When I went on the Advanced NFL Stats Podcast in late December, I discussed my use of Z-scores to measure the Seattle pass defense. Host Dave Collins asked me if I was planning on using Z-scores to measure other things, like say, Adrian Peterson’s 2012 season. I told him that would be an interesting idea to look at in the off-season.
Well, it’s the off-season. So here’s what I did.
1) For every season since 1932, I recorded the number of rushing yards for the leading rusher for each team in each league. So for the Minnesota Vikings in 2012, this was 2,097.
2) Next, I calculated the average number of rushing yards of the top rusher of each other team in the NFL. In 2012, the leading rusher on the other 31 teams averaged 974 yards.
3) Then, I calculated the standard deviation of the leading rushers for all teams in the NFL. In 2012, that was 386 yards.
4) Finally, I calculated the Z-score. This is simply the difference between the player’s average and the league average (for Peterson, that’s 1,123), divided by the standard deviation. Peterson’s Z-score was 2.91, good enough for 15th best since 1932. The table below shows the top 250 seasons using this method from 1932 to 2013; it’s fully searchable and sortable, and you can change the number of entries shown by using the dropdown box on the left.
Rk | Running Back | Year | Team | Lg | Tms | RshYd | LgAvg | LgStDv | Diff | Z-Score |
---|---|---|---|---|---|---|---|---|---|---|
1 | O.J. Simpson | 1973 | BUF | NFL | 26 | 2003 | 820 | 296 | 1183 | 4 |
2 | O.J. Simpson | 1975 | BUF | NFL | 26 | 1817 | 804 | 292 | 1013 | 3.46 |
3 | Jim Brown | 1963 | CLE | NFL | 14 | 1863 | 639 | 355 | 1224 | 3.45 |
4 | Walter Payton | 1977 | CHI | NFL | 28 | 1852 | 785 | 320 | 1067 | 3.33 |
5 | Jim Brown | 1965 | CLE | NFL | 14 | 1544 | 638 | 273 | 906 | 3.32 |
6 | Joe Perry | 1954 | SFO | NFL | 12 | 1049 | 490 | 173 | 559 | 3.22 |
7 | Chris Johnson | 2009 | TEN | NFL | 32 | 2006 | 960 | 324 | 1046 | 3.22 |
8 | Earl Campbell | 1980 | HOU | NFL | 28 | 1934 | 845 | 340 | 1089 | 3.2 |
9 | Jim Brown | 1958 | CLE | NFL | 12 | 1527 | 572 | 302 | 955 | 3.16 |
10 | Charles White | 1987 | RAM | NFL | 28 | 1374 | 670 | 226 | 704 | 3.11 |
11 | Barry Sanders | 1994 | DET | NFL | 28 | 1883 | 903 | 323 | 980 | 3.03 |
12 | Eric Dickerson | 1984 | RAM | NFL | 28 | 2105 | 957 | 382 | 1148 | 3.01 |
13 | Cliff Battles | 1937 | WAS | NFL | 10 | 874 | 438 | 148 | 436 | 2.95 |
14 | Barry Sanders | 1997 | DET | NFL | 30 | 2053 | 999 | 359 | 1054 | 2.93 |
15 | Adrian Peterson | 2012 | MIN | NFL | 32 | 2097 | 974 | 386 | 1123 | 2.91 |
16 | Jim Brown | 1957 | CLE | NFL | 12 | 942 | 557 | 135 | 385 | 2.84 |
17 | Steve Van Buren | 1947 | PHI | NFL | 10 | 1008 | 407 | 213 | 601 | 2.81 |
18 | Jim Brown | 1959 | CLE | NFL | 12 | 1329 | 703 | 224 | 626 | 2.79 |
