Baseball BeatFebruary 09, 2011
Graphing the Hitters: Plate Discipline
By Rich Lederer

Last week, I published Graphing the Hitters: Productivity with a focus on OBP and SLG. Today's version of Graphing the Hitters is on Plate Discipline, which I introduced in this format just over a year ago.

The graph below plots walk rate (BB/PA) on the x-axis and strikeout rate (SO/PA) on the y-axis for every qualified batter in 2010. The intersection of the MLB averages for BB% (8.50%) and SO% (18.49%) created quadrants that classify players as better-than-average in both (lower right), worse-than-average in both (upper left), or better-than-average in one and worse-than-average in the other (lower left and upper right).

Unlike Fangraphs, I believe the denominator for strikeout percentage should be plate appearances (rather than at-bats). For whatever reason, Fangraphs defines walk percentage as BB/PA but strikeout percentage as SO/AB. As a result, while the raw numbers were downloaded from Fangraphs, the BB% and SO% were calculated separately.

Note: You can download a spreadsheet containing the BB, SO, BB%, SO%, and BB/SO of the 151 qualified hitters here. This information can also be used to locate the 124 players not labeled in the graph below.



2010%20Plate%20Discipline.png


Three of the players in the bottom right quadrant ranked in the top five in OPS last year. Not only did Jose Bautista, Miguel Cabrera, and Albert Pujols produce outstanding on-base and slugging averages but they also displayed strong plate discipline. All three hitters walked at least 60% more than the MLB average while striking out less than the MLB average.

Pujols had the fourth-highest BB% (14.71%) and the 20th-lowest SO% (10.86%). No one else comes close to matching that combination of BB% and SO%. Joe Mauer was 36th in BB% (11.13%) and 7th in SO% (9.08%).

Daric Barton (16.03%), whose name is situated between Bautista and Pujols on the graph above, edged out Prince Fielder (15.97%) for the highest BB% in the majors. A.J. Pierzynski (2.98%) had the lowest BB%.

Mark Reynolds (35.40%) had the highest SO% by a wide margin, beating out Adam Dunn by nearly five percentage points. Reynolds struck out over 200 times for the third straight season. He now holds the top three spots on the all-time single-season list for strikeouts. No other player has ever whiffed 200 times in a campaign. The top nine in SO have all occurred since 2004 with Reynolds (3), Dunn (3), and Ryan Howard (2) manning eight of the nine places. As it relates to Reynolds, if one wants to look for hope and change, he has increased his walks and BB% every year since his rookie season in 2007.

Jeff Keppinger (6.26%) had the lowest SO%, squeezing past Juan Pierre (6.40%) for top honors. He also generated the No. 1 BB/SO ratio with an impressive 1.42. Adam Jones (0.19) had the worst BB/SO. The toolsy center fielder is far from a finished product. By the same token, Carlos Gonzalez, firmly in the top left quadrant with a 6.29% BB and 21.23% SO, may not be the superstar-in-making unless he improves his dismal BB/SO ratio of 0.30. With or without better plate discipline, the 25-year-old outfielder is unlikely to ever approach the rate stats (.363/.412/.679) he put up in the second half last year.

Just five qualified hitters had a BB/SO ratio of 1.0 or better (vs. 13 in 2009). Pujols and Mauer were the only players to repeat.

Player BB SO BB% K% BB/SO
Jeff Keppinger 51 36 8.87% 6.26% 1.42
Albert Pujols 103 76 14.71% 10.86% 1.36
Joe Mauer 65 53 11.13% 9.08% 1.23
Daric Barton 110 102 16.03% 14.87% 1.08
Chase Utley 63 63 12.33% 12.33% 1.00

Combining the features of the Productivity and Plate Discipline graphs allows us to determine the players who had above-average BB% (> 8.50%), SO% (< 18.49%), OBP (> .325), and SLG (> .403). The 29 hitters in the table below are ranked by OPS.

