances. Wade, who has been used primarily at second base for the Angels this season, is known for his speed and defense utility as he has appeared at every position except first base, catcher and pitcher at the Major League Level.

    Velazquez has taken over as the everyday shortstop for the Angels following David Fletcher going on the IL early in the season. While Velazquez has only hit for a career 42 wRC+ and a .231 wOBA over 213 plate appearances, he is more known for his impressive defense.

    Duffy played in parts of six Major League seasons before signing with the Angels and has hit for a career 102 wRC+ and .318 wOBA over 2119 plate appearances. While Duffy won’t hit for much power, he will provide the Angels with a quality bat off the bench and has even been getting regular time at first against left-handers given Jared Walsh’s struggles against southpaws in his career.

    While the bullpen has been another area of weakness for the Angels over the recent years, they attempted to address this in the offseason with the acquisitions of Ryan Tepera, Aaron Loup and Archie Bradley. Despite some questionable reliever usage by Joe Maddon, this is an area where the Angels look much improved on paper this season.

    Through the first 12 games this season, the Angels have a record of 8-5 and sit in first place in the American League West. While the Angels do appear to have a more legitimate and complete team this year, their success will be largely dependent on their ability to stay healthy and if Brandon Marsh and Jo Adell are able to take the next steps forward.

    All statistics through the completion of games on April 20th, 2022

    April 21, 2022
    Hitting, MLB Baseball
    Pitching
  • Press Release: The Frontier League Announces Exclusive Data Partnership with BaseballCloud and Yakkertech

    Press Release: The Frontier League Announces Exclusive Data Partnership with BaseballCloud and Yakkertech

    Phoenix, Arizona (April 12, 2022) – BaseballCloud and Yakkertech, who provide data solutions for hundreds of collegiate programs and multiple professional organizations, today announced that they have entered a multi-year exclusive partnership with the Frontier League, the longest-running active professional independent baseball league in the United States and a Major League Baseball Professional Partner League. 

    Across both international and domestic markets, BaseballCloud and Yakkertech, who merged in 2021, will have exclusive capture and distribution rights for official Frontier League data collected via Yakkertech’s optical ball tracking system.

    The League will distribute and provide data to enhance insights when signing players. Coaching staffs will have the opportunity to create player development systems using BaseballCloud’s premier product suite. “The Frontier League is excited to partner with Yakkertech and BaseballCloud to expand technology in our stadium, and enhance our fan’s experience, while better showcasing our players’ skills.”- Brian Lyter, President, Board of Directors for the Frontier League.

    As the only fully-optical data capturing solution available in this market, Yakkertech will provide a new level of analytics previously unavailable to the Frontier League organizations. Hundreds of ball flight metrics and real-time data will be collected on every play of the season and distributed to sports betting operators, MLB teams, as well as broadcast feeds and fan engagement initiatives.

    Yakkertech and BaseballCloud, in cooperation with the Frontier League, are eager to show how this data can bring value and new and exciting opportunities in other areas of the baseball experience as technology continues to advance.

    “For the past six years, we have had a front-row seat to see how in-game data has played a role in player valuation and development. We have also seen how the fan experience has evolved using Hawk-Eye and Statcast at the big league level,” says BaseballCloud CEO Kevin Davidson. “The speed and accuracy of our systems allow us to replicate this experience and build on it with a wide range of new ideas. There is a tremendous opportunity for independent baseball to reach a new generation of players and fans, and we are thrilled to help the Frontier League take full advantage.”

    BaseballCloud and Yakkertech will work with the Frontier League to bring live data to fans, starting with metrics on scoreboards and TV broadcasts and growing into in-stadium mobile apps and games. Future projects include broadcasting and instant replay enhancements, umpiring solutions, player biomechanics capture, and virtual reality experiences.

    The group will also be partnering with the Frontier League to engage the community in many ways. These projects include creating summer analytics internship positions in each market, and a high school event series that features data capturing at Frontier League stadiums to help local players get scouted and recruited.