19 | Jim Nance | 1966 | BOS | AFL | 9 | 1458 | 612 | 308 | 846 | 2.75 |
20 | Eric Dickerson | 1986 | RAM | NFL | 28 | 1821 | 859 | 356 | 962 | 2.7 |
21 | Otis Armstrong | 1974 | DEN | NFL | 26 | 1407 | 719 | 255 | 688 | 2.7 |
22 | Emmitt Smith | 1995 | DAL | NFL | 30 | 1773 | 979 | 297 | 794 | 2.68 |
23 | Emmitt Smith | 1991 | DAL | NFL | 28 | 1563 | 789 | 299 | 774 | 2.59 |
24 | Jim Musick | 1933 | BOS | NFL | 10 | 809 | 389 | 163 | 420 | 2.57 |
25 | Barry Sanders | 1991 | DET | NFL | 28 | 1548 | 790 | 299 | 758 | 2.54 |
26 | Joe Perry | 1953 | SFO | NFL | 12 | 1018 | 484 | 211 | 534 | 2.53 |
27 | Terrell Davis | 1998 | DEN | NFL | 30 | 2008 | 1035 | 387 | 973 | 2.52 |
28 | Jim Brown | 1964 | CLE | NFL | 14 | 1446 | 666 | 313 | 780 | 2.49 |
29 | Ricky Williams | 2002 | MIA | NFL | 32 | 1853 | 1089 | 307 | 764 | 2.49 |
30 | Jim Taylor | 1962 | GNB | NFL | 14 | 1474 | 743 | 296 | 731 | 2.47 |
31 | Steve Van Buren | 1948 | PHI | NFL | 10 | 945 | 457 | 198 | 488 | 2.47 |
32 | Eric Dickerson | 1983 | RAM | NFL | 28 | 1808 | 992 | 332 | 816 | 2.45 |
33 | Leroy Kelly | 1968 | CLE | NFL | 16 | 1239 | 707 | 219 | 532 | 2.43 |
34 | Jamal Lewis | 2003 | BAL | NFL | 32 | 2066 | 1084 | 403 | 982 | 2.43 |
35 | Adrian Peterson | 2008 | MIN | NFL | 32 | 1760 | 975 | 324 | 785 | 2.42 |
36 | LeSean McCoy | 2013 | PHI | NFL | 32 | 1607 | 890 | 296 | 717 | 2.42 |
37 | Jim Brown | 1961 | CLE | NFL | 14 | 1408 | 725 | 282 | 683 | 2.42 |
38 | Dan Towler | 1952 | RAM | NFL | 12 | 894 | 443 | 187 | 451 | 2.41 |
39 | Maurice Jones-Drew | 2011 | JAX | NFL | 32 | 1606 | 938 | 280 | 668 | 2.39 |
40 | Emmitt Smith | 1993 | DAL | NFL | 28 | 1486 | 865 | 260 | 621 | 2.39 |
41 | Spec Sanders | 1947 | NYY | AAFC | 8 | 1432 | 671 | 323 | 761 | 2.36 |
42 | Eric Dickerson | 1988 | IND | NFL | 28 | 1659 | 856 | 342 | 803 | 2.35 |
43 | O.J. Simpson | 1976 | BUF | NFL | 28 | 1503 | 836 | 289 | 667 | 2.31 |
44 | Leroy Kelly | 1967 | CLE | NFL | 16 | 1205 | 669 | 232 | 536 | 2.31 |
45 | Marcus Allen | 1985 | RAI | NFL | 28 | 1759 | 1002 | 334 | 757 | 2.27 |
46 | Emmitt Smith | 1992 | DAL | NFL | 28 | 1713 | 908 | 357 | 805 | 2.25 |
47 | Dickie Post | 1969 | SDG | AFL | 10 | 873 | 677 | 87 | 196 | 2.24 |
48 | Michael Turner | 2008 | ATL | NFL | 32 | 1699 | 977 | 324 | 722 | 2.23 |
49 | LaDainian Tomlinson | 2006 | SDG | NFL | 32 | 1815 | 1101 | 321 | 714 | 2.23 |
50 | Arian Foster | 2010 | HOU | NFL | 32 | 1616 | 982 | 287 | 634 | 2.21 |
51 | Bill Paschal | 1944 | NYG | NFL | 10 | 737 | 414 | 147 | 323 | 2.19 |
52 | Barry Foster | 1992 | PIT | NFL | 28 | 1690 | 909 | 357 | 781 | 2.19 |
53 | Shaun Alexander | 2005 | SEA | NFL | 32 | 1880 | 1041 | 384 | 839 | 2.19 |
54 | Earl Campbell | 1979 | HOU | NFL | 28 | 1697 | 940 | 348 | 757 | 2.17 |
