Batters With New Approaches
To hell with reliable hitter sample sizes for the day and probably the rest of the season. I’ve waited long enough. It’s time to start figuring out which hitters are changing their approach and who should be targeted or dumped. By examining plate discipline and launch angle, the investigation can begin.
Last season, I kept diving into which stats point to sustainable breakouts. Two concepts stood out, plate discipline and launch angle. Concentration on changes in just these approaches removed 95% of the noise. If these two areas don’t point to a change, an owner can then see if power (exit velocity, HR/FB) or pull rate. Otherwise, just ignore the current stat line and expect some regression.
I’ve been trying to find the perfect stat mix to concentrate on to find players changing. From my past work, I’m concentrating on changes in outside-the-zone swing rate (O-swing), strike zone contact rate (Z-contact%), and using groundball rate (GB%) as a near perfect proxy for launch angle. From the previous articles, these stats point to sustainable changes in a hitter’s approach.
With these three stats, I found how far a hitter differed from their previous season’s stats. While the values will change some, I calculated how much these stats deviated from the normal change, weighted the groundball value more, and added the deviations together into a final value. As with my pitcher injury finder, it is a work in progress to keep fine turning but it quickly points out hitters who may be changing.
The key element to remember is that the hitter changed. Fantasy owners then need to determine how the player changed. The adjustment might be for the better or worse. With plate discipline, it’s best to not swing at pitches out of the strike zone and to make contact with those in it. With groundball rate, it really depends on the hitter’s traits. I’d be concerned with Dee Gordon went flyball crazy because he doesn’t have the power to hit home runs. On the other hand, if Eric Hosmer went all air, the general sentiment would be, “About freaking time.”
With the technicalities out of the way, here are the twenty hitters (min 100 PA in 2017, min 30 in 2018) who have changed the most with some comments on a few (full list). I’ve included the hitter’s 2018 wRC+ for a reference for hitters to target or sell high on.
| Name | PA (2017) | PA (2018) | GB% | O-Swing | Z-Contact | Talent Change | wRC+ |
|---|---|---|---|---|---|---|---|
| Brad Miller | 407 | 30 | -26.3% | 6.5% | 12.3% | 4.3 | 94.5 |
| Hunter Pence | 539 | 44 | -17.2% | 9.4% | -8.5% | 3.3 | 32.4 |
| Mikie Mahtook | 379 | 35 | -19.0% | -7.8% | -7.0% | 3.2 | -10.4 |
| Byron Buxton | 511 | 43 | 17.9% | 6.7% | 8.4% | 3.2 | 30.3 |
| Stephen Piscotty | 401 | 48 | 25.1% | -1.2% | -4.5% | 3.1 | 46.2 |
| Javier Baez | 508 | 47 | -26.4% | -0.4% | -3.3% | 3.0 | 145.5 |
| Leonys Martin | 138 | 50 | -23.2% | -6.7% | 0.7% | 3.0 | 132.9 |
| Russell Martin | 365 | 33 | 14.9% | -0.1% | -16.9% | 3.0 | 85.7 |
| Devon Travis | 197 | 37 | 20.0% | -0.8% | -10.0% | 3.0 | -34.8 |
| Manuel Margot | 529 | 49 | 17.8% | -7.3% | -5.6% | 2.9 | 39.5 |
| Billy Hamilton | 633 | 42 | 19.4% | -2.4% | -8.3% | 2.9 | 43.5 |
| Drew Robinson | 121 | 39 | -8.7% | -10.0% | -13.0% | 2.9 | 79.5 |
| Kyle Schwarber | 486 | 42 | 21.7% | -0.7% | -6.7% | 2.9 | 155.0 |
| Carlos Correa | 481 | 47 | -17.6% | 9.3% | 3.0% | 2.9 | 147.0 |
| Dixon Machado | 181 | 45 | -23.7% | -1.6% | 3.1% | 2.8 | 81.5 |
| Adam Eaton | 107 | 33 | -20.1% | -5.8% | 1.8% | 2.7 | 195.8 |
| Cory Spangenberg | 486 | 34 | -13.0% | -6.0% | -9.7% | 2.7 | 79.2 |
| Didi Gregorius | 570 | 55 | -6.9% | -12.2% | 10.4% | 2.7 | 218.6 |
| Matt Carpenter | 622 | 57 | 10.2% | 2.1% | -16.6% | 2.7 | 96.4 |
| Kolten Wong | 411 | 38 | 23.9% | -1.8% | -0.3% | 2.6 | 28.5 |
| Jorge Soler | 110 | 36 | 14.9% | -0.6% | 12.1% | 2.6 | 72.6 |
• Brad Miller, Javier Baez, and Leonys Martin: All three have dropped their groundball rates (i.e. raised launch angle) into the league’s bottom 10. Not one is a true power-only hitter so my gut says they are going for too much and creating easy outs. But I’m not sure. Article coming soon.
