Cross-era · single season
Raw totals lie across eras — today's game looks nothing like the league a generation ago. StatVault answers “how good was this season, really?” two honest ways, both built from the same era-norm core. They rank differently on purpose: they ask different questions.
① Per-game lens
What would the stat line become?
Era-translated per-game production × a modern 17-game schedule → fan-legible modern totals.
② Dominance lens
How far above everyone did you tower?
Robust z — standard deviations above your own era's positional peers. The one axis that means the same thing across positions and across sports.
StatVault z-scores each season's per-game production against its own era's peers, then projects it onto the most recent season's distribution and a 17-game schedule. A 2000 tight end and a 2023 one finally stand on the same field.
| # | Player | Season | Actual | Per game | 2024-adj |
|---|---|---|---|---|---|
| 1 | Ed ReedFS | 2010 | 8 | 0.7 | 12 |
| 2 | Antonio CromartieCB | 2007 | 10 | 0.6 | 10 |
| 3 | Asante SamuelCB | 2010 | 7 | 0.6 | 10 |
| 4 | Darren SharperFS | 2009 | 9 | 0.6 | 10 |
| 5 | Tim JenningsCB | 2012 | 9 | 0.6 | 10 |
| 6 | Asante SamuelCB | 2006 | 10 | 0.5 | 9 |
| 7 | Kerby JosephSAF | 2024 | 9 | 0.5 | 9 |
| 8 | Stevie BrownFS | 2012 | 8 | 0.5 | 9 |
| 9 | Tashaun GipsonFS | 2014 | 6 | 0.5 | 9 |
| 10 | Trevon DiggsCB | 2021 | 11 | 0.6 | 9 |
| 11 | Xavien HowardCB | 2020 | 10 | 0.5 | 9 |
| 12 | Aqib TalibCB | 2010 | 6 | 0.5 | 8 |
| 13 | Asante SamuelCB | 2009 | 9 | 0.5 | 8 |
| 14 | Champ BaileyCB | 2006 | 10 | 0.5 | 8 |
| 15 | Charles WoodsonFS | 2009 | 9 | 0.5 | 8 |
| 16 | DaRon BlandCB | 2023 | 9 | 0.5 | 8 |
| 17 | Deltha O'NealCB | 2005 | 10 | 0.5 | 8 |
| 18 | Derek Stingley Jr.CB | 2023 | 5 | 0.5 | 8 |
| 19 | Ed ReedFS | 2008 | 9 | 0.5 | 8 |
| 20 | John LynchFS | 2004 | 10 | 0.5 | 8 |
| 21 | Kurt ColemanS | 2015 | 7 | 0.5 | 8 |
| 22 | Marcus PetersCB | 2015 | 8 | 0.5 | 8 |
| 23 | Reggie NelsonFS | 2015 | 8 | 0.5 | 8 |
| 24 | Richard ShermanCB | 2013 | 8 | 0.5 | 8 |
| 25 | Ronde BarberFS | 2001 | 10 | 0.5 | 8 |
| # | Player | Season | Actual | Per game | 2024-adj |
|---|---|---|---|---|---|
| 1 | T.J. WattOLB | 2021 | 23 | 1.4 | 24 |
| 2 | Shawne MerrimanDE | 2006 | 17 | 1.3 | 22 |
| 3 | Jared AllenDE | 2011 | 22 | 1.3 | 21 |
| 4 | Justin HoustonOLB | 2014 | 22 | 1.3 | 21 |
| 5 | Michael StrahanDE | 2001 | 23 | 1.2 | 21 |
| 6 | Aaron DonaldDE | 2018 | 21 | 1.2 | 20 |
| 7 | DeMarcus WareOLB | 2008 | 20 | 1.2 | 20 |
| 8 | J.J. WattDE | 2012 | 21 | 1.2 | 20 |
| 9 | J.J. WattDE | 2014 | 21 | 1.2 | 20 |
| 10 | Nick BosaDE | 2022 | 19 | 1.2 | 20 |
| 11 | Aldon SmithDE | 2012 | 20 | 1.1 | 19 |
