Production Per Swing in 2012
There are rate stats for just about every kind of opportunity a hitter faces in a game. Batting average tells you how often a player reaches base via a hit. On-base percentage tells you how often a player avoids making an out per plate appearance. But what about swings as opportunities?
Last year, I played around with the idea of production per swing. The idea was to examine what hitters gave the most value when they took a swing. The methodology was pretty simple: calculate the Weighted On-base Average (wOBA) each hitter generated using their swings — instead of plate appearances — as the denominator*.
Of course, there is a healthy correlation between actual wOBA and wOBA per swing (.83 in 2012), but less so Isolated Power (ISO). (wOBA/swing and ISO share only a .53 correlation.) Some of the results may not be all that surprising, but many certainly are.
Let’s first look at the top-25 so far this year:
Top 25 (minimum 100 PAs)
Player | Swing% (pfx) | Actual wOBA | wOBA/swing |
---|---|---|---|
Josh Rutledge | 50.9% | 0.398 | 0.214 |
Salvador Perez | 49.3% | 0.358 | 0.212 |
Mike Trout | 39.8% | 0.422 | 0.209 |
Joey Votto | 37.4% | 0.449 | 0.205 |
Jeff Keppinger | 42.6% | 0.355 | 0.204 |
David Ortiz | 41.6% | 0.422 | 0.204 |
Melky Cabrera | 47.0% | 0.386 | 0.203 |
Alex Rios | 45.7% | 0.357 | 0.203 |
Manny Machado | 45.6% | 0.337 | 0.202 |
Carlos Ruiz | 47.0% | 0.407 | 0.195 |
Chris Denorfia | 39.0% | 0.351 | 0.194 |
Billy Butler | 42.1% | 0.371 | 0.194 |
Miguel Cabrera | 48.0% | 0.412 | 0.192 |
Aaron Hill | 43.7% | 0.366 | 0.192 |
Michael Brantley | 39.7% | 0.319 | 0.192 |
Troy Tulowitzki | 42.1% | 0.360 | 0.192 |
Ryan Braun | 48.2% | 0.417 | 0.191 |
David Cooper | 44.1% | 0.335 | 0.191 |
David Wright | 40.8% | 0.377 | 0.190 |
Scott Podsednik | 40.4% | 0.324 | 0.190 |
Allen Craig | 43.1% | 0.385 | 0.190 |
Chipper Jones | 43.5% | 0.369 | 0.190 |
Robinson Cano | 48.7% | 0.382 | 0.190 |
Kevin Frandsen | 43.8% | 0.347 | 0.190 |
Colorado Rockies rookie Josh Rutledge so far has generated the most production per swing for players with at least 100 plate appearances this season. Only 23 years-old, Rutledge has posted a .398 wOBA since being called up to fill in for the injured Troy Tulowitzki. Rutledge has certainly not been shy about swinging the bat, offering at more than half the pitches he’s seen. He’s produced 33 singles, 14 doubles, four triples and seven home runs with his 314 swings. Sure, he plays his home games at Coors Field, but he still managed a 142 wRC+ with only a 2.2% walk rate.
The Royals 22-year-old rookie, Salvador Perez, comes in at No. 2 with a .212 wOBA/swing. Like Rutledge, the young catcher tends to hack — his swing percentage is nearly 50% — but those hacks have lead to a 126 wRC+.
