If you spend any time reading RotoViz, eventually you’ll hear us talking about expected points. Expected points (EP) are the number of fantasy points that a target or carry should score based on game situation — down, distance, and field position. In other words, expected points allow us to transform raw opportunity, such as carries and targets, directly into fantasy points. From there we can look out how players actually perform with their opportunity — how many points they actually score — and arrive at a player’s fantasy points over expectation (FPOE). FPOE turns out to be a catch-all efficiency metric that accounts for both yards and touchdowns in a single number. Add EP (opportunity) and FPOE (efficiency) together, and you get a player’s actual fantasy output.
This weekly article will look at some leaders in expected points and try to tease out how fantasy gamers can take advantage of these various volume and efficiency situations. First, the Week 8 data:
Week 8 Expected Points
Player | Pos | EP | FPOE | ruEP | ruFPOE | reEP | reFPOE | msRuEP | msReEP | msEP | PPR |
---|---|---|---|---|---|---|---|---|---|---|---|
Cooper Kupp | WR | 30.5 | -8.5 | 0 | 0 | 30.5 | -8.5 | 0.0% | 34.3% | 28.6% | 22 |
Dalvin Cook | RB | 29.3 | 19.3 | 24.5 | 9.8 | 4.8 | 9.5 | 91.4% | 22.1% | 60.4% | 48.6 |
DeeJay Dallas | RB | 26.3 | -3.5 | 16.4 | -6.3 | 9.9 | 2.8 | 89.1% | 15.2% | 31.4% | 22.8 |
D.K. Metcalf | WR | 25.2 | 14.9 | 0 | 0 | 25.2 | 14.9 | 0.0% | 38.6% | 30.1% | 40.1 |
Josh Jacobs | RB | 24.9 | -12.1 | 23.6 | -10.8 | 1.3 | -1.3 | 85.8% | 3.6% | 38.9% | 12.8 |
Alvin Kamara | RB | 23.4 | 2.4 | 5.6 | 1.6 | 17.8 | 0.8 | 35.0% | 29.0% | 30.2% | 25.8 |
Davante Adams | WR | 23.3 | 7 | 0 | 0 | 23.3 | 7 | 0.0% | 37.5% | 31.2% | 30.3 |
Brandon Aiyuk | WR | 21.9 | 1.2 | 0 | 0 | 21.9 | 1.2 | 0.0% | 31.5% | 25.2% | 23.1 |
David Montgomery | RB | 21.2 | -8.7 | 14 | -5.1 | 7.1 | -3.5 | 95.9% | 11.3% | 27.2% | 12.5 |
Myles Gaskin | RB | 20.4 | -5.1 | 11.4 | -0.7 | 9 | -4.4 | 85.7% | 24.7% | 41.0% | 15.3 |