| 12 | Chandler JonesDE | 2019 | 19 | 1.1 | 19 |
| 13 | DeMarcus WareOLB | 2011 | 20 | 1.1 | 19 |
| 14 | Dwight FreeneyDE | 2009 | 14 | 1.1 | 19 |
| 15 | Robert MathisOLB | 2013 | 20 | 1.1 | 19 |
| 16 | Robert QuinnDE | 2021 | 19 | 1.1 | 19 |
| 17 | T.J. WattOLB | 2023 | 19 | 1.1 | 19 |
| 18 | Elvin BetheaDE | 1976 | 15 | 1.1 | 18 |
| 19 | Elvis DumervilDE | 2014 | 17 | 1 | 18 |
| 20 | Jared AllenDE | 2007 | 16 | 1.1 | 18 |
| 21 | Jason TaylorOLB | 2002 | 19 | 1.1 | 18 |
| 22 | Joey PorterOLB | 2008 | 17 | 1 | 18 |
| 23 | Michael StrahanDE | 2003 | 18 | 1 | 18 |
| 24 | Von MillerOLB | 2012 | 19 | 1.1 | 18 |
| 25 | Chandler JonesDE | 2017 | 17 | 1 | 17 |
| # | Player | Season | Actual | Per game | 2024-adj |
|---|---|---|---|---|---|
| 1 | Zach ThomasILB | 2004 | 131 | 11.5 | 195 |
| 2 | Zach ThomasILB | 2005 | 142 | 11.4 | 194 |
| 3 | Blake CashmanLB | 2025 | 143 | 11 | 187 |
| 4 | Patrick WillisILB | 2007 | 159 | 10.7 | 181 |
| 5 | Jordyn BrooksLB | 2025 | 180 | 10.6 | 180 |
| 6 | Zach ThomasILB | 2003 | 142 | 10.4 | 178 |
| 7 | Foyesade OluokunLB | 2021 | 178 | 10.3 | 175 |
| 8 | Jack CampbellLB | 2025 | 174 | 10.2 | 174 |
| 9 | Bobby WagnerMLB | 2021 | 155 | 10.1 | 172 |
| 10 | Cedric GrayLB | 2025 | 161 | 10.1 | 171 |
| 11 | Paul PoslusznyMLB | 2013 | 159 | 10 | 170 |
| 12 | Devin WhiteLB | 2025 | 169 | 9.9 | 169 |
| 13 | Bobby WagnerMLB | 2016 | 164 | 9.8 | 167 |
| 14 | Luke KuechlyILB | 2016 | 102 | 9.8 | 166 |
| 15 | Nick BoltonLB | 2022 | 171 | 9.7 | 165 |
| 16 | Zach ThomasILB | 2006 | 142 | 9.6 | 163 |
| 17 | Bobby WagnerMLB | 2023 | 164 | 9.5 | 162 |
| 18 | Denzel PerrymanMLB | 2021 | 146 | 9.5 | 162 |
| 19 | Luke KuechlyILB | 2012 | 159 | 9.6 | 162 |
| 20 | Zach ThomasILB | 2001 | 135 | 9.5 | 162 |
| 21 | Zach ThomasILB | 2002 | 139 | 9.5 | 161 |
| 22 | Bobby WagnerMLB | 2025 | 158 | 9.3 | 158 |
| 23 | Jaylon SmithMLB | 2020 | 152 | 9.3 | 158 |
| 24 | Carson SchwesingerLB | 2025 | 147 | 9.2 | 156 |
| 25 | Roquan SmithILB | 2023 | 148 | 9.2 | 156 |
| # | Player | Season | Actual | Per game | 2024-adj |
|---|---|---|---|---|---|
| 1 | Norm Van BrocklinQB | 1951 | 1,725 | 386.5 | 6,570 |
| 2 | Sonny JurgensenQB | 1967 | 3,747 | 325.9 | 5,540 |
| 3 | Drew BreesQB | 2011 | 5,476 | 312.6 | 5,314 |
| 4 | Peyton ManningQB | 2013 | 5,477 | 308.9 | 5,250 |
| 5 | Kurt WarnerQB | 2001 | 4,830 | 306.8 | 5,215 |
| 6 | Kurt WarnerQB | 2000 | 3,383 | 304.5 | 5,177 |
| 7 | Tom BradyQB | 2011 | 5,235 | 300.5 | 5,109 |
| 8 | Dan MarinoQB | 1984 | 5,084 | 300 | 5,100 |
| 9 | Drew BreesQB | 2012 | 5,177 | 298.7 | 5,078 |
| 10 | Drew BreesQB | 2008 | 5,069 | 294.9 | 5,013 |
| 11 | Ben RoethlisbergerQB | 2015 | 3,938 | 294.6 | 5,008 |
| 12 | Daunte CulpepperQB | 2004 | 4,717 | 292.7 | 4,975 |