55 | Jerome Bettis | 1993 | RAM | NFL | 28 | 1429 | 867 | 260 | 562 | 2.16 |
56 | Gale Sayers | 1966 | CHI | NFL | 15 | 1231 | 688 | 252 | 543 | 2.16 |
57 | George Rogers | 1981 | NOR | NFL | 28 | 1674 | 1011 | 309 | 663 | 2.15 |
58 | Gerald Riggs | 1985 | ATL | NFL | 28 | 1719 | 1004 | 334 | 715 | 2.14 |
59 | Larry Johnson | 2006 | KAN | NFL | 32 | 1789 | 1102 | 321 | 687 | 2.14 |
60 | Earl Campbell | 1978 | HOU | NFL | 28 | 1450 | 901 | 257 | 549 | 2.14 |
61 | Tiki Barber | 2005 | NYG | NFL | 32 | 1860 | 1041 | 384 | 819 | 2.13 |
62 | Beattie Feathers | 1934 | CHI | NFL | 11 | 1004 | 429 | 270 | 575 | 2.12 |
63 | Bill Osmanski | 1939 | CHI | NFL | 10 | 699 | 377 | 152 | 322 | 2.12 |
64 | Steve Van Buren | 1945 | PHI | NFL | 10 | 832 | 379 | 214 | 453 | 2.12 |
65 | Steve Van Buren | 1949 | PHI | NFL | 10 | 1146 | 548 | 282 | 598 | 2.12 |
66 | Jim Brown | 1960 | CLE | NFL | 13 | 1257 | 642 | 291 | 615 | 2.12 |
67 | Larry Brown | 1970 | WAS | NFL | 26 | 1125 | 661 | 220 | 464 | 2.11 |
68 | Jamal Anderson | 1998 | ATL | NFL | 30 | 1846 | 1041 | 387 | 805 | 2.08 |
69 | Rick Casares | 1956 | CHI | NFL | 12 | 1126 | 650 | 229 | 476 | 2.08 |
70 | Terrell Davis | 1997 | DEN | NFL | 30 | 1750 | 1009 | 359 | 741 | 2.06 |
71 | Paul Robinson | 1968 | CIN | AFL | 10 | 1023 | 712 | 152 | 311 | 2.05 |
72 | Tony Dorsett | 1981 | DAL | NFL | 28 | 1646 | 1012 | 309 | 634 | 2.05 |
73 | Whizzer White | 1938 | PIT | NFL | 10 | 567 | 328 | 116 | 239 | 2.05 |
74 | Thurman Thomas | 1991 | BUF | NFL | 28 | 1407 | 795 | 299 | 612 | 2.05 |
75 | Bill Dudley | 1942 | PIT | NFL | 10 | 696 | 388 | 150 | 308 | 2.05 |
76 | Jim Taylor | 1961 | GNB | NFL | 14 | 1307 | 733 | 282 | 574 | 2.03 |
77 | Alan Ameche | 1955 | BAL | NFL | 12 | 961 | 618 | 173 | 343 | 1.99 |
78 | LaDainian Tomlinson | 2007 | SDG | NFL | 32 | 1474 | 967 | 256 | 507 | 1.98 |
79 | Barry Sanders | 1996 | DET | NFL | 30 | 1553 | 942 | 309 | 611 | 1.98 |
80 | Christian Okoye | 1989 | KAN | NFL | 28 | 1480 | 879 | 304 | 601 | 1.98 |
81 | Ahman Green | 2003 | GNB | NFL | 32 | 1883 | 1090 | 403 | 793 | 1.97 |
82 | Curtis Martin | 2004 | NYJ | NFL | 32 | 1697 | 1057 | 328 | 640 | 1.95 |
83 | Shaun Alexander | 2004 | SEA | NFL | 32 | 1696 | 1057 | 328 | 639 | 1.95 |
84 | Chris Warren | 1994 | SEA | NFL | 28 | 1545 | 916 | 323 | 629 | 1.95 |
85 | Barry Sanders | 1989 | DET | NFL | 28 | 1470 | 879 | 304 | 591 | 1.94 |
86 | Frank Akins | 1945 | WAS | NFL | 10 | 797 | 383 | 214 | 414 | 1.94 |
87 | Priest Holmes | 2001 | KAN | NFL | 31 | 1555 | 987 | 294 | 568 | 1.93 |
88 | Terrell Davis | 1996 | DEN | NFL | 30 | 1538 | 942 | 309 | 596 | 1.93 |
89 | Walter Payton | 1978 | CHI | NFL | 28 | 1395 | 903 | 257 | 492 | 1.92 |
90 | LaDainian Tomlinson | 2002 | SDG | NFL | 32 | 1683 | 1094 | 307 | 589 | 1.92 |
91 | Walter Payton | 1979 | CHI | NFL | 28 | 1610 | 943 | 348 | 667 | 1.91 |
