On Pitch Sequences and Spin Mirroring
With the adoption of the Hawk-Eye tracking system before the 2020 season, analysts and fans alike can directly measure the orientation of the baseball’s spin axis as it heads towards the pitcher. Previously the readings we would see on Baseball Savant were based on the movement of the pitch; the spin axis was inferred. Tom Tango, Senior Data Architect over at MLBAM and author of The Book, delves into the nuances between the spin axis readings here. The differences are derived from the nature of the tracking system before (TrackMan radar) and after (the aforementioned technology from Hawk-Eye, which consists of a series of high-speed cameras placed around the ballpark) 2020. During the offseason, the good people at Baseball Savant rolled out some leaderboards with the new measured spin axis data and compared that to inferred spin axis by pitcher and pitch type. The deviation between the two quantities is the result of the seam-shifted wake effect, a new idea permeating the baseball analyst community. Christian Hook from Driveline has a good piece introducing the phenomenon, as do our very own Ben Clemens and The Athletic’s Eno Sarris; I’d also point you to Barton Smith, Alan Nathan, and Harry Pavlidis’ excellent piece at Baseball Prospectus, as well as Barton’s other work on the subject.
At some point in the future, I hope to add to the discourse regarding seam-shifted wake. For now, though, I want to look into another idea we can analyze with this new access to measured spin axis. Until recently the ability to dive deep into the new spin axis data has been limited. We, the public, only had access to data summarized by pitcher and pitch type. Now, thanks to the wonderful work of Bill Petti and his baseballR package (and MLBAM for deciding to release the information), we can extract the measured spin axis on the pitch level in 2020. With this influx of new data, I re-scraped and stored the pitch-by-pitch data in my Statcast database (which I could not have done without Bill’s tutorial).
With that being said, my first inclination was to look at how pitches paired together in the context of spin mirroring. The idea behind spin mirroring is to deceive the hitter. Two pitches that rotate about the same axis but in opposite directions are hard to discern by the batter. For insight into spin axis and how it differs for different pitch types, I recommend checking out this comprehensive piece from Dan Aucoin at Driveline where he explains the importance of understanding a pitch’s spin axis, how it explains pitch movement, and deviations between axis and expected movement based on the axis via the magnus force. Mike Petriello at MLB.com has also given good insight into how spin axis allows certain pairs of pitches and repertoire’s to yield better results than just velocity and movement would indicate. He specifically dug into Shane Bieber’s diverse repertoire, which lacks elite velocity and correspondingly elite spin. Read the rest of this entry »