| 13 | Patrick MahomesQB | 2022 | 5,250 | 292.6 | 4,974 |
| 14 | Tom BradyQB | 2021 | 5,316 | 292.2 | 4,968 |
| 15 | Sid LuckmanQB | 1943 | 2,194 | 292.1 | 4,966 |
| 16 | Drew BreesQB | 2013 | 5,162 | 291.8 | 4,961 |
| 17 | Drew BreesQB | 2015 | 4,870 | 291.5 | 4,955 |
| 18 | Tom BradyQB | 2007 | 4,806 | 291.1 | 4,948 |
| 19 | Matthew StaffordQB | 2011 | 5,038 | 290.7 | 4,942 |
| 20 | Rich GannonQB | 2002 | 4,689 | 289.9 | 4,928 |
| 21 | Matthew StaffordQB | 2012 | 4,967 | 287.7 | 4,891 |
| 22 | Drew BreesQB | 2016 | 5,208 | 287.5 | 4,887 |
| 23 | Warren MoonQB | 1990 | 4,689 | 286.7 | 4,874 |
| 24 | Aaron RodgersQB | 2011 | 4,643 | 286.4 | 4,869 |
| 25 | Jameis WinstonQB | 2019 | 5,109 | 286.4 | 4,869 |
| # | Player | Season | Actual | Per game | 2024-adj |
|---|---|---|---|---|---|
| 1 | Eric DickersonRB | 1984 | 2,105 | 154.5 | 2,626 |
| 2 | Barry SandersRB | 1997 | 2,053 | 150.4 | 2,556 |
| 3 | O.J. SimpsonRB | 1973 | 2,003 | 149.8 | 2,547 |
| 4 | Jim BrownFB | 1958 | 1,527 | 147.5 | 2,508 |
| 5 | Emmitt SmithRB | 1992 | 1,713 | 146.5 | 2,490 |
| 6 | Barry SandersRB | 1994 | 1,883 | 145.7 | 2,477 |
| 7 | Barry SandersRB | 1991 | 1,548 | 145.2 | 2,469 |
| 8 | Terrell DavisRB | 1998 | 2,008 | 145 | 2,465 |
| 9 | Eric DickersonRB | 1988 | 1,659 | 143.7 | 2,443 |
| 10 | Eric DickersonRB | 1986 | 1,821 | 142.6 | 2,425 |
| 11 | Emmitt SmithRB | 1993 | 1,486 | 142.2 | 2,417 |
| 12 | Terrell DavisRB | 1997 | 1,750 | 138.1 | 2,348 |
| 13 | Emmitt SmithRB | 1991 | 1,563 | 138 | 2,346 |
| 14 | Barry SandersRB | 1989 | 1,470 | 137.5 | 2,338 |
| 15 | Barry SandersRB | 1993 | 1,115 | 136.4 | 2,318 |
| 16 | Emmitt SmithRB | 1995 | 1,773 | 136 | 2,312 |
| 17 | Jim BrownFB | 1959 | 1,329 | 135.5 | 2,303 |
| 18 | Jamal AndersonRB | 1998 | 1,846 | 134.5 | 2,287 |
| 19 | Marcus AllenRB | 1985 | 1,759 | 134.3 | 2,284 |
| 20 | Thurman ThomasRB | 1991 | 1,407 | 132.9 | 2,260 |
| 21 | Jerome BettisRB | 1997 | 1,665 | 132.2 | 2,247 |
| 22 | Herschel WalkerFB | 1988 | 1,514 | 131.9 | 2,241 |
| 23 | Gerald RiggsRB | 1985 | 1,719 | 131.5 | 2,235 |
| 24 | Roger CraigRB | 1988 | 1,502 | 130.9 | 2,225 |
| 25 | Adrian PetersonRB | 2012 | 2,097 | 130.6 | 2,220 |
| # | Player | Season | Actual | Per game | 2024-adj |
|---|---|---|---|---|---|
| 1 | Tony GonzalezTE | 2000 | 1,160 | 108.3 | 1,841 |
| 2 | Travis KelceTE | 2020 | 1,416 | 107.4 | 1,826 |
| 3 | Ben CoatesTE | 1994 | 1,174 | 107.1 | 1,821 |
| 4 | Tony GonzalezTE | 2004 | 1,258 | 100.8 | 1,714 |
| 5 | George KittleTE | 2018 | 1,377 | 95.5 | 1,624 |
| 6 | Mark BavaroTE | 1987 | 867 | 94.5 | 1,607 |
| 7 | Don HutsonTE | 1944 | 866 | 92.9 | 1,580 |
| 8 | Travis KelceTE | 2018 | 1,336 | 92.6 | 1,574 |
