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Rating Hitters By Passiveness And Aggressiveness

I love plate discipline statistics*. You can learn so much about a hitter's personality from things like how often he swings at pitches out of the strike zone (i.e. O-Swing%). For this post, I somewhat arbitrarily defined a couple terms to help describe hitting styles using these stats:

  • Passiveness: The rate at which a player takes pitches that are in the strike zone.
  • Aggressiveness: The rate at which a player swings at pitches out of the strike zone.

Both rates are out of all pitches. The graphic below identifies the hitters that rate the highest in each of these two categories using Baseball Prospectus' plate discipline numbers (which I prefer to FanGraphs' because they are based on PITCHf/x data). The graphic also shows which hitters have the most and least "passive-aggressiveness," which is just the sum of the Passiveness and Aggressiveness.

Passive-aggressive-hitters-2011_medium

I break down the top 15 players in each category below.

Star-divide

League Averages

Before we get into the lists, it might be helpful to provide some averages for the 2011 season.

  • Slightly more than half of all MLB pitches were in the strike zone, according to BPro (50.8%). 
  • Hitters swung at 46.0% of all pitches.
  • Overall, a bit more than 1/3 of all pitches were outside the strike zone and taken (34.9%).
  • A bit less than 1/3 of pitches were in the strike zone and swung at (31.7%).
  • This last 1/3 was divided into 19.1% "passive" pitches (in the zone, no swing) and 14.3% "aggressive" pitches (out of the zone, swing).
The lists below are based on the 289 hitters to see at least 1000 pitches.

The Most Passive Hitters

In case you are curious, here's how I calculated Passiveness:

Passiveness = (1 – Z-Swing%) * Zone%

Here are the top 15 most passive hitters by this metric:

The Most Passive Hitters of 2011
Rk Player Pitches Passive Takes Aggressive Swings
1 Brett Gardner 2433 28.4%   8.8%
2 Marco Scutaro 1696 28.3%   8.6%
3 Jamey Carroll 2142 28.0%   9.1%
4 Maicer Izturis 1894 26.7% 12.0%
5 Alexi Casilla 1366 26.4% 11.5%
6 Michael Brantley 1926 26.3% 10.6%
7 Bobby Abreu 2510 26.3%   8.4%
8 Denard Span 1150 26.2%   8.8%
9 Ryan Hanigan 1261 26.1%   9.1%
10 Sam Fuld 1307 25.9%   8.0%
11 J.J. Hardy 2094 25.9% 13.5%
12 Joe Mauer 1335 25.9% 12.3%
13 Dustin Ackley 1510 25.9% 11.3%
14 Ben Revere 1657 25.7% 11.4%
15 Jonathan Herrera 1269 25.5% 11.6%

This is a bit of a mixed bag. Some players, including the top 3, had good years. Nobody on this list dominated the league, though. In fact, none of the top 20 most passive players finished with a wOBA of .350 or higher. Only 3 of the top 50 most passive players had a .350+ wOBA (Kevin Youkilis at 24.9%, Desmond Jennings at 23.3%, and Dustin Pedroia at 22.6%).

I think it's fair to say that, though a very high Passiveness does not automatically prevent a player from getting good offensive results, those extra strikes add a degree of difficulty for a hitter.

The Most Aggressive Hitters

In case you are curious, here's how I calculated Aggressiveness:

Aggressiveness = O-Swing% * (1 – Zone%)

Here are the top 15 most passive hitters by this metric:

The Most Aggressive Hitters of 2011
Rk Player Pitches Passive Takes Aggressive Swings
1 Vladimir Guerrero 1859   9.1% 27.2%
2 Pablo Sandoval 1582   9.9% 26.6%
3 Alfonso Soriano 1832 13.9% 24.1%
4 Mark Trumbo 2105 16.5% 21.9%
5 Miguel Olivo 1787 13.6% 21.8%
6 Brennan Boesch 1727 14.5% 21.5%
7 Delmon Young 1695 14.2% 21.4%
8 Adam Jones 2150 13.6% 21.3%
9 Josh Hamilton 1825   9.9% 21.1%
10 Rod Barajas 1265 17.5% 20.7%
11 Robinson Cano 2253 12.2% 20.5%
12 Alex Gonzalez 2076 16.5% 20.3%
13 A.J. Pierzynski 1629 14.2% 20.3%
14 Jeff Francoeur 2375 13.7% 20.2%
15 Carlos Gonzalez 1956 15.3% 20.2%

These players are all over the place. Some of them were fantastic in 2011 (Sandoval, Hamilton, Cano, Carlos Gonzalez) while others were among the worst hitters in baseball (Olivo, Alex Gonzalez).

