by Cyril Morong
(Note-I added new information below on June 17, 2005. Using regression analysis, I made an improvement in the model. This is explained at the end of the article.)
Please let me know if someone has done this already. I looked at the 70 pitchers who pitched at least 3000 innings between 1920 and 2000. The correlation between their actual ERA and the Component ERA that Bill James invented is .918. So the r-squared would be .843, meaning that 84.3% of the variation in ERA across pitchers could be explained by their component ERA.
The formula is complicated. It uses a pitcher’s number of batters faced, hits allowed, HRs allowed, walks allowed, and HBP. It can be found at
http://www.uri.edu/personal/jkuh9192/conc.html
(I can't tell whose site this is)
Only 8 of the 70 pitchers had a CERA that was more than .25 different from their actual ERA. Even if a pitcher pitched 40 complete games in a season, a differential here of .25 or less means less than 10 runs in a season, or about 1 win.
One interesting thing is that only 18 pitchers had lower CERAs than their actual. So 52 had higher CERAs than their actual. It seems like it should be close to half for each. I have not tried to figure out how it could be made better. The average differential is .066 (including negatives). The average absolute differential is .116.
The table below shows the results. First their actual ERA, then CERA, the differential. If anyone has any theories as to why these pitchers are the best, I would be happy to hear them. I listed the most negative values first, indicating the pitchers who went the most below their CERAs.
Pitcher |
ERA |
CERA |
Diff |
Tom
Zachary |
3.74 |
4.01 |
-0.271 |
Whitey
Ford |
2.74 |
2.97 |
-0.225 |
Mike
Torrez |
3.96 |
4.15 |
-0.188 |
Claude
Osteen |
3.30 |
3.44 |
-0.141 |
Tommy
John |
3.34 |
3.48 |
-0.138 |
Murry
Dickson |
3.66 |
3.79 |
-0.135 |
Phil
Niekro |
3.35 |
3.46 |
-0.109 |
Larry
French |
3.44 |
3.55 |
-0.106 |
Jim Kaat |
3.45 |
3.54 |
-0.087 |
Lefty
Grove |
3.06 |
3.12 |
-0.061 |
Bucky
Walters |
3.30 |
3.36 |
-0.057 |
Jim Palmer |
2.86 |
2.91 |
-0.054 |
Jesse
Haines |
3.65 |
3.69 |
-0.045 |
Rick
Reuschel |
3.37 |
3.41 |
-0.037 |
Mel
Harder |
3.80 |
3.83 |
-0.028 |
Joe
Niekro |
3.59 |
3.61 |
-0.017 |
Jim Perry |
3.45 |
3.46 |
-0.015 |
Don
Drysdale |
2.95 |
2.96 |
-0.012 |
Bob Welch |
3.47 |
3.47 |
-0.003 |
Bob
Friend |
3.58 |
3.58 |
0.003 |
Frank
Tanana |
3.66 |
3.65 |
0.007 |
Curt
Simmons |
3.54 |
3.53 |
0.013 |
Steve
Carlton |
3.22 |
3.2 |
0.015 |
Dutch
Leonard |
3.25 |
3.22 |
0.028 |
Jerry
Koosman |
3.36 |
3.33 |
0.029 |
Billy
Pierce |
3.27 |
3.24 |
0.030 |
Jerry
Reuss |
3.64 |
3.6 |
0.037 |
Freddie
Fitzsimmons |
3.51 |
3.47 |
0.038 |
Milt Pappas |
3.40 |
3.36 |
0.038 |
Bobo
Newsom |
3.98 |
3.94 |
0.043 |
Bob
Gibson |
2.91 |
2.86 |
0.054 |
Warren
Spahn |
3.09 |
3.03 |
0.055 |
Dolf
Luque |
3.25 |
3.19 |
0.058 |
Ted Lyons |
3.67 |
3.61 |
0.058 |
Orel
Hershiser |
3.25 |
3.19 |
0.060 |
Early
Wynn |
3.54 |
3.48 |
0.060 |
Bob
Feller |
3.25 |
3.19 |
0.064 |
Burleigh
Grimes |