| 9 | Travis KelceTE | 2019 | 1,229 | 89 | 1,512 |
| 10 | Mark AndrewsTE | 2021 | 1,361 | 88.8 | 1,510 |
| 11 | Rob GronkowskiTE | 2017 | 1,084 | 88 | 1,496 |
| 12 | George KittleTE | 2019 | 1,053 | 87.1 | 1,480 |
| 13 | Ozzie NewsomeTE | 1981 | 1,002 | 87 | 1,480 |
| 14 | Antonio GatesTE | 2005 | 1,101 | 86.1 | 1,464 |
| 15 | Darren WallerTE | 2020 | 1,196 | 84.6 | 1,438 |
| 16 | Travis KelceTE | 2022 | 1,338 | 84.1 | 1,430 |
| 17 | Don HutsonTE | 1943 | 776 | 83.6 | 1,422 |
| 18 | Ozzie NewsomeTE | 1984 | 1,001 | 83.3 | 1,416 |
| 19 | Darren WallerTE | 2019 | 1,145 | 82.7 | 1,405 |
| 20 | Ozzie NewsomeTE | 1983 | 970 | 81.8 | 1,391 |
| 21 | Antonio GatesTE | 2004 | 964 | 81.2 | 1,380 |
| 22 | Marv CookTE | 1991 | 808 | 81.1 | 1,379 |
| 23 | Ben CoatesTE | 1995 | 915 | 80.5 | 1,368 |
| 24 | Zach ErtzTE | 2018 | 1,163 | 80.2 | 1,364 |
| 25 | Jackie HarrisTE | 1993 | 604 | 79.3 | 1,348 |
| # | Player | Season | Actual | Per game | 2024-adj |
|---|---|---|---|---|---|
| 1 | Calvin JohnsonWR | 2012 | 1,964 | 117.7 | 2,001 |
| 2 | Josh GordonWR | 2013 | 1,646 | 112.9 | 1,919 |
| 3 | Julio JonesWR | 2015 | 1,871 | 112.4 | 1,911 |
| 4 | Cooper KuppWR | 2021 | 1,947 | 111 | 1,887 |
| 5 | Tyreek HillWR | 2023 | 1,799 | 110.6 | 1,880 |
| 6 | Antonio BrownWR | 2015 | 1,834 | 110 | 1,871 |
| 7 | Michael ThomasWR | 2019 | 1,725 | 107.4 | 1,826 |
| 8 | Antonio BrownWR | 2017 | 1,533 | 107.3 | 1,824 |
| 9 | Puka NacuaWR | 2025 | 1,715 | 107.2 | 1,822 |
| 10 | Torry HoltWR | 2003 | 1,696 | 105.6 | 1,796 |
| 11 | Jaxon Smith-NjigbaWR | 2025 | 1,793 | 105.5 | 1,793 |
| 12 | Justin JeffersonWR | 2023 | 1,074 | 105.4 | 1,793 |
| 13 | Marvin HarrisonWR | 2002 | 1,722 | 104.1 | 1,770 |
| 14 | Justin JeffersonWR | 2022 | 1,809 | 102.5 | 1,743 |
| 15 | Calvin JohnsonWR | 2011 | 1,681 | 101.7 | 1,729 |
| 16 | Calvin JohnsonWR | 2013 | 1,492 | 101.6 | 1,728 |
| 17 | Randy MossWR | 2003 | 1,632 | 101.2 | 1,720 |
| 18 | CeeDee LambWR | 2023 | 1,749 | 100.9 | 1,715 |
| 19 | Odell Beckham Jr.WR | 2014 | 1,305 | 100.7 | 1,713 |
| 20 | Steve SmithWR | 2008 | 1,421 | 100.7 | 1,712 |
| 21 | Julio JonesWR | 2018 | 1,677 | 100.6 | 1,710 |
| 22 | Ja'Marr ChaseWR | 2024 | 1,708 | 100.5 | 1,708 |
| 23 | Anquan BoldinWR | 2005 | 1,398 | 99.9 | 1,698 |
| 24 | Julio JonesWR | 2014 | 1,593 | 98.2 | 1,670 |
| 25 | Antonio BrownWR | 2014 | 1,698 | 98.1 | 1,668 |
The same seasons, ranked a different way: by robust z — how many standard deviations above their own era's positional peers each player stood. Per-game totals reward volume in a high-schedule era; z rewards how far you separated from everyone around you. This is the exact board that places NFL seasons on the cross-sport era-adjusted hub.