Jarvis Landry | WR | 19.4 | -10.2 | 0 | 0 | 19.4 | -10.2 | 0.0% | 47.0% | 39.5% | 9.2 |
Keenan Allen | WR | 19 | 2.7 | 0 | 0 | 17.6 | 4.1 | 0.0% | 27.3% | 22.9% | 21.7 |
Travis Kelce | TE | 19 | 5.9 | 0 | 0 | 19 | 5.9 | 0.0% | 26.2% | 23.5% | 24.9 |
Robert Woods | WR | 18.3 | 10.1 | 4.4 | 2.5 | 13.9 | 7.6 | 24.9% | 15.6% | 17.2% | 28.4 |
Jamaal Williams | RB | 18.2 | 0 | 9.7 | -0.2 | 8.5 | 0.2 | 78.2% | 13.7% | 24.4% | 18.2 |
Tee Higgins | WR | 17.7 | -3.3 | 1.3 | -0.7 | 16.3 | -2.5 | 7.3% | 27.3% | 22.8% | 14.4 |
Julio Jones | WR | 17.6 | 3.1 | 0 | 0 | 17.6 | 3.1 | 0.0% | 37.3% | 27.1% | 20.7 |
Kendrick Bourne | WR | 17 | -0.9 | 0 | 0 | 17 | -0.9 | 0.0% | 24.5% | 19.6% | 16.1 |
Braxton Berrios | WR | 16.9 | -5.5 | 0 | 0 | 16.9 | -5.5 | 0.0% | 39.8% | 32.1% | 11.4 |
Corey Davis | WR | 16.8 | 10 | 0 | 0 | 16.8 | 10 | 0.0% | 33.1% | 25.2% | 26.8 |
Anthony Miller | WR | 16.7 | -1.4 | 0 | 0 | 16.7 | -1.4 | 0.0% | 26.5% | 21.5% | 15.3 |
Jakobi Meyers | WR | 16.5 | -2.7 | 0 | 0 | 16.5 | -2.7 | 0.0% | 46.3% | 33.9% | 13.8 |
Jordan Wilkins | RB | 16 | 4.3 | 14.7 | 2.2 | 1.3 | 2.1 | 51.2% | 2.2% | 18.5% | 20.3 |
T.J. Hockenson | TE | 15.4 | -1.9 | 0 | 0 | 15.4 | -1.9 | 0.0% | 24.2% | 22.2% | 13.5 |
Chase Claypool | WR | 15.3 | -0.1 | 0 | 0 | 15.3 | -0.1 | 0.0% | 29.5% | 24.5% | 15.2 |
Jerry Jeudy | WR | 15.3 | -4 | 0 | 0 | 15.3 | -4 | 0.0% | 25.0% | 22.6% | 11.3 |
Justin Jackson | RB | 15.3 | 1.9 | 8 | 0.9 | 7.2 | 1.1 | 46.2% | 11.2% | 18.4% | 17.2 |
Josh Reynolds | WR | 15 | -6.6 | 0 | 0 | 15 | -6.6 | 0.0% | 16.9% | 14.1% | 8.4 |
Giovani Bernard | RB | 14.8 | 8 | 7.7 | 4.5 | 7.1 | 3.5 | 43.0% | 11.9% | 19.0% | 22.8 |
Troymaine Pope | RB | 14.5 | 0 | 4.7 | 2 | 9.8 | -2 | 27.2% | 15.2% | 17.4% | 14.5 |
Juju Smith-Schuster | WR | 14.4 | -0.7 | 0 | 0 | 14.4 | -0.7 | 0.0% | 27.8% | 23.0% | 13.7 |
Mecole Hardman | WR | 14.2 | 8.4 | 0 | 0 | 14.2 | 8.4 | 0.0% | 19.6% | 17.6% | 22.6 |
Stefon Diggs | WR | 14.1 | 1.1 | 0 | 0 | 14.1 | 1.1 | 0.0% | 51.8% | 32.2% | 15.2 |