3.65 |
3.58 |
0.067 |
Doyle
Alexander |
3.76 |
3.69 |
0.068 |
Earl
Whitehill |
4.36 |
4.29 |
0.070 |
Jim
Bunning |
3.27 |
3.2 |
0.070 |
Bert
Blyleven |
3.31 |
3.23 |
0.084 |
Rick Wise |
3.69 |
3.6 |
0.087 |
Waite
Hoyt |
3.60 |
3.51 |
0.088 |
Larry
Jackson |
3.40 |
3.31 |
0.092 |
Charlie
Hough |
3.75 |
3.65 |
0.096 |
Mickey
Lolich |
3.44 |
3.34 |
0.097 |
Carl
Hubbell |
2.98 |
2.88 |
0.097 |
Gaylord
Perry |
3.11 |
3 |
0.105 |
Dennis
Martinez |
3.68 |
3.56 |
0.120 |
Lew
Burdette |
3.66 |
3.53 |
0.126 |
Vida Blue |
3.26 |
3.13 |
0.130 |
Luis
Tiant |
3.30 |
3.16 |
0.144 |
Paul
Derringer |
3.46 |
3.31 |
0.148 |
Charlie
Root |
3.59 |
3.43 |
0.156 |
Juan
Marichal |
2.89 |
2.73 |
0.160 |
Tom
Seaver |
2.86 |
2.67 |
0.192 |
Roger
Clemens |
3.07 |
2.88 |
0.193 |
Robin
Roberts |
3.40 |
3.21 |
0.195 |
Greg
Maddux |
2.83 |
2.63 |
0.197 |
Sam Jones |
3.94 |
3.74 |
0.201 |
Danny
Darwin |
3.75 |
3.54 |
0.210 |
Eppa
Rixey |
3.34 |
3.12 |
0.220 |
Jack
Morris |
3.90 |
3.61 |
0.290 |
Ferguson
Jenkins |
3.34 |
3.04 |
0.298 |
Nolan
Ryan |
3.19 |
2.89 |
0.303 |
Catfish
Hunter |
3.26 |
2.94 |
0.317 |
Red
Ruffing |
3.80 |
3.48 |
0.319 |
Dennis
Eckersley |
3.49 |
3.11 |
0.380 |
Don
Sutton |
3.26 |
2.88 |
0.381 |
Source: The STATS, INC. All-Time Major League Handbook, their 2001 Major League Handbook and Lee Sinins Sabermetric Encyclopedia.
New
Information
Bob Clark of Louisville suggested that I take lefties into account in looking at component ERA (ERC). The big reason to me might be that lefties face more right handed batters so they might get more GIDPs. So they might have lower ERAs than projected based on hits, BBs, and HRs than RHPs. Also, the more strikeouts a pitcher has, the fewer GIDPs he will probably have. That might increase runs allowed.
So I ran a regression in which the dependent variable was ERA and the independent variables are ERC, strikeouts per IP and a dummy variable for being a lefthanded pitcher (1 if yes, 0 if no). The regression equation was
ERA = .427 + .881*CERA + .1188*SO/IP - .0986*DUM
Dum had a t-value of about -3. The r-squared was .866 and the standard error was .116. The formula predicts all pitchers to within .299 or less. 63 were off by less than .2 and 48 were within .1. The average difference between the predicted value and the actual ERA is basically zero (.0006 again), probably because the over and under predictions cancel out. The average absolute deviation was .062. 36 were over predicted and 34 were underpredicted. ERC by itself underpredicted 51 of the 70. So adding in the dummy variable made things just a little more accurate than the ERC + strikeouts model.
I used all pitchers with 3000+ IP from 1920-2000.
I also tried the regression with interaction or slope terms for the dummy variable. The results were similar.
Below are the results. The Predicted ERA is the one predicted by the equation above.
Pitcher |
ERA |
CERA |
Predicted ERA |
Diff |
Whitey
Ford |
2.74 |
2.97 |
3.018 |
-0.278 |
Phil
Niekro |
3.35 |
3.46 |
3.549 |
-0.199 |
Jim
Palmer |
2.86 |
2.91 |
3.057 |