| # | Player | Pos | Season | z | → adj VAL |
|---|---|---|---|---|---|
| 1 | Walter Payton | RB | 1977 | 5.44 | 49.0 |
| 2 | Alvin Kamara | RB | 2017 | 4.32 | 34.1 |
| 3 | Jonathan Taylor | RB | 2021 | 4.25 | 33.3 |
| 4 | Todd Gurley | RB | 2017 | 4.23 | 33.1 |
| 5 | Terrell Davis | RB | 1998 | 4.13 | 31.9 |
| 6 | Barry Sanders | RB | 1997 | 4.08 | 31.3 |
| 7 | Lawrence Taylor | LB | 1986 | 4.08 | 8.9 |
| 8 | Lawrence Taylor | LB | 1981 | 4.05 | 8.8 |
| 9 | Robert Brazile | LB | 1977 | 4.00 | 8.6 |
| 10 | Christian McCaffrey | RB | 2019 | 3.96 | 29.9 |
| 11 | Tony Dorsett | RB | 1977 | 3.96 | 29.9 |
| 12 | Justin Houston | LB | 2014 | 3.89 | 8.3 |
| 13 | Tony Gonzalez | TE | 2000 | 3.88 | 7.6 |
| 14 | Xavien Howard | DB | 2020 | 3.85 | 7.3 |
| 15 | Ben Coates | TE | 1994 | 3.85 | 7.5 |
| 16 | O.J. Simpson | RB | 1975 | 3.84 | 28.5 |
| 17 | Shawne Merriman | DL | 2006 | 3.73 | 9.9 |
| 18 | Michael Strahan | DL | 2001 | 3.60 | 9.4 |
| 19 | Brian Westbrook | RB | 2007 | 3.58 | 25.7 |
| 20 | LaDainian Tomlinson | RB | 2007 | 3.58 | 25.7 |
| 21 | Marshall Faulk | RB | 1998 | 3.58 | 25.8 |
| 22 | Jared Allen | DL | 2010 | 3.57 | 9.3 |
| 23 | Lawrence Taylor | LB | 1988 | 3.57 | 7.4 |
| 24 | Trevon Diggs | DB | 2021 | 3.56 | 6.6 |
| 25 | Tony Gonzalez | TE | 2004 | 3.56 | 6.9 |
The greatest NFL season of a single decade, or of a single position group — the same z-ranked board, filtered. The order below is the dominance order, never re-sorted to fit the filter.
100 qualifying seasons. The lens filters the published board — the order is the board's own, never re-sorted to fit the filter.
| # | Player | Pos | Season | z | → adj |
|---|---|---|---|---|---|
| 1 | Walter Payton | RB | 1977 | 5.44 | 49.0 |
| 2 | Alvin Kamara | RB | 2017 | 4.32 | 34.1 |
| 3 | Jonathan Taylor | RB | 2021 | 4.25 | 33.3 |
| 4 | Todd Gurley | RB | 2017 | 4.23 | 33.1 |
| 5 | Terrell Davis | RB | 1998 | 4.13 | 31.9 |
| 6 | Barry Sanders | RB | 1997 | 4.08 | 31.3 |
| 7 | Lawrence Taylor | LB | 1986 | 4.08 | 8.9 |
| 8 | Lawrence Taylor | LB | 1981 | 4.05 | 8.8 |
| 9 | Robert Brazile | LB | 1977 | 4.00 | 8.6 |
| 10 | Christian McCaffrey | RB | 2019 | 3.96 | 29.9 |
| 11 | Tony Dorsett | RB | 1977 | 3.96 | 29.9 |
| 12 | Justin Houston | LB | 2014 | 3.89 | 8.3 |
| 13 | Tony Gonzalez | TE | 2000 | 3.88 | 7.6 |
| 14 | Xavien Howard | DB | 2020 | 3.85 | 7.3 |
| 15 | Ben Coates | TE | 1994 | 3.85 | 7.5 |
| 16 | O.J. Simpson | RB | 1975 | 3.84 | 28.5 |
| 17 | Shawne Merriman | DL | 2006 | 3.73 | 9.9 |
| 18 | Michael Strahan | DL | 2001 | 3.60 | 9.4 |
| 19 | Brian Westbrook | RB | 2007 | 3.58 | 25.7 |
| 20 | LaDainian Tomlinson | RB | 2007 | 3.58 | 25.7 |
| 21 | Marshall Faulk | RB | 1998 | 3.58 | 25.8 |
| 22 | Jared Allen | DL | 2010 | 3.57 | 9.3 |
| 23 | Lawrence Taylor | LB | 1988 | 3.57 | 7.4 |
| 24 | Trevon Diggs | DB | 2021 | 3.56 | 6.6 |
| 25 | Tony Gonzalez | TE | 2004 | 3.56 | 6.9 |
StatVault era-translation over the encyclopedia.
Rankings as of 2026-10-19, as declared by the corpus that produced them.