James Conner | RB | 13.8 | 1.2 | 10.2 | 0.5 | 3.6 | 0.7 | 95.3% | 6.9% | 22.1% | 15 |
Jonathan Taylor | RB | 13.6 | -8.5 | 7.8 | -5.6 | 5.7 | -2.8 | 27.2% | 9.9% | 15.7% | 5.1 |
A.J. Brown | WR | 13.5 | -1.1 | 0 | 0 | 13.5 | -1.1 | 0.0% | 26.6% | 20.3% | 12.4 |
Melvin Gordon | RB | 13.4 | -2.7 | 3.7 | -1.1 | 9.7 | -1.6 | 56.9% | 15.8% | 19.8% | 10.7 |
Gerald Everett | TE | 13.4 | -5.2 | 0 | 0 | 13.4 | -5.2 | 0.0% | 15.1% | 12.6% | 8.2 |
Noah Fant | TE | 13.3 | -1.6 | 0 | 0 | 13.3 | -1.6 | 0.0% | 21.7% | 19.6% | 11.7 |
Mike Williams | WR | 13.3 | 7.7 | 0.8 | -0.7 | 12.6 | 8.3 | 4.6% | 19.6% | 16.0% | 21 |
Tyler Boyd | WR | 13 | 6.6 | 0.8 | 0.1 | 12.2 | 6.5 | 4.5% | 20.5% | 16.7% | 19.6 |
Robby Anderson | WR | 12.9 | -3.4 | 0 | 0 | 12.9 | -3.4 | 0.0% | 31.7% | 26.0% | 9.5 |
JaMycal Hasty | RB | 12.9 | -2.8 | 11.4 | -2.5 | 1.5 | -0.3 | 65.9% | 2.2% | 14.9% | 10.1 |
Derrick Henry | RB | 12.8 | 4.4 | 11.4 | 5.8 | 1.4 | -1.4 | 72.6% | 2.8% | 19.2% | 17.2 |
Jeff Smith | WR | 12.5 | -6.6 | 0 | 0 | 12.5 | -6.6 | 0.0% | 29.4% | 23.8% | 5.9 |
Marvin Jones | WR | 12.4 | 6.5 | 0 | 0 | 12.4 | 6.5 | 0.0% | 19.5% | 17.8% | 18.9 |
Jared Cook | TE | 11.8 | 4.3 | 0 | 0 | 11.8 | 4.3 | 0.0% | 19.2% | 15.2% | 16.1 |
Trey Burton | TE | 11.8 | -1.7 | 3.4 | 2.8 | 8.4 | -4.5 | 11.8% | 14.5% | 13.6% | 10.1 |
Gus Edwards | RB | 11.8 | 2.9 | 10.4 | 4.3 | 1.4 | -1.4 | 58.8% | 3.2% | 19.4% | 14.7 |
Todd Gurley | RB | 11.6 | -1 | 11.6 | -1 | 0 | 0 | 65.5% | 0.0% | 17.9% | 10.6 |
Zack Moss | RB | 11.5 | 8.6 | 9.9 | 10.2 | 1.6 | -1.6 | 59.3% | 5.9% | 26.3% | 20.1 |
Curtis Samuel | WR | 11.3 | 9.4 | 2.9 | 5.4 | 8.4 | 4 | 32.2% | 20.6% | 22.7% | 20.7 |
Marvin Hall | WR | 11.1 | 4.2 | 0 | 0 | 11.1 | 4.2 | 0.0% | 17.5% | 16.0% | 15.3 |
Tre'Quan Smith | WR | 11 | -1.7 | 0 | 0 | 11 | -1.7 | 0.0% | 17.9% | 14.2% | 9.3 |
Hayden Hurst | TE | 10.9 | -0.5 | 0 | 0 | 10.9 | -0.5 | 0.0% | 23.1% | 16.8% | 10.4 |
Kareem Hunt | RB | 10.9 | -1.6 | 6.8 | -0.2 | 4.1 | -1.4 | 87.2% | 9.9% | 22.2% | 9.3 |
Auden Tate | WR | 10.8 | 2.7 | 0 | 0 | 10.8 | 2.7 | 0.0% | 18.1% | 13.9% | 13.5 |