Top 25 (minimum 300 PAs)
Player | Swing% (pfx) | Actual wOBA | wOBA/swing |
---|---|---|---|
Mike Trout | 39.80% | 0.422 | 0.209 |
Joey Votto | 37.40% | 0.449 | 0.205 |
Jeff Keppinger | 42.60% | 0.355 | 0.204 |
David Ortiz | 41.60% | 0.422 | 0.204 |
Melky Cabrera | 47.00% | 0.386 | 0.203 |
Alex Rios | 45.70% | 0.357 | 0.203 |
Carlos Ruiz | 47.00% | 0.407 | 0.195 |
Chris Denorfia | 39.00% | 0.351 | 0.194 |
Billy Butler | 42.10% | 0.371 | 0.194 |
Miguel Cabrera | 48.00% | 0.412 | 0.192 |
Aaron Hill | 43.70% | 0.366 | 0.192 |
Michael Brantley | 39.70% | 0.319 | 0.192 |
Ryan Braun | 48.20% | 0.417 | 0.191 |
David Wright | 40.80% | 0.377 | 0.190 |
Allen Craig | 43.10% | 0.385 | 0.190 |
Chipper Jones | 43.50% | 0.369 | 0.190 |
Robinson Cano | 48.70% | 0.382 | 0.190 |
Paul Konerko | 44.10% | 0.376 | 0.188 |
Andrew McCutchen | 46.70% | 0.401 | 0.188 |
Martin Prado | 38.00% | 0.343 | 0.188 |
Prince Fielder | 43.30% | 0.395 | 0.186 |
Nick Markakis | 40.90% | 0.357 | 0.186 |
Jose Altuve | 43.00% | 0.329 | 0.184 |
Joe Mauer | 34.60% | 0.370 | 0.184 |
Yadier Molina | 51.50% | 0.378 | 0.184 |
When we focus on players with at least 300 plate appearances, we see a list mostly of everyday players. Mike Trout and Joey Votto have been one and two in the league for most of the season in wOBA, and both repeat here. Trout and Votto also sport swing rates below 40%, emphasizing how efficient they are when they swing.
The third-ranked player, however, is the Rays’ Jeff Keppinger. Keppinger is playing for his sixth team in eight years. The 31-year-old is having a career year for Tampa Bay, and has posted a 129 wRC+ due in large part to his .204 wOBA/swing. Keppinger is swinging at fewer than 43% of pitches, but he’s made the most of those swings. That’s great value and production for a player asked to man first, second and third base at times this season.
Braves infielder Martin Prado has a very low 38% swing rate, but he’s managed to produce a .188 wOBA/swing and 84 wRC.
Bottom 25 (minimum 300 PAs)
Player | Swing% (pfx) | Actual wOBA | wOBA/swing |
---|---|---|---|
Brendan Ryan | 44.50% | 0.256 | 0.098 |
Rod Barajas | 52.60% | 0.258 | 0.102 |
Carlos Pena | 42.90% | 0.298 | 0.106 |
Clint Barmes | 52.10% | 0.242 | 0.106 |
Brian Bogusevic | 46.10% | 0.275 | 0.109 |
Cliff Pennington | 44.40% | 0.263 | 0.110 |
Jordan Schafer | 42.80% | 0.274 | 0.111 |
Jeff Francoeur | 52.30% | 0.272 | 0.113 |
Kelly Johnson | 47.10% | 0.301 | 0.117 |
John Buck | 43.50% | 0.286 | 0.118 |
Dan Uggla | 42.50% | 0.320 | 0.119 |
Sean Rodriguez | 48.20% | 0.271 | 0.119 |
Justin Smoak | 43.30% | 0.253 | 0.120 |
Daniel Descalso | 46.00% | 0.276 | 0.121 |
Dee Gordon | 46.30% | 0.262 | 0.121 |
Josh Thole | 44.90% | 0.257 | 0.122 |
Nyjer Morgan | 46.00% | 0.275 | 0.123 |
Jemile Weeks | 38.40% | 0.276 | 0.124 |
Gregor Blanco | 42.80% | 0.309 | 0.125 |
Gordon Beckham | 48.90% | 0.283 | 0.126 |
Jose Tabata | 47.20% | 0.273 | 0.126 |
Brandon Crawford | 49.40% | 0.279 | 0.126 |
Elliot Johnson | 47.30% | 0.291 | 0.126 |
Everth Cabrera | 40.30% | 0.302 | 0.127 |
Chris Davis | 53.70% | 0.326 | 0.128 |
With every leader board is the laggard board. And Brendan Ryan (.098) has the worst wOBA/swing so far this year. Ryan has a 60 wRC+ and really doesn’t offer much value to the Mariners, outside of his defense (first among shortstops in Defensive Runs Saved and second in UZR/150).
The Rays’ Carlos Pena has swung the bat nearly 1,000 times this season, but those swings haven’t been very productive (.106 wOBA/swing). Pena has a wOBA below .300 — and even adjusting for park and league, he’s still been 10% worse than the league average at the plate.