92 | Barry Sanders | 1990 | DET | NFL | 28 | 1304 | 836 | 245 | 468 | 1.91 |
93 | Herschel Walker | 1988 | DAL | NFL | 28 | 1514 | 861 | 342 | 653 | 1.91 |
94 | Walter Payton | 1976 | CHI | NFL | 28 | 1390 | 840 | 289 | 550 | 1.9 |
95 | Ottis Anderson | 1979 | STL | NFL | 28 | 1605 | 944 | 348 | 661 | 1.9 |
96 | Edgerrin James | 2000 | IND | NFL | 31 | 1709 | 1069 | 338 | 640 | 1.89 |
97 | Gale Sayers | 1969 | CHI | NFL | 16 | 1032 | 662 | 195 | 370 | 1.89 |
98 | Joe Perry | 1949 | SFO | AAFC | 7 | 783 | 500 | 150 | 283 | 1.88 |
99 | Thurman Thomas | 1990 | BUF | NFL | 28 | 1297 | 836 | 245 | 461 | 1.88 |
100 | Paul Lowe | 1965 | SDG | AFL | 8 | 1121 | 672 | 240 | 449 | 1.87 |
101 | Roger Craig | 1988 | SFO | NFL | 28 | 1502 | 861 | 342 | 641 | 1.87 |
102 | Freeman McNeil | 1982 | NYJ | NFL | 28 | 786 | 521 | 142 | 265 | 1.87 |
103 | Marion Motley | 1950 | CLE | NFL | 13 | 810 | 561 | 133 | 249 | 1.87 |
104 | Eddie Price | 1951 | NYG | NFL | 12 | 971 | 594 | 202 | 377 | 1.87 |
105 | Walter Payton | 1984 | CHI | NFL | 28 | 1684 | 972 | 382 | 712 | 1.86 |
106 | Abner Haynes | 1960 | DTX | AFL | 8 | 875 | 573 | 163 | 302 | 1.86 |
107 | Frank Gore | 2006 | SFO | NFL | 32 | 1695 | 1105 | 321 | 590 | 1.84 |
108 | Larry Johnson | 2005 | KAN | NFL | 32 | 1750 | 1045 | 384 | 705 | 1.84 |
109 | Edgerrin James | 1999 | IND | NFL | 31 | 1553 | 928 | 343 | 625 | 1.82 |
110 | Jerome Bettis | 1997 | PIT | NFL | 30 | 1665 | 1012 | 359 | 653 | 1.82 |
111 | Dan Towler | 1953 | RAM | NFL | 12 | 879 | 496 | 211 | 383 | 1.81 |
112 | Joe Morris | 1986 | NYG | NFL | 28 | 1516 | 871 | 356 | 645 | 1.81 |
113 | Cookie Gilchrist | 1964 | BUF | AFL | 8 | 981 | 719 | 145 | 262 | 1.81 |
114 | Clem Daniels | 1963 | OAK | AFL | 8 | 1099 | 739 | 200 | 360 | 1.8 |
115 | Floyd Little | 1971 | DEN | NFL | 26 | 1133 | 709 | 237 | 424 | 1.79 |
116 | Curtis Martin | 2001 | NYJ | NFL | 31 | 1513 | 989 | 294 | 524 | 1.78 |
117 | Tuffy Leemans | 1936 | NYG | NFL | 9 | 830 | 531 | 168 | 299 | 1.78 |
118 | Leroy Kelly | 1966 | CLE | NFL | 15 | 1141 | 694 | 252 | 447 | 1.78 |
119 | Ace Gutowsky | 1936 | DET | NFL | 9 | 827 | 532 | 168 | 295 | 1.76 |
120 | Rob Goode | 1951 | WAS | NFL | 12 | 951 | 596 | 202 | 355 | 1.76 |
121 | Corey Dillon | 2004 | NWE | NFL | 32 | 1635 | 1059 | 328 | 576 | 1.76 |
122 | Walter Payton | 1980 | CHI | NFL | 28 | 1460 | 863 | 340 | 597 | 1.76 |
123 | Emmitt Smith | 1994 | DAL | NFL | 28 | 1484 | 918 | 323 | 566 | 1.75 |
124 | Tony Canadeo | 1949 | GNB | NFL | 10 | 1052 | 559 | 282 | 493 | 1.75 |
125 | Tiki Barber | 2006 | NYG | NFL | 32 | 1662 | 1106 | 321 | 556 | 1.73 |
126 | Barry Sanders | 1995 | DET | NFL | 30 | 1500 | 988 | 297 | 512 | 1.72 |
127 | Paul Lowe | 1960 | LAC | AFL | 8 | 855 | 576 | 163 | 279 | 1.72 |