Darnell Mooney | WR | 10.8 | 7.1 | 0 | 0 | 10.8 | 7.1 | 0.0% | 17.1% | 13.9% | 17.9 |
Jerick McKinnon | RB | 10.7 | 3.2 | 4.4 | 1.5 | 6.3 | 1.7 | 25.4% | 9.1% | 12.3% | 13.9 |
Jimmy Graham | TE | 10.5 | -7.2 | 0 | 0 | 10.5 | -7.2 | 0.0% | 16.6% | 13.5% | 3.3 |
Willie Snead | WR | 10.4 | 5.2 | 0 | 0 | 10.4 | 5.2 | 0.0% | 24.1% | 17.1% | 15.6 |
Nyheim Hines | RB | 10.3 | 10.9 | 2.8 | -2 | 7.5 | 12.9 | 9.8% | 13.0% | 11.9% | 21.2 |
Zach Pascal | WR | 10 | -2.6 | 0 | 0 | 9.9 | -2.5 | 0.0% | 17.1% | 11.5% | 7.4 |
Allen Robinson | WR | 9.8 | 10.9 | 0 | 0 | 9.8 | 10.9 | 0.0% | 15.5% | 12.6% | 20.7 |
Tyreek Hill | WR | 9.7 | 16.1 | 0 | 0 | 9.7 | 16.1 | 0.0% | 13.4% | 12.0% | 25.8 |
J.K. Dobbins | RB | 9.7 | 3.4 | 7.3 | 4 | 2.4 | -0.6 | 41.2% | 5.6% | 15.9% | 13.1 |
D.J. Moore | WR | 9.5 | -2 | 0 | 0 | 9.5 | -2 | 0.0% | 23.3% | 19.1% | 7.5 |
Damien Harris | RB | 9.5 | 6.7 | 9.5 | 6.7 | 0 | 0 | 72.0% | 0.0% | 19.5% | 16.2 |
Mike Davis | RB | 9.4 | -0.7 | 6.1 | 0.5 | 3.3 | -1.2 | 67.8% | 8.1% | 18.9% | 8.7 |
Samaje Perine | RB | 9.4 | 1 | 8.1 | 1.1 | 1.2 | 0 | 45.3% | 2.0% | 12.1% | 10.4 |
Mark Andrews | TE | 9.3 | -3.1 | 0 | 0 | 9.3 | -3.1 | 0.0% | 21.5% | 15.3% | 6.2 |
Tyler Lockett | WR | 9.3 | -2 | 0 | 0 | 9.3 | -2 | 0.0% | 14.2% | 11.1% | 7.3 |
Greg Olsen | TE | 9.1 | -9.1 | 0 | 0 | 9.1 | -9.1 | 0.0% | 13.9% | 10.9% | 0 |
Robert Tonyan Jr. | TE | 8.9 | 4 | 0 | 0 | 8.9 | 4 | 0.0% | 14.3% | 11.9% | 12.9 |
Demarcus Robinson | WR | 8.8 | 7.5 | 0 | 0 | 8.8 | 7.5 | 0.0% | 12.2% | 10.9% | 16.3 |
DaeSean Hamilton | WR | 8.7 | 9.5 | 0 | 0 | 8.7 | 9.5 | 0.0% | 14.2% | 12.9% | 18.2 |
Brian Hill | RB | 8.6 | -0.2 | 5.3 | 0.2 | 3.3 | -0.4 | 29.9% | 7.0% | 13.3% | 8.4 |
Eric Ebron | TE | 8.4 | 6.4 | 0 | 0 | 8.4 | 6.4 | 0.0% | 16.2% | 13.4% | 14.8 |
A.J. Green | WR | 8.4 | -4.5 | 0 | 0 | 8.4 | -4.5 | 0.0% | 14.1% | 10.8% | 3.9 |
Preston Williams | WR | 8.3 | -4.8 | 0 | 0 | 8.3 | -4.8 | 0.0% | 22.8% | 16.7% | 3.5 |
Darren Waller | TE | 8.2 | -0.4 | 0 | 0 | 8.2 | -0.4 | 0.0% | 22.5% | 12.8% | 7.8 |