Hacker extraordinaire, Jeff Francoeur, doesn’t disappoint with his 52% swing rate. But but he doesn’t do much with those swings (.113 wOBA/swing). After posting a 117 wRC+ last year for the Royals, the 28-year-old came back to earth this season in a rough way. Francoeur currently has a 68 wRC+, fourth-worst in baseball.
Finally, here is the top 25 for the big-time swingers: those swinging above the 45.2% league average:
Top 25 (minimum 300 PAs and >= 45.2% Swing Percentage)
Player | Swing% (pfx) | Actual wOBA | wOBA/swing |
---|---|---|---|
Melky Cabrera | 47.00% | 0.386 | 0.203 |
Alex Rios | 45.70% | 0.357 | 0.203 |
Carlos Ruiz | 47.00% | 0.407 | 0.195 |
Miguel Cabrera | 48.00% | 0.412 | 0.192 |
Ryan Braun | 48.20% | 0.417 | 0.191 |
Robinson Cano | 48.70% | 0.382 | 0.190 |
Andrew McCutchen | 46.70% | 0.401 | 0.188 |
Yadier Molina | 51.50% | 0.378 | 0.184 |
Giancarlo Stanton | 48.60% | 0.397 | 0.183 |
Carlos Gonzalez | 45.70% | 0.384 | 0.182 |
Adrian Beltre | 51.20% | 0.381 | 0.181 |
Albert Pujols | 46.10% | 0.369 | 0.180 |
Matt Kemp | 45.80% | 0.391 | 0.180 |
Jordan Pacheco | 47.60% | 0.330 | 0.178 |
Omar Infante | 47.30% | 0.315 | 0.177 |
Wilin Rosario | 48.50% | 0.339 | 0.175 |
Ian Desmond | 54.70% | 0.362 | 0.175 |
Aramis Ramirez | 51.30% | 0.382 | 0.172 |
Willie Bloomquist | 49.70% | 0.303 | 0.171 |
Matt Holliday | 47.70% | 0.382 | 0.170 |
Yoenis Cespedes | 48.20% | 0.359 | 0.170 |
Tyler Colvin | 50.60% | 0.374 | 0.170 |
Jay Bruce | 45.90% | 0.373 | 0.170 |
Scott Hairston | 46.30% | 0.346 | 0.169 |
Erick Aybar | 50.20% | 0.316 | 0.168 |
Everyone’s favorite replacement-level player, Willie Bloomquist, made the top-25 list with a .171 wOBA/swing. Yes, he swings almost 50% of the time. And, yes, he walks less than 4% of the time. Still, Bloomquist manages to produce a solid amount of value with those swings. For example: Bloomquist, who has a mere .096 ISO, actually has a higher wOBA/swing than Mark Trumbo (.159) and Bryce Harper (.143). And both of those guys swing as often as Bloomquist.
In terms of examining the value of wOBA/swing, part of it is just amusement. But I think there’s some value in the metric when looking at young players with limited playing time. Or in Bloomquist’s case, understanding what value replacement-level players may provide that other metrics might overlook. No, this doesn’t mean Bloomquist is much more valuable than what other metrics suggest, just that the value he has can be understood in a different way.
——-
Data and wOBA coefficients are current as of Sept. 10, 2012.
*wOBA here was calculated using the following equation: [(1B*.880)+(2B*1.250)+(3B*1.583)+(HR*2.042)]/Swings
Bill leads Predictive Modeling and Data Science consulting at Gallup. In his free time, he writes for The Hardball Times, speaks about baseball research and analytics, has consulted for a Major League Baseball team, and has appeared on MLB Network's Clubhouse Confidential as well as several MLB-produced documentaries. He is also the creator of the baseballr package for the R programming language. Along with Jeff Zimmerman, he won the 2013 SABR Analytics Research Award for Contemporary Analysis. Follow him on Twitter @BillPetti.
Too early in the morning apparently…someone explain this to me.
How does Keppinger have a higher swing %, lower wOBA, but the same wOBA/swing as D. Ortiz?
Wouldn’t that mean he is swinging at more pitches per PA and producing less wOBA per PA?
Like I said…just trying to wrap my head around this…just not clicking for me.