Overall, 10 of the top 50 most Aggressive hitters posted a .350 wOBA or higher (plus the 51st and 52nd, too). That top 50 also included some truly execrable performances, though. Clearly, being Aggressive doesn't preclude great hitting, but just as clearly, not just anyone can do it. The players who are successful with this sort of approach seem to be freakish athletes whose physical skills allow them to make solid contact on a much wider variety of pitches than most players.

The Most Passive-Aggressive Hitters

This is calculated simply by adding Passiveness to Aggressiveness. Here are the 15 highest sums:

The Most Passive+Aggressive Hitters of 2011
Rk Player Pitches Passive Takes Aggressive Swings Total
1 J.J. Hardy 2094 25.9% 13.5% 39.4%
2 Ryan Sweeney 1287 25.1% 14.0% 39.1%
3 Maicer Izturis 1894 26.7% 12.0% 38.8%
4 Chris Getz 1601 25.2% 13.5% 38.7%
5 Mark Trumbo 2105 16.5% 21.9% 38.3%
6 Joe Mauer 1335 25.9% 12.3% 38.2%
7 Rod Barajas 1265 17.5% 20.7% 38.2%
8 Jonathan Lucroy 1781 24.2% 13.8% 38.0%
9 Alfonso Soriano 1832 13.9% 24.1% 38.0%
10 Miguel Tejada 1158 19.2% 18.7% 37.9%
11 Alexi Casilla 1366 26.4% 11.5% 37.8%
12 Martin Prado 2147 24.4% 13.0% 37.5%
13 Ryan Zimmerman 1675 23.0% 14.4% 37.4%
14 Mark Ellis 1937 21.5% 15.8% 37.3%
15 Michael Cuddyer 2176 21.7% 15.4% 37.2%

As you can see, there weren't too many successful hitters in this group. Cuddyer is the only player in the top 30 to post a .350+ wOBA, and he was only at .354. Three of the top 50 met that threshold (Cuddyer plus Sandoval and Jose Reyes).

You may have noticed that most of these players seemed to post roughly average marks in one category and sky-high marks in the other. Overall, only 14 hitters (out of 289 with at least 1000 pitches seen) were above-average in both Passiveness and Aggressiveness, and most of those just barely qualified. No hitter was above both 21% Passiveness and 16% Aggressiveness. 

This makes sense if you think about it, because a hitter wouldn't be able to stay in the big leagues for long if his plate discipline were so bad that he took many more strikes than average and swung at many more balls than average. You can get away with one or the other, but not both.

The Least Passive-Aggressive Hitters

Finally, let's take a look at the players who rated the lowest in Passiveness + Aggressiveness. Here are the 15 lowest sums:

The Least Passive+Aggressive Hitters of 2011
Rk Player Pitches Passive Takes Aggressive Swings Total
1 Lance Berkman 2117 12.9% 13.4% 26.3%
2 Carlos Peña 2428 13.6% 13.1% 26.7%
3 David Ortiz 2322 15.2% 12.1% 27.2%
4 Magglio Ordoñez 1213 13.6% 13.9% 27.5%
5 Matt Joyce 2021 15.7% 11.9% 27.6%
6 Chris Iannetta 1782 19.1%   8.6% 27.7%
7 Carlos Quentin 1793 13.4% 14.6% 28.0%
8 Chipper Jones 1739 16.5% 11.7% 28.2%
9 Nick Swisher 2526 19.8%   8.5% 28.3%
10 Miguel Cabrera 2428 13.3% 15.1% 28.3%
11 Corey Hart 2057 15.5% 13.0% 28.5%
12 Jack Cust 1084 20.4%    8.3% 28.7%
13 Derek Jeter 2299 18.0% 10.8% 28.9%
14 Jed Lowrie 1232 17.5% 11.4% 28.9%
15 Matt LaPorta 1447 13.5% 15.6% 29.2%

This is by far the most impressive group so far. More than half of these players posted a .350+ wOBA (Berkman, Peña, Ortiz, Joyce, Quentin, Swisher, Cabrera, and Hart). Iannetta and Jones didn't miss that mark by much, either. Out of the top 50 in this category, 18 reached the .350 wOBA threshold. That's 36%, compared to 23% at or above .350 for the entire sample.

Posting a low mark in this category didn't guarantee success--see Ordonez's hellish season--but it does seem to correlate with solid all-around performance. It's pretty clear to me why this would be. Posting low marks in both Passiveness and Aggressiveness is an indication that the player is both recognizing the difference between balls and strikes and taking the appropriate action--swinging at the strikes and letting the balls go. If you do those two things and have major-league physical tools, you should be pretty successful.

It's pretty telling, then, that the players on this list who did not have good season with the bat are either on their way out of the big leagues (Ordonez, Cust) or just breaking in (Lowrie, LaPorta). These players' physical tools are either abandoning them with age or haven't yet developed to be MLB-caliber--if they ever will. In the meantime, their plate discipline will likely allow them to get more MLB playing time than they otherwise would.

If you want to know where a favorite player ranks in any of these areas, let me know in the comments and I'll try to respond. Thanks for reading.

* My only wish is that there were a bit more granularity to the plate discipline data. How cool would it be if we could someday compare players' swing rates on just borderline strikes or borderline balls, rather than all pitches in or out of the zone? A fan can dream, I guess.

Comment 10 comments  |  3 recs  | 

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If you have time, I’d be really interested in where Matt Kem(v)p ranked here.

KEMvP

"You know Joe, if Keith Jardines last name was Johnson, the nickname 'The Dean of Mean' wouldn't work at all."

by T.C. Engel on Oct 23, 2011 11:54 AM EDT reply actions  

Sure thing.

Kemp is at 16.1% Passive (236th) and 15.8% Aggressive (79th). So he definitely tends toward the Aggressive side of the spectrum, which fits with my perception of him.

That gives him a combined Passive+Aggressive rate of 32.0%, which is 196th. He’s right between Seth Smith and Pedro Alvarez. Also in that range: Adam Dunn and Evan Longoria.

"Yeah, and I have an enchanted jock strap." -- Karl Karlson
I now twitter as @junkstats and blog about made-up stats and general baseball stuff at JunkStats.

by Jacob Peterson on Oct 23, 2011 4:03 PM EDT up reply actions  

Awesome man, thanks.

I figured he would lean a little towards aggressive. Now he just better not have a Dunn type year next season:)

KEMvP

"You know Joe, if Keith Jardines last name was Johnson, the nickname 'The Dean of Mean' wouldn't work at all."

by T.C. Engel on Oct 23, 2011 4:33 PM EDT up reply actions  

+1

Ray Guilfoyle
www.faketeams.com
www.minorleagueball.com
www.mlbdailydish.com

by Ray Guilfoyle on Oct 24, 2011 8:39 AM EDT up reply actions  

Nice piece

Did you do any correlation or regression work with the relationship between these factors and wOBA? I wonder if swinging at non-strikes tends to have more of a negative effect on wOBA than passive strike-taking or vice versa. If, say, aggression has 50% more of an impact than passiveness, then maybe if you wanted the leader list to line up better with the wOBA list you could make it 1.5*Agg + Pass instead of just summing them with equal weight. Thoughts?

by nyetjones on Oct 23, 2011 12:11 PM EDT reply actions  

I thought about doing exactly that

but just didn’t have time. Maybe in a later post. I am very interested in the correlations between the various factors.

"Yeah, and I have an enchanted jock strap." -- Karl Karlson
I now twitter as @junkstats and blog about made-up stats and general baseball stuff at JunkStats.

by Jacob Peterson on Oct 23, 2011 3:58 PM EDT up reply actions  

This is awesome

I can’t wait to see where you’re going to go with this.

Contributor @ Beyond the Box Score. Editor @ Wahoo's on First. Sophomore @ Brown University. Twitter: @LewsOnFirst
"Baseball, it is said, is only a game. True. And the Grand Canyon is only a hole in Arizona."—George Will

by Lewie Pollis on Oct 23, 2011 4:22 PM EDT reply actions  

Repeatable stats

Great work Jacob. There is a lot of potential for future research here. One thing I’d like to know is how consistent the passiveness/aggressiveness statistics are from year to year. I suspect it’s something that is fairly repeatable.

by LPanas on Oct 23, 2011 8:25 PM EDT reply actions  

Very Nice

Where does Jose Bautista rank?

"What's so special about Lou Gehrig? Shouldn't EVERY Yankee have a disease named after him? "

by Sean Coleman on Oct 26, 2011 10:12 PM EDT reply actions  

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