128 | Curt Warner | 1986 | SEA | NFL | 28 | 1481 | 872 | 356 | 609 | 1.71 |
129 | Thurman Thomas | 1993 | BUF | NFL | 28 | 1315 | 871 | 260 | 444 | 1.71 |
130 | Billy Cannon | 1961 | HOU | AFL | 8 | 948 | 630 | 187 | 318 | 1.7 |
131 | William Andrews | 1983 | ATL | NFL | 28 | 1567 | 1001 | 332 | 566 | 1.7 |
132 | Don Woods | 1974 | SDG | NFL | 26 | 1162 | 729 | 255 | 433 | 1.7 |
133 | Priest Holmes | 2002 | KAN | NFL | 32 | 1615 | 1097 | 307 | 518 | 1.69 |
134 | Merl Condit | 1942 | BKN | NFL | 10 | 647 | 393 | 150 | 254 | 1.69 |
135 | Curtis Martin | 1995 | NWE | NFL | 30 | 1487 | 989 | 297 | 498 | 1.68 |
136 | Jamaal Charles | 2010 | KAN | NFL | 32 | 1467 | 987 | 287 | 480 | 1.67 |
137 | O.J. Simpson | 1972 | BUF | NFL | 26 | 1251 | 815 | 261 | 436 | 1.67 |
138 | John Brockington | 1971 | GNB | NFL | 26 | 1105 | 711 | 237 | 394 | 1.66 |
139 | Jim Nance | 1967 | BOS | AFL | 9 | 1216 | 652 | 339 | 564 | 1.66 |
140 | Bill Dudley | 1946 | PIT | NFL | 10 | 604 | 407 | 119 | 197 | 1.65 |
141 | Ron A. Johnson | 1970 | NYG | NFL | 26 | 1027 | 665 | 220 | 362 | 1.65 |
142 | DeAngelo Williams | 2008 | CAR | NFL | 32 | 1515 | 983 | 324 | 532 | 1.64 |
143 | Tony Dorsett | 1978 | DAL | NFL | 28 | 1325 | 905 | 257 | 420 | 1.64 |
144 | Cliff Battles | 1932 | BOS | NFL | 8 | 576 | 383 | 118 | 193 | 1.63 |
145 | Wilbert Montgomery | 1979 | PHI | NFL | 28 | 1512 | 947 | 348 | 565 | 1.62 |
146 | Walter Payton | 1985 | CHI | NFL | 28 | 1551 | 1010 | 334 | 541 | 1.62 |
147 | Alfred Morris | 2012 | WAS | NFL | 32 | 1613 | 990 | 386 | 623 | 1.62 |
148 | Doug Russell | 1935 | CRD | NFL | 9 | 499 | 310 | 117 | 189 | 1.61 |
149 | Whizzer White | 1940 | DET | NFL | 10 | 514 | 371 | 89 | 143 | 1.61 |
150 | Thurman Thomas | 1992 | BUF | NFL | 28 | 1487 | 917 | 357 | 570 | 1.6 |
151 | Hoyle Granger | 1967 | HOU | AFL | 9 | 1194 | 655 | 339 | 539 | 1.59 |
152 | Marion Butts | 1990 | SDG | NFL | 28 | 1225 | 839 | 245 | 386 | 1.58 |
153 | Tony Dorsett | 1982 | DAL | NFL | 28 | 745 | 522 | 142 | 223 | 1.57 |
154 | Jerome Bettis | 1996 | PIT | NFL | 30 | 1431 | 946 | 309 | 485 | 1.57 |
155 | Eddie Price | 1952 | NYG | NFL | 12 | 748 | 456 | 187 | 292 | 1.56 |
156 | Dick Bass | 1966 | RAM | NFL | 15 | 1090 | 698 | 252 | 392 | 1.56 |
157 | Marshawn Lynch | 2012 | SEA | NFL | 32 | 1590 | 991 | 386 | 599 | 1.55 |
158 | Clinton Portis | 2008 | WAS | NFL | 32 | 1487 | 984 | 324 | 503 | 1.55 |
159 | Curtis Martin | 1999 | NYJ | NFL | 31 | 1464 | 931 | 343 | 533 | 1.55 |
160 | Earnest Byner | 1990 | WAS | NFL | 28 | 1219 | 839 | 245 | 380 | 1.55 |
161 | Matt Snell | 1964 | NYJ | AFL | 8 | 948 | 724 | 145 | 224 | 1.55 |
162 | O.J. Simpson | 1974 | BUF | NFL | 26 | 1125 | 730 | 255 | 395 | 1.55 |
163 | Cookie Gilchrist | 1962 | BUF | AFL | 8 | 1096 | 692 | 262 | 404 | 1.54 |