• Hunter Pence: It’s like he’s dialed up the craziness to 11. His plate discipline is killing any value he possible had left. And he’s trying to air out every hit.
• Byron Buxton: His struggles are directly linked to his plate discipline. He’s swinging at everything including 43% of pitches out of the strike zone. Pitchers have noticed and the pitches he’s seeing in the strike zone are down 5% points. Since he’s swinging at crap, his contact is crap, and his results are crap.
• Didi Gregorius: His season’s great start can be backed up with marked improvements for him in all three areas. He’s raised his launch angle some producing a few more line drives and flyballs. Additionally, both the 10% improvements in his plate discipline have helped transitioned his BB/K from 0.4 last season to 3.3 this season. If an owner is trying to sell high, feel free to take him off their hands.
Jeff, one of the authors of the fantasy baseball guide,The Process, writes for RotoGraphs, The Hardball Times, Rotowire, Baseball America, and BaseballHQ. He has been nominated for two SABR Analytics Research Award for Contemporary Analysis and won it in 2013 in tandem with Bill Petti. He has won four FSWA Awards including on for his Mining the News series. He's won Tout Wars three times, LABR twice, and got his first NFBC Main Event win in 2021. Follow him on Twitter @jeffwzimmerman.
Dixon Machado is gonna surprise people this year. He’s hitting the ball a lot harder and getting it in the air a lot more. As a bonus, he’s whiffing less, too.
Any thoughts on Miggy this year? Guessing you watch Tiger games closely..
Machado’s a real interesting one — he’s always been more of a GB hitter, but he’s all of the sudden putting the ball in the air and pulling the ball, which should combine for HRs, no? He already has a pretty interesting OBP skillset around high BB% and low K%, so if he can add some power to his game, he becomes pretty darn interesting at SS.
Surprised Matt Davidson and his 14% lower O-Swing isn’t on here
Same as always for Buxton. He is such an incredible athlete that he actually helps his team somehow.
Regarding Pence, is this the first case of too many flyballs that I have really seen pointed at?
That’s not what happened.
His FB% went from 29.4% to … 30.0%.
His *IFFB%* went from 7.8% to 33.3%.
Same flyball rate, but he’s become a living ‘Infield Fly Rule’. Looks like he tried to change his launch angle and it backfired badly.
Javy’s got a ton of raw power.
What is the talent change metric?
Leonys Martin is going to end up being a guy that wins leagues for people this year. He can hit, he can run. He ran into a lot of unfortunate outs early in the season and is still doing well. Grabbed him in a few leagues and saw him absolutely clobber some baseballs in 10 degree weather that ended up being 405 foot outs.
How do you assess whether a hitter has enough true power for an increased FB rate to pay off? Does Hard% do it, and if so, is there a particular number?
I’m finding this chart pretty opaque. Could really use some elaboration on what’s in the table. Aside from the specific written notes I can’t tell who you’re recommending, or warning us about.
“…Dialed up the craziness to 11.” Hilarious.