    About BaseballCloud
    BaseballCloud was created in 2017 in response to the growing divide between the quantity of data available and the quality of available tools used to analyze it. BCTeam provides college coaches and players an easy way to make use of ball flight data. The firm’s most recent releases of AnalyzR, BallR, and PitchR allow for custom reporting solutions and 3D recreations of game and practice events.

    About Yakkertech
    Yakkertech is a Phoenix-based sports performance software development company that specializes in end-to-end vision solutions that provide insight into player metrics. We have the goal to foster equal opportunities for athletes and organizations by providing them the trusted tools they need to grow on an even playing field in today’s data-driven world. We define our success by their success, and so a mutually fruitful partnership with them is our top priority.

    About Frontier League
    The Frontier League is an official Partner League of Major League Baseball and the largest of its kind in professional baseball, featuring 16 teams from the Atlantic Ocean to the Mississippi River and from the Ohio River to the St. Lawrence Seaway.  The Frontier League has moved over 1,000 players to MLB Teams in its 29-year history.  The 2022 Frontier League season opens on Thursday, May 12.  Please visit www.frontierleague.com for more information.

    April 12, 2022
    Press Release
    PR
  • To Swing or Not to Swing

    The offensive side of baseball is an ever-evolving subject that remains an unperfected craft. There are countless ways for teams and players to be successful at the plate. Different people have different perspectives on how to approach the game in the batter’s box. As pitching continues to develop it is very important for offenses to remain adaptable to these advancements. 

    Juan Soto taking pitches with two strikes while I play fitting music (REPOST)pic.twitter.com/n747zFijz8

    — Foolish Baseball (@FoolishBB) December 3, 2020

    Happy Birthday HOFer, Vladimir Guerrero Sr.!

    Vlad could hit anything. 😅🔥

    (🎥: @MLBVault) pic.twitter.com/2TtBVXnMcp

    — theScore (@theScore) February 9, 2021

    For an SEC team going into a weekend series against Vanderbilt in 2021, they were tasked with facing Kumar Rocker on Friday and Jack Leiter on Saturday. Both were top 10 picks in the most recent MLB Draft and each features a mid to high 90s fastball with plus secondary offerings. The major league level is even more extreme and plentiful in terms of pitcher stuff and talent. Opposing teams facing the Brewers in 2022 could face Corbin Burnes, Brandon Woodruff, or Freddy Peralta for 7 innings then see Devin Williams and Josh Hader out of the pen. The elite pitchers in the game today have many different ways to get hitters out and feature arsenals with heavily varying velocities and movement profiles. The average threshold still far exceeds the standards from years past, making an already tough thing to do in hitting even more challenging. 

    With this project, I looked to find out whether there there were certain qualities that good hitting MLB teams have in common. In particular, I decided to focus on more controllable metrics relating to plate discipline, including Swing % and Chase %. At the major league level, it appears that every team has their own philosophy. The Astros have made it a habit of prioritizing guys with low whiff and high contact percentages. While other playoff teams have sacrificed higher whiff rates for other hitting traits (greater power emphasis, etc). Many teams have proven that different philosophies can work against major league pitching and lead to offensive success. However, the game continues to evolve and pitching is becoming more advanced and intricate. With the evolving landscape of today’s game, it is essential to remain at the forefront of any sort of hitting advantage.

    When looking at the MLB hitting landscape as a whole, I first compared the top six / seven hitting teams from the past three seasons. I tried to narrow down each team’s hitting philosophies / approaches to a few general categories. However, not every team was an ideal fit in any category and some teams feature key characteristics from multiple categories. Also, the end results don’t always necessarily match the process. This, of course, is dependent on which metric is analyzed. Stats like Swing %, 1st Pitch Swing %, and Chase% can be more indicative of a team’s philosophy compared to strikeout or walk totals. The talent disparity between teams may dictate their stats even when their underlying process may not align entirely. This was a fairly imperfect process and the top hitting MLB teams will be analyzed further in depth. This exercise was simply meant to gain a general sense of the topic to provide a base for further analysis.