D'Andre Swift | RB | 8.1 | -2.8 | 2.7 | -2.6 | 5.4 | -0.2 | 45.8% | 8.5% | 11.7% | 5.3 |
Devin Singletary | RB | 8 | 2.2 | 6.8 | 1.8 | 1.3 | 0.3 | 40.7% | 4.8% | 18.3% | 10.2 |
Henry Ruggs | WR | 7.9 | -5 | 0.7 | -0.6 | 7.2 | -4.4 | 2.5% | 19.7% | 12.3% | 2.9 |
Clyde Edwards-Helaire | RB | 7.9 | -1.8 | 3 | -0.9 | 4.9 | -0.9 | 36.1% | 6.8% | 9.8% | 6.1 |
Ross Dwelley | TE | 7.7 | 0.9 | 0 | 0 | 7.7 | 0.9 | 0.0% | 11.1% | 8.9% | 8.6 |
Latavius Murray | RB | 7.7 | -1.6 | 4 | -2.3 | 3.7 | 0.7 | 25.0% | 6.0% | 9.9% | 6.1 |
Hunter Renfrow | WR | 7.3 | 5.3 | 0 | 0 | 7.3 | 5.3 | 0.0% | 20.0% | 11.4% | 12.6 |
Malcolm Brown | RB | 7.2 | 0.5 | 4.9 | -0.9 | 2.3 | 1.4 | 27.7% | 2.6% | 6.7% | 7.7 |
Phillip Lindsay | RB | 7.1 | 8.5 | 2.8 | 11.5 | 4.3 | -3 | 43.1% | 7.0% | 10.5% | 15.6 |
Deonte Harris | WR | 7 | -2.3 | 2.9 | -3.1 | 4 | 0.9 | 18.1% | 6.5% | 9.0% | 4.7 |
Darrell Henderson | RB | 6.9 | -0.1 | 4.2 | 0.5 | 2.7 | -0.6 | 23.7% | 3.0% | 6.5% | 6.8 |
Tyler Higbee | TE | 6.8 | -3.4 | 0 | 0 | 6.8 | -3.4 | 0.0% | 7.6% | 6.4% | 3.4 |
Le'Veon Bell | RB | 6.7 | 0.1 | 2.3 | -1.6 | 4.4 | 1.7 | 27.7% | 6.1% | 8.3% | 6.8 |
Taysom Hill | WR | 6.7 | 7.8 | 3.3 | 0.2 | 3.4 | 7.6 | 20.6% | 5.5% | 8.7% | 14.5 |
Mo Alie-Cox | TE | 6.6 | 0.1 | 0 | 0 | 6.6 | 0.1 | 0.0% | 11.4% | 7.6% | 6.7 |
Damiere Byrd | WR | 6.5 | 0.4 | 0 | 0 | 6.5 | 0.4 | 0.0% | 18.3% | 13.3% | 6.9 |
David Njoku | TE | 6.5 | -3.6 | 0 | 0 | 6.5 | -3.6 | 0.0% | 15.7% | 13.2% | 2.9 |
Marquise Brown | WR | 6.4 | 0.9 | 0 | 0 | 6.4 | 0.9 | 0.0% | 14.8% | 10.5% | 7.3 |
Marcus Johnson | WR | 6.4 | -0.5 | 0 | 0 | 6.4 | -0.5 | 0.0% | 11.1% | 7.4% | 5.9 |
Justin Jefferson | WR | 6.3 | -0.7 | 0 | 0 | 6.3 | -0.7 | 0.0% | 29.0% | 13.0% | 5.6 |
K.J. Hamler | WR | 6.3 | 4 | 0 | 0 | 6.3 | 4 | 0.0% | 10.3% | 9.3% | 10.3 |
Kenny Golladay | WR | 6.3 | -6.3 | 0 | 0 | 6.3 | -6.3 | 0.0% | 9.9% | 9.1% | 0 |
Trent Taylor | WR | 6.3 | -0.1 | 0 | 0 | 6.3 | -0.1 | 0.0% | 9.1% | 7.3% | 6.2 |
Calvin Ridley | WR | 6.2 | 1 | 0 | 0 | 6.2 | 1 | 0.0% | 13.1% | 9.6% | 7.2 |