-0.197 |
Mike
Torrez |
3.96 |
4.15 |
4.138 |
-0.178 |
Don
Drysdale |
2.95 |
2.96 |
3.121 |
-0.171 |
Murry
Dickson |
3.66 |
3.79 |
3.816 |
-0.156 |
Tom Zachary |
3.74 |
4.01 |
3.889 |
-0.149 |
Bob
Gibson |
2.91 |
2.86 |
3.042 |
-0.132 |
Bucky
Walters |
3.30 |
3.36 |
3.430 |
-0.130 |
Rick
Reuschel |
3.37 |
3.41 |
3.499 |
-0.129 |
Claude
Osteen |
3.30 |
3.44 |
3.414 |
-0.114 |
Tommy
John |
3.34 |
3.48 |
3.451 |
-0.111 |
Bob Welch |
3.47 |
3.47 |
3.560 |
-0.090 |
Lefty Grove |
3.06 |
3.12 |
3.145 |
-0.085 |
Jim Perry |
3.45 |
3.46 |
3.532 |
-0.082 |
Joe
Niekro |
3.59 |
3.61 |
3.665 |
-0.075 |
Bob
Feller |
3.25 |
3.19 |
3.317 |
-0.067 |
Jim
Bunning |
3.27 |
3.20 |
3.336 |
-0.066 |
Jesse
Haines |
3.65 |
3.69 |
3.714 |
-0.064 |
Orel
Hershiser |
3.25 |
3.19 |
3.314 |
-0.064 |
Jim Kaat |
3.45 |
3.54 |
3.512 |
-0.062 |
Larry
French |
3.44 |
3.55 |
3.501 |
-0.061 |
Bob
Friend |
3.58 |
3.58 |
3.638 |
-0.058 |
Dutch
Leonard |
3.25 |
3.22 |
3.307 |
-0.057 |
Milt
Pappas |
3.40 |
3.36 |
3.452 |
-0.052 |
Bert
Blyleven |
3.31 |
3.23 |
3.361 |
-0.051 |
Mel
Harder |
3.80 |
3.83 |
3.841 |
-0.041 |
Gaylord
Perry |
3.11 |
3.00 |
3.148 |
-0.038 |
Dolf
Luque |
3.25 |
3.19 |
3.279 |
-0.029 |
Steve
Carlton |
3.22 |
3.20 |
3.242 |
-0.022 |
Juan
Marichal |
2.89 |
2.73 |
2.910 |
-0.020 |
Early
Wynn |
3.54 |
3.48 |
3.554 |
-0.014 |
Tom
Seaver |
2.86 |
2.67 |
2.870 |
-0.010 |
Roger
Clemens |
3.07 |
2.88 |
3.078 |
-0.008 |
Freddie
Fitzsimmons |
3.51 |
3.47 |
3.516 |
-0.006 |
Larry
Jackson |
3.40 |
3.31 |
3.405 |
-0.005 |
Greg
Maddux |
2.83 |
2.63 |
2.828 |
0.002 |
Luis
Tiant |
3.30 |
3.16 |
3.293 |
0.007 |
Billy
Pierce |
3.27 |
3.24 |
3.255 |
0.015 |
Bobo
Newsom |
3.98 |
3.94 |
3.964 |
0.016 |
Jerry
Koosman |
3.36 |
3.33 |
3.341 |
0.019 |
Burleigh
Grimes |
3.65 |
3.58 |
3.623 |
0.027 |
Doyle
Alexander |
3.76 |
3.69 |
3.732 |
0.028 |
Rick Wise |
3.69 |
3.60 |
3.661 |
0.029 |
Ted Lyons |
3.67 |
3.61 |
3.638 |
0.032 |
Charlie
Hough |
3.75 |
3.65 |
3.716 |
0.034 |
Warren
Spahn |
3.09 |
3.03 |
3.056 |
0.034 |
Frank
Tanana |
3.66 |
3.65 |
3.623 |
0.037 |
Curt
Simmons |
3.54 |
3.53 |
3.499 |
0.041 |
Waite
Hoyt |
3.60 |
3.51 |
3.558 |
0.042 |
Dennis
Martinez |
3.68 |
3.56 |
3.627 |
0.053 |
Carl
Hubbell |
2.98 |
2.88 |
2.921 |
0.059 |
Paul
Derringer |
3.46 |
3.31 |
3.392 |
0.068 |
Mickey
Lolich |
3.44 |
3.34 |
3.363 |
0.077 |
Jerry
Reuss |
3.64 |
3.60 |
3.562 |
0.078 |
Lew
Burdette |
3.66 |
3.53 |
3.579 |
0.081 |
Robin
Roberts |
3.40 |
3.21 |
3.315 |
0.085 |
Charlie
Root |
3.59 |
3.43 |
3.503 |
0.087 |
Nolan
Ryan |
3.19 |
2.89 |
3.099 |
0.091 |
Vida Blue |
3.26 |
3.13 |
3.163 |
0.097 |
Danny
Darwin |
3.75 |
3.54 |
3.622 |
0.128 |
Ferguson
Jenkins |
3.34 |
3.04 |
3.189 |
0.151 |
Catfish
Hunter |
3.26 |
2.94 |
3.086 |
0.174 |
Sam Jones |
3.94 |
3.74 |
3.760 |
0.180 |
Earl
Whitehill |
4.36 |
4.29 |
4.153 |
0.207 |
Don
Sutton |
3.26 |
2.88 |
3.045 |
0.215 |
Jack
Morris |
3.90 |
3.61 |
3.684 |
0.216 |
Eppa
Rixey |
3.34 |
3.12 |
3.106 |
0.234 |
Dennis
Eckersley |
3.49 |
3.11 |
3.254 |
0.236 |
Red
Ruffing |
3.80 |
3.48 |
3.547 |
0.253 |