164 | Jim Taylor | 1964 | GNB | NFL | 14 | 1169 | 687 | 313 | 482 | 1.54 |
165 | Jim Taylor | 1960 | GNB | NFL | 13 | 1101 | 655 | 291 | 446 | 1.53 |
166 | Larry Brown | 1972 | WAS | NFL | 26 | 1216 | 816 | 261 | 400 | 1.53 |
167 | Ricky Watters | 1996 | PHI | NFL | 30 | 1411 | 947 | 309 | 464 | 1.5 |
168 | Stephen Davis | 2001 | WAS | NFL | 31 | 1432 | 992 | 294 | 440 | 1.5 |
169 | Ray Rice | 2011 | BAL | NFL | 32 | 1364 | 946 | 280 | 418 | 1.5 |
170 | Pug Manders | 1941 | BKN | NFL | 10 | 486 | 341 | 97 | 145 | 1.49 |
171 | Matt Forte | 2013 | CHI | NFL | 32 | 1339 | 899 | 296 | 440 | 1.49 |
172 | Edgerrin James | 2004 | IND | NFL | 32 | 1548 | 1062 | 328 | 486 | 1.48 |
173 | James Wilder | 1984 | TAM | NFL | 28 | 1544 | 977 | 382 | 567 | 1.48 |
174 | Lawrence McCutcheon | 1974 | RAM | NFL | 26 | 1109 | 731 | 255 | 378 | 1.48 |
175 | Bobby Humphrey | 1990 | DEN | NFL | 28 | 1202 | 840 | 245 | 362 | 1.48 |
176 | Mark van Eeghen | 1977 | OAK | NFL | 28 | 1273 | 807 | 320 | 466 | 1.46 |
177 | Eric Dickerson | 1987 | IND | NFL | 28 | 1011 | 683 | 226 | 328 | 1.45 |
178 | Adrian Peterson | 2007 | MIN | NFL | 32 | 1341 | 971 | 256 | 370 | 1.45 |
179 | Franco Harris | 1975 | PIT | NFL | 26 | 1246 | 827 | 292 | 419 | 1.43 |
180 | Ottis Anderson | 1980 | STL | NFL | 28 | 1352 | 867 | 340 | 485 | 1.43 |
181 | Larry Csonka | 1971 | MIA | NFL | 26 | 1051 | 713 | 237 | 338 | 1.43 |
182 | Joe Perry | 1952 | SFO | NFL | 12 | 725 | 459 | 187 | 266 | 1.43 |
183 | John David Crow | 1960 | STL | NFL | 13 | 1071 | 658 | 291 | 413 | 1.42 |
184 | Brian Westbrook | 2007 | PHI | NFL | 32 | 1333 | 971 | 256 | 362 | 1.41 |
185 | MacArthur Lane | 1970 | STL | NFL | 26 | 977 | 667 | 220 | 310 | 1.41 |
186 | Marion Motley | 1948 | CLE | AAFC | 8 | 964 | 669 | 209 | 295 | 1.41 |
187 | Michael Turner | 2011 | ATL | NFL | 32 | 1340 | 946 | 280 | 394 | 1.41 |
188 | Eric Dickerson | 1989 | IND | NFL | 28 | 1311 | 885 | 304 | 426 | 1.4 |
189 | Spec Sanders | 1946 | NYY | AAFC | 8 | 709 | 440 | 192 | 269 | 1.4 |
190 | Calvin Hill | 1969 | DAL | NFL | 16 | 942 | 668 | 195 | 274 | 1.4 |
191 | Ron A. Johnson | 1972 | NYG | NFL | 26 | 1182 | 817 | 261 | 365 | 1.4 |
192 | Tiki Barber | 2004 | NYG | NFL | 32 | 1518 | 1062 | 328 | 456 | 1.39 |
193 | Stephen Davis | 1999 | WAS | NFL | 31 | 1405 | 933 | 343 | 472 | 1.38 |
194 | J.D. Smith | 1959 | SFO | NFL | 12 | 1036 | 730 | 224 | 306 | 1.37 |
195 | Delvin Williams | 1978 | MIA | NFL | 28 | 1258 | 908 | 257 | 350 | 1.36 |
196 | Eddie George | 1996 | HOU | NFL | 30 | 1368 | 948 | 309 | 420 | 1.36 |
197 | LaDainian Tomlinson | 2003 | SDG | NFL | 32 | 1645 | 1098 | 403 | 547 | 1.36 |
198 | Steve Owens | 1971 | DET | NFL | 26 | 1035 | 713 | 237 | 322 | 1.36 |
199 | George McAfee | 1941 | CHI | NFL | 10 | 474 | 342 | 97 | 132 | 1.35 |