David Moore | WR | 6.2 | 7.4 | 1 | 1.8 | 5.2 | 5.6 | 5.4% | 8.0% | 7.4% | 13.6 |
Miles Boykin | WR | 6.1 | 3.9 | 0 | 0 | 6.1 | 3.9 | 0.0% | 14.1% | 10.0% | 10 |
Hunter Henry | TE | 6.1 | 1.2 | 0 | 0 | 6.1 | 1.2 | 0.0% | 9.5% | 7.3% | 7.3 |
Lamical Perine | RB | 6.1 | -0.8 | 3.7 | -1 | 2.3 | 0.3 | 37.0% | 5.4% | 11.6% | 5.3 |
Adam Thielen | WR | 6 | -0.3 | 0 | 0 | 6 | -0.3 | 0.0% | 27.6% | 12.4% | 5.7 |
Jace Sternberger | TE | 6 | 1.6 | 0 | 0 | 6 | 1.6 | 0.0% | 9.6% | 8.0% | 7.6 |
Danny Amendola | WR | 6 | 2.4 | 0 | 0 | 6 | 2.4 | 0.0% | 9.4% | 8.6% | 8.4 |
George Kittle | TE | 6 | -0.1 | 0 | 0 | 6 | -0.1 | 0.0% | 8.6% | 6.9% | 5.9 |
Joshua Kelley | RB | 5.9 | -2.4 | 3.8 | -0.6 | 2.1 | -1.8 | 22.0% | 3.3% | 7.1% | 3.5 |
Jack Doyle | TE | 5.8 | 4 | 0 | 0 | 5.8 | 4 | 0.0% | 10.0% | 6.7% | 9.8 |
Jalen Guyton | WR | 5.6 | -4.3 | 0 | 0 | 5.6 | -4.3 | 0.0% | 8.7% | 6.7% | 1.3 |
Cam Akers | RB | 5.6 | 0.8 | 4.2 | -0.7 | 1.4 | 1.5 | 23.7% | 1.6% | 5.2% | 6.4 |
James White | RB | 5.5 | 0 | 0.6 | -0.6 | 4.9 | 0.6 | 4.5% | 13.8% | 11.3% | 5.5 |
Juwan Johnson | WR | 5.5 | -4 | 0 | 0 | 5.5 | -4 | 0.0% | 9.0% | 7.1% | 1.5 |
Byron Pringle | WR | 5.4 | -0.2 | 0 | 0 | 5.4 | -0.2 | 0.0% | 7.5% | 6.7% | 5.2 |
Equanimeous St. Brown | WR | 5.2 | -3 | 0 | 0 | 5.2 | -3 | 0.0% | 8.4% | 7.0% | 2.2 |
DeVante Parker | WR | 4.8 | 2.5 | 0 | 0 | 4.8 | 2.5 | 0.0% | 13.2% | 9.7% | 7.3 |
Nelson Agholor | WR | 4.8 | -4.8 | 0 | 0 | 4.8 | -4.8 | 0.0% | 13.2% | 7.5% | 0 |
Frank Gore | RB | 4.8 | -1.8 | 4.8 | -1.8 | 0 | 0 | 48.0% | 0.0% | 9.1% | 3 |
Ryan Izzo | TE | 4.7 | -0.3 | 0 | 0 | 4.7 | -0.3 | 0.0% | 13.2% | 9.7% | 4.4 |
Devin Duvernay | WR | 4.7 | 0.2 | 0 | 0 | 4.7 | 0.2 | 0.0% | 10.9% | 7.7% | 4.9 |
Denzel Mims | WR | 4.6 | 1.6 | 0 | 0 | 4.6 | 1.6 | 0.0% | 10.8% | 8.7% | 6.2 |
Anthony Firkser | TE | 4.6 | 1 | 0 | 0 | 4.6 | 1 | 0.0% | 9.1% | 6.9% | 5.6 |
Harrison Bryant | TE | 4.5 | 1 | 0 | 0 | 4.5 | 1 | 0.0% | 10.9% | 9.2% | 5.5 |
Russell Gage | WR | 4.4 | 0.1 | 0 | 0 | 4.4 | 0.1 | 0.0% | 9.3% | 6.8% | 4.5 |
Diontae Johnson | WR | 4