    From here, we can see where each team lies on the plate discipline spectrum. I divided the teams into different schools of thought / approach based off of their plate discipline stats. I came up with three main categories which should guide as a rough outline for the landscape of MLB philosophies. The first of which is the Aggressive Approach. Teams that fall into this category generally had higher numbers compared to the rest of the league in all statistics under the categorization of Swing %. Many teams along this approach were relatively average compared to the rest of the league in terms of other metrics. The 2021 Blue Jays were a bit of an outlier as their hitters swung the bat at quite an aggressive rate, yet maintained strong Zone Contact and low Whiff percentages. This seemed to be less common for most teams who favored an aggressive approach at the plate. Teams with this philosophy were generally at the top or bottom in terms of power output. 

    The next philosophy is headlined by a Low Chase / Whiff % and a High Zone Contact %. Teams like the Dodgers and the Astros have sustained consistent success over the past three years with this approach. When constructing their rosters and lineups, they tend to favor hitters with the ability to make contact at a high rate and effectively control the strike zone. The 2021 Giants and 2019 Nationals implemented a similar strategy and each experienced tremendous success in their respective seasons. 

    The final main hitting philosophy is categorized by teams with an emphasis on power but with high strikeout totals. Teams like the 2021 Rays and Yankees and 2020 White Sox stand out in the High Strikeout, Power Focus approach. Teams with this approach often sacrifice swings and misses in order to achieve a higher power output. This may seem like a tough trade off, but the Rays still managed to score the second most runs in the MLB in 2021 despite having the fifth highest strikeout rate. This “all-or-nothing” type approach appears to be a growing part of the game on the individual level and is represented through some teams and their overall hitting philosophies. 

    Of course, the question arises of which approach is the optimal strategy for run production and ultimately winning games. To solve this question, I compared the run totals of teams in each approach over the past three years to see how the philosophies fared as a whole.

    *Disclaimer: a few teams fell into a grey area that didn’t fit into any of the three categories so their run totals were not included

    Aggressive Approach (2021)

    • Blue Jays, Red Sox, Braves, Mets, Royals, Rockies, Angels, Orioles, Tigers

    Run average = 733.9

    Low Whiff / Chase, High Contact (2021)

    • Astros, Dodgers, Giants, Nationals, Padres, Diamondbacks, A’s, Pirates

    Run average = 745.13

    High Strikeout, Power Focus (2021)

    • Rays, Yankees, Cubs, Mariners, Marlins

    Run average = 718.6

    —————————————

    Aggressive Approach (2020)

    • Blue Jays, Braves, Orioles, Rockies, Giants, Royals, Pirates, Nationals

    Run average = 282.25

    Low Whiff / Chase, High Contact (2020)

    • Dodgers, Yankees, Padres, Astros, A’s, Angels, Guardians, Diamondbacks, Phillies, Cardinals

    Run average = 289.9

    High Strikeout, Power Focus(2020)

    • White Sox, Rays, Brewers, Reds, Tigers, Cubs, Twins, Rangers, Mariners

    Run average = 260.67

    ————————————

    Aggressive Approach (2019)

    • Twins, Braves, Mets, Pirates, Rockies, Giants, Reds, White Sox, Orioles

    Run average = 771.11

    Low Whiff / Chase, High Contact (2019)

    • Astros, Nationals, Dodgers, Yankees, A’s, Angels, Guardians, Royals

    Run average = 837

    High Strikeout, Power Focus (2019)

    • Mariners, Brewers, Rangers, Blue Jays, Tigers, Padres, Cubs

    Run average = 734.43

    ———————————-

    Based off of these rough characterizations, the “Low Whiff / Chase, High Contact” approach seemed to be the most optimal for run production. With anything in baseball, there is no exact right way to approach the game. In each of the past two years, one of the top five hitting teams in the MLB has been committed to the “High Strikeout, Power Focus” philosophy. There are some really good hitting teams who have made an organizational decision to sacrifice swings and misses for hitting bombs. This is a perfectly valid philosophy as shown by teams like the 2021 Rays and the 2020 White Sox. In many situations, a strikeout is the same as a fly out or groundout. Of course, this isn’t always true, but the general premise applies. When looking at each approach, “Low Whiff / Chase, High Contact” appears to be the most sustainable and consistent among the better hitting teams. A team that can effectively control the strike zone and connect with balls in the zone at a consistent rate is bound to have continued success at the plate.