200 | Emmitt Smith | 1999 | DAL | NFL | 31 | 1397 | 933 | 343 | 464 | 1.35 |
201 | Billy Sims | 1981 | DET | NFL | 28 | 1437 | 1020 | 309 | 417 | 1.35 |
202 | Deuce McAllister | 2003 | NOR | NFL | 32 | 1641 | 1098 | 403 | 543 | 1.35 |
203 | Steven Jackson | 2009 | STL | NFL | 32 | 1416 | 979 | 324 | 437 | 1.35 |
204 | Willie Parker | 2007 | PIT | NFL | 32 | 1316 | 972 | 256 | 344 | 1.35 |
205 | Garrison Hearst | 1998 | SFO | NFL | 30 | 1570 | 1050 | 387 | 520 | 1.34 |
206 | Howie Ferguson | 1955 | GNB | NFL | 12 | 859 | 627 | 173 | 232 | 1.34 |
207 | Lawrence McCutcheon | 1977 | RAM | NFL | 28 | 1238 | 808 | 320 | 430 | 1.34 |
208 | Ahman Green | 2001 | GNB | NFL | 31 | 1387 | 993 | 294 | 394 | 1.34 |
209 | Abner Haynes | 1962 | DTX | AFL | 8 | 1049 | 699 | 262 | 350 | 1.34 |
210 | Rueben Mayes | 1986 | NOR | NFL | 28 | 1353 | 877 | 356 | 476 | 1.34 |
211 | Jamaal Charles | 2012 | KAN | NFL | 32 | 1509 | 993 | 386 | 516 | 1.34 |
212 | Curt Warner | 1983 | SEA | NFL | 28 | 1449 | 1006 | 332 | 443 | 1.33 |
213 | Michael Turner | 2010 | ATL | NFL | 32 | 1371 | 990 | 287 | 381 | 1.33 |
214 | Curt Warner | 1987 | SEA | NFL | 28 | 985 | 684 | 226 | 301 | 1.33 |
215 | Clinton Portis | 2002 | DEN | NFL | 32 | 1508 | 1100 | 307 | 408 | 1.33 |
216 | Bill Paschal | 1943 | NYG | NFL | 8 | 572 | 401 | 129 | 171 | 1.33 |
217 | Gerald Riggs | 1984 | ATL | NFL | 28 | 1486 | 980 | 382 | 506 | 1.33 |
218 | Marshall Faulk | 2001 | STL | NFL | 31 | 1382 | 993 | 294 | 389 | 1.32 |
219 | Natrone Means | 1994 | SDG | NFL | 28 | 1350 | 923 | 323 | 427 | 1.32 |
220 | Jack Hinkle | 1943 | PHI | NFL | 8 | 571 | 401 | 129 | 170 | 1.32 |
221 | Robert Smith | 2000 | MIN | NFL | 31 | 1521 | 1076 | 338 | 445 | 1.32 |
222 | Swede Hanson | 1934 | PHI | NFL | 11 | 805 | 449 | 270 | 356 | 1.31 |
223 | Terry Allen | 1996 | WAS | NFL | 30 | 1353 | 949 | 309 | 404 | 1.31 |
224 | Jamaal Charles | 2013 | KAN | NFL | 32 | 1287 | 900 | 296 | 387 | 1.31 |
225 | Chris Johnson | 2010 | TEN | NFL | 32 | 1364 | 990 | 287 | 374 | 1.3 |
226 | Marshall Faulk | 1999 | STL | NFL | 31 | 1381 | 934 | 343 | 447 | 1.3 |
227 | Steven Jackson | 2006 | STL | NFL | 32 | 1528 | 1110 | 321 | 418 | 1.3 |
228 | Thomas Jones | 2009 | NYJ | NFL | 32 | 1402 | 980 | 324 | 422 | 1.3 |
229 | Jamal Lewis | 2007 | CLE | NFL | 32 | 1304 | 972 | 256 | 332 | 1.3 |
230 | LeSean McCoy | 2011 | PHI | NFL | 32 | 1309 | 947 | 280 | 362 | 1.29 |
231 | William Andrews | 1980 | ATL | NFL | 28 | 1308 | 868 | 340 | 440 | 1.29 |
232 | Paul Lowe | 1963 | SDG | AFL | 8 | 1010 | 752 | 200 | 258 | 1.29 |
233 | Eddie George | 2000 | TEN | NFL | 31 | 1509 | 1076 | 338 | 433 | 1.28 |
234 | Walter Payton | 1986 | CHI | NFL | 28 | 1333 | 877 | 356 | 456 | 1.28 |
235 | Billy Sims | 1980 | DET | NFL | 28 | 1303 | 868 | 340 | 435 | 1.28 |
236 | Neal Anderson | 1989 | CHI | NFL | 28 | 1275 | 886 | 304 | 389 | 1.28 |