Player BB SO BB% K% BB/SO OBP SLG OPS
Miguel Cabrera 89 95 13.73% 14.66% .94 .420 .622 1.042
Albert Pujols 103 76 14.71% 10.86% 1.36 .414 .596 1.010
Jose Bautista 100 116 14.64% 16.98% .86 .378 .617 .995
Paul Konerko 72 110 11.41% 17.43% .65 .393 .584 .977
Troy Tulowitzki 48 78 9.07% 14.74% .62 .381 .568 .949
Matt Holliday 69 93 10.22% 13.78% .74 .390 .532 .922
Adrian Gonzalez 93 114 13.42% 16.45% .82 .393 .511 .904
Ryan Zimmerman 69 98 11.44% 16.25% .70 .388 .510 .898
Aubrey Huff 83 91 12.43% 13.62% .91 .385 .506 .891
Shin-Soo Choo 83 118 12.85% 18.27% .70 .401 .484 .885
Joe Mauer 65 53 11.13% 9.08% 1.23 .402 .469 .871
Andre Ethier 59 102 10.09% 17.44% .58 .364 .493 .857
Billy Butler 69 78 10.18% 11.50% .88 .388 .469 .857
Scott Rolen 50 82 9.31% 15.27% .61 .358 .497 .855
Hanley Ramirez 64 93 10.34% 15.02% .69 .378 .475 .853
Alex Rodriguez 59 98 9.92% 16.47% .60 .341 .506 .847
Mark Teixeira 93 122 13.06% 17.13% .76 .365 .481 .846
Chase Utley 63 63 12.33% 12.33% 1.00 .387 .445 .832
Brian McCann 74 98 13.07% 17.31% .76 .375 .453 .828
Carlos Quentin 50 83 9.49% 15.75% .60 .342 .479 .821
Hideki Matsui 67 98 12.01% 17.56% .68 .361 .459 .820
Torii Hunter 61 106 9.44% 16.41% .58 .354 .464 .818
Andrew McCutchen 70 89 10.72% 13.63% .79 .365 .449 .814
Stephen Drew 62 108 9.79% 17.06% .57 .352 .458 .810
Nick Markakis 73 93 10.30% 13.12% .78 .370 .436 .806
Daric Barton 110 102 16.03% 14.87% 1.08 .393 .405 .798
Raul Ibanez 68 108 10.69% 16.98% .63 .349 .444 .793
Gaby Sanchez 57 101 8.86% 15.71% .56 .341 .448 .789
Michael Cuddyer 58 93 8.59% 13.78% .62 .336 .417 .753

As I concluded last year with no particular revelation, "Pujols is the most disciplined and productive hitter in the game today." Albert may still be the "most disciplined" hitter but might not be the "most productive" anymore. You see, there is another guy out there who is a lot more like Pujols than not. In fact, this impostor had a higher AVG (.328 vs. .312), OBP (.420 vs. .414), SLG (.622 vs. 596), OPS (1.042 vs. 1.011), OPS+ (179 vs. 173), wOBA (.429 vs. .420), and wRC+ (170 vs. 165) than the three-time NL MVP (who, by the way, also has FOUR second-place finishes). No, it's not Joey Votto. It's none other than Miguel Cabrera, who sits atop the list above.

Comments

I did some testing on what strikeouts and walks says about a hitters production. I used 25 years of data and broke the hitters up into groupings based on the standard deviation.

I found the results pretty interesting. First of all, as walks increased so did the players average in all categories of my fantasy league that I looked at (BA, OBA, R, RBI, HR, XBH) besides SB.

With strikeouts, it showed a grouping where power and RBI production spiked as strikeouts increased, but obviously it fell off after awhile.

I used the data to find all 3 mean, median, mode as well as max. When I ran the max for each group I found it interesting that there was no significant difference for any of the groups in any categories. Obviously the higher walk players had a higher OBA, but we knew that already.

This graph really helps capture exactly what I was thinking about and better understood when I did all of that work.

Thanks

I'm pretty sure that the only reason Miguel Cabrera didn't win the AL MVP was because his team was not in the playoff race and Hamilton's won the AL West.

Cabrera put up a monster year despite having no protection around him in the lineup. If Magglio Ordonez and Victor Martinez can stay relatively healthy and productive this year in the #3 and #5 spots, Cabrera could challenge for the triple crown.

It bothers me that in 2011 strikeout rate is still being considered as a part of 'plate discipline'. Batters don't strike out because they lack discipline--swinging at bad pitches, etc. They strike out because they are swinging for the fences and trying to leverage their power in a power game.

Great analysis, when will the "Graphing the Pitchers" segment be posted? Will you have analysis for both starters and relievers as in the past? Thanks.