    Of course, MLB teams have some players that deviate from their general philosophy. But, for the most part their team-wide approach still holds true. (Especially with the core players) 

    Astros (top 7)  

    Despite the preconceived notions about the Astros and their past behavior, they are still one of the better examples of having a hitting philosophy, sticking to it, and getting the most out of it. When looking at the core hitters in their lineup, we can see that they have done an incredible job of staying committed to their process.

    In 2021, all but one core hitter (Altuve who seems to be doing just fine) was better than league average in Chase %, and every core hitter was better than league average in Zone Contact % and Whiff %. The Astros’ dedication and commitment to their hitting philosophies have allowed them to maintain offensive success over the past few years. 

    Dodgers (top 10)  

    The Dodgers have also been a historically good example of staying committed to their hitting philosophy.

     

    Taking a look at their ten core hitters form the 2021 season, the Dodgers have done a great job of staying disciplined and controlling the strike zone. Outside of Cody Bellinger and Chris Taylor, the entirety of their core lineup pieces don’t chase or swing and miss at a high rate.

    Diamondbacks (top 9)

    2021 Arizona is a good example of having an approach but not yet having the offensive results to match it. They were a top 10 team in Chase% (low) and top 15 in Zone Contact %, but ranked near the bottom third in team wOBA and run production.

    Regardless of how the outcomes turned out, you can see a clear hitting direction and commitment to it.

    At the individual level in the MLB, there seems to be a similar conclusion that different things work for different people. In particular, when looking at the top 50 hitters in terms of wOBA during the 2021 season, there were some relative trends that developed among the game’s elite.

    Top 50 wOBA (min 100 PA)EliteVery GoodGood AverageNot GoodBadVery Bad
    Out of Zone Swing %59146583
    Highest3121342410, 12, 16
    Top 102330101
    Top 202553203
    In Zone Contact %151741283
    Highest361035127
    Top 100131221
    Top 200261452
    Whiff %381401186
    Highest2038–142
    Top 10022–411
    Top 20123–653

    Some of the main takeaways:

    • Out of Zone Swing %
    1. 28/50 are good-elite
    2. 19 of the top 25 are good, very good, or elite in this category
    3. In total- 38/50 are 29% and below with league average at 27.7%
    4. The ones that are not below 29% are generally stronger in other categories or near average in at least 1 of the other categories
    • In Zone Contact %
    1. 23/50 are good-elite
    2. In total- 39/50 are 78.4% and above with league average at 81.1%
    3. Nearly as many good-average as there were not good-bad
    4. Contact skills are important, but also contingent on other aspects (bat speed, etc)
    • Whiff %
    1. Average of the top 25 is 27% (1% above league average)
    2. In total, 25/50 had Whiff % below league average
    3. 6 out of top 10 had worse than league average Whiff %
    4. Whiff % wasn’t as significant as long as another factor made up for it

    Preview of top 15 hitters (wOBA)

    As seen here from the top 15 hitters in 2021, 11 of them were better than league average in terms of not chasing pitches out of the zone. Many of which were nearly elite in this category. This number wavered when moving towards In Zone Contact %, but the top were mostly within a reasonable range of league average. Whiff % was generally the same in terms of being one or two standard deviations off from the league average.

    Overall, there does not seem to be a one-size-fits-all approach to the offensive side of baseball. Some of the more consistent hitting MLB teams have committed to the “Low Whiff / Chase, High Contact” approach and have seen great success over the past three seasons. Other teams have also made it work and been in the upper offensive ranks of the league while adopting the “Aggressive Approach” or “High Strikeout, Power Focus” approach. MLB teams have experienced success with all three hitting philosophies, but “Low Whiff / Chase, High Contact” seems to be the most sustainable in terms of consistent offensive production. On an individual level, Out of Zone Swing % and In Zone Contact % were mostly close to or better than league average among the top 50 hitters in 2021. Whiff % was mostly similar with a little more variance and tendency to reach above league average.

    I look forward to following MLB plate discipline metrics throughout the 2022 season to see how they align with years past.

    *Stats courtesy of Baseball Savant and FanGraphs

    April 11, 2022
    Hitting, MLB Baseball
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