237 | Maurice Jones-Drew | 2009 | JAX | NFL | 32 | 1391 | 980 | 324 | 411 | 1.27 |
238 | Alfred Morris | 2013 | WAS | NFL | 32 | 1275 | 901 | 296 | 374 | 1.26 |
239 | Gerald Riggs | 1986 | ATL | NFL | 28 | 1327 | 878 | 356 | 449 | 1.26 |
240 | John Henry Johnson | 1962 | PIT | NFL | 14 | 1141 | 768 | 296 | 373 | 1.26 |
241 | Andra Franklin | 1982 | MIA | NFL | 28 | 701 | 524 | 142 | 177 | 1.25 |
242 | Walter Payton | 1983 | CHI | NFL | 28 | 1421 | 1007 | 332 | 414 | 1.25 |
243 | Frank Ziegler | 1950 | PHI | NFL | 13 | 733 | 567 | 133 | 166 | 1.24 |
244 | Lydell Mitchell | 1975 | BAL | NFL | 26 | 1193 | 829 | 292 | 364 | 1.24 |
245 | Adrian Peterson | 2009 | MIN | NFL | 32 | 1383 | 980 | 324 | 403 | 1.24 |
246 | Dave Osborn | 1967 | MIN | NFL | 16 | 972 | 684 | 232 | 288 | 1.24 |
247 | Dan Towler | 1951 | RAM | NFL | 12 | 854 | 605 | 202 | 249 | 1.24 |
248 | Mike Garrett | 1967 | KAN | AFL | 9 | 1087 | 668 | 339 | 419 | 1.24 |
249 | John Grigas | 1944 | CRD | NFL | 10 | 610 | 429 | 147 | 181 | 1.23 |
250 | Dalton Hilliard | 1989 | NOR | NFL | 28 | 1262 | 887 | 304 | 375 | 1.23 |
The Z-score is a good substitute for something like “how crazy was that season?!” And it’s hard to argue with O.J. Simpson’s 1973 season as the craziest. John Brockington was second in the NFL in rushing…. with 1,144 yards. For perspective, consider that in 2012, Alfred Morris, Marshawn Lynch, and Jamaal Charles all topped 1500 rushing yards, so Peterson’s stellar season isn’t quite the outlier.
The Z-score is a nice way to compare across eras and give some love to some forgotten seasons. Joe Perry led the NFL with 1,049 rushing yards in the 12-game 1954 season; his San Francisco teammate John Henry Johnson was second in the league with 681 yards! One might find this sort of analysis useful in Hall of Fame debates. For example, Terrell Davis had three very good years, coming in at 1.9+ standard deviations from the mean in 1996, 1997, and 1998. Jerome Bettis rushed for more yards than Davis, but he has just one top-100 season by this method, and only two top-250 years.
Walter Payton leads the way with 9 top-250 seasons, while Jim Brown is the leader with 8 top-75 seasons (Eric Dickerson, Steve Van Buren, and Emmitt Smith are all tied for second with four). Barry Sanders, Payton, and Brown are the only players with seven top-150 seasons.
Among 2,000 yard seasons, Jamal Lewis receives the lowest Z-score. That’s because the spread among top running backs was very wide that year, which occurred in the heart of the stud running back era. Ahman Green rushed for 1,883 yards, and LaDainian Tomlinson and Deuce McAllister each rushed for over 1,600 yards, while the leading rusher on every other team but Baltimore still averaged nearly 1,100 yards.