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The Most Powerful Hitters in Baseball (The 2011 Power Factor Leaderboard)

Ever since slugging percentage ascended to the mainstream consciousness, some form of bases accumulated as a rate statistic has become a (if not the) primary means by which we measure power. Slugging percentage was a great start, but because a player who gets four singles is seen as just as powerful as a guy who hits one home run in the same number of at-bats, it fails to differentiate between players whose total base totals are high (or low) based on power or those that are inflated (or deflated) by contact skill.

The development of isolated power (slugging percentage minus batting average—i.e., extra bases per at-bat) was a step in the right direction in the quest to accurately measure raw power. ISO would show that our hypothetical four-singles hitter was not, in fact, as powerful as the batter who hit a home run. But ISO has a bias towards contact hitters too: the more hits a batter gets, the more extra-base hits he'll get:

Let’s take two hypothetical players: Tony Stark and Bruce Wayne. Stark hits .350 with a .550 SLG. Wayne hits .200 with a .400 SLG. Both weigh in at a .200 ISO, suggesting their raw power is roughly equal.

But that’s not right. If Wayne somehow managed to bring his average up 150 points, would all the extra hits be singles?

My favorite example of this is the case of Carl Crawford and B.J. Upton in 2010. I don't think it's controversial to say that Upton has more raw power than Crawford, but ISO rated them as essentially equal (Crawford's was .188, Upton's was .187), and they had just about the same numbers of extra-base hits (Crawford: 62, Upton: 60). The reason: Crawford got 57 more hits and hit 70 points higher than Upton did. Tautologic as it may sound, he wouldn't have equaled Upton in extra-base hits had he not gotten so many hits. Thus, ISO does not really isolate power, but is largely dependent on contact ability, speed, and (in some cases) BABIP luck.

Enter Power Factor:

Power_factor_medium

Star-divide

or, extra bases-per-hit. It can also be described as isolated power divided by batting average (divide both halves of the fraction by ABs), and thus as slugging percentage minus batting average divided by batting average. It is also often expressed as total bases-per-hit (i.e., slugging percentage divided by batting average); to convert any of my totals to that format, simply add 1.

By changing the denominator from at-bats to hits, we can take ISO one step further and focus more specifically on raw slugging ability. It's impossible to fully isolate power from contact skill and luck, but their impact is much smaller on Power Factor than on ISO or SLG.

Power Factor has been around for decades as a tchotchke statistic and was originally invented by the great Earnshaw Cook. It's not a perfect stat by any means and it may go too far in trying to correct contact-hitter bias, but I love it for its simplicity, its instinctual and logical sense, and its strong year-to-year consistency (suggesting it truly measures a stable skill).

For qualified MLB hitters in 2011, the median PF was .621 and the standard deviation was .205. Here's a quick percentile chart for this year, like those offered in the FanGraphs Saber Library:

2011_pf_percentile_medium

It should be noted that Power Factor isn't a very good measure of a player's overall hitting ability; if "hitting the ball hard" is the general key to extra-base hits, PF focuses only on "hard." Given the choice between a player with a high PF and a hitter with a high ISO or SLG, you'd take the second guy (unless you were playing T-ball). The former is a more powerful hitter, but the latter is a better power hitter.

Without further ado, here are the most powerful (qualified) hitters in baseball for last year, as determined by Power Factor. For comparison, I've also included each player's ISO. (input numbers courtesy of FanGraphs)


ISO PF
1. Mark Reynolds .262 1.186
2. Curtis Granderson .290 1.105
3. Carlos Pena .237 1.054
4. Mike Stanton .275 1.052
5. Evan Longoria .251 1.023
6. Jose Bautista .306 1.015
7. Mark Teixeira .246 .993
8. Dan Uggla .220 .943
9. Josh Willingham .232 .942
10. Nelson Cruz .246 .936
11. Ryan Howard .235 .929
12. Alfonso Soriano .225 .922
13. Carlos Santana .217 .909
14. Adrian Beltre .265 .896
15. Logan Morrison .221 .895
16. Prince Fielder .267 .894
17. Vernon Wells .194 .891
18. Mark Trumbo .223 .876
19. Ian Kinsler .223 .873
20. Kelly Johnson .191 .860
21. Jay Bruce .217 .847
22. Justin Upton .240 .830
23. J.J. Hardy .222 .824
24. Michael Morse .247 .816
25. Lance Berkman .246 .816

And the bottom 10:

ISO PF
136. Derek Jeter .092 .309
137. Robert Andino .081 .308
138. Alberto Callaspo .086 .299
139. Elvis Andrus .082 .293
140. Darwin Barney .078 .281
141. Jason Bartlett .061 .250
142. Ichiro Suzuki .064 .234
143. Placido Polanco .062 .223
144. Jamey Carroll .058 .198
145. Juan Pierre .049 .174

Overall, there isn't much difference between how most players faired in ISO and PF relative to their peers, but there are some exceptions. Here's what the relationship looks like. I've highlighted a few notable names and outliers. Note that players above the line are rated more highly by PF than by ISO (and thus were below-average at the non-power aspects of getting hits), while those below the line have their slugging abilities overstated by ISO.

Iso_pf_chart_medium

Again, Power Factor shouldn't be the only stat you use to measure raw slugging ability, but I think this paints a pretty accurate picture of who the most powerful hitters in baseball are.

Comment 7 comments  |  2 recs  | 

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Triples

I’m sure this would barely change the results, but I would subtract triples from the numerator. The extra base added from the triple isn’t explaining power at all.

by JoshEngleman34 on Nov 17, 2011 11:29 AM EST reply actions  

I always wanted to get a true numbers on doubles also.

For example, Billy Butler has many singles that would go for doubles if the player a little more speed.

- .-. ..- … – / – …. . / .—. .-. - .. . … …

by Jeff Zimmerman on Nov 17, 2011 12:50 PM EST up reply actions  

Without reading the charts, I can chime in and say Bruce Wayne would be a waaaaaaay better hitter than Tony Stark, unless Tony got to wear his special “Body Armor” enhansements…

"Difficulties strengthen the mind, as labor does the body."
― Seneca

by NJBammer on Nov 17, 2011 11:38 AM EST reply actions  

Worth checking out:

Patriot’s spot-on (as usual) dissection and analysis of Power Factor form a while back.

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Before getting tweaked, read up on regression.

by Matt Klaassen on Nov 17, 2011 1:11 PM EST reply actions  

OK, maybe I read something wrong but I am wondering something about power factor

Doesn’t it “under-rate” power hitters with high averages? That is, players who hit for lots of extra bases, but also hit lots of singles? I know this is kinda/sorta the point, but I’m not sure what the purpose of power factor is if this is the case.

Another way to put it: If Mark Reynolds could turn 50-or-so outs into singles in 2011, He’d look a lot more like Albert Pujols. Power Factor seems like a measure of how all-or-nothing you are.

by mattybobo on Nov 17, 2011 3:13 PM EST reply actions   1 recs

i see where you’re coming from, i agree that iso is still the better stat.

if you are really looking for what happens when the ball hits the bat, though, what about extra bases per ball in play?

capital letters suck.

by soccerfreak on Nov 17, 2011 6:23 PM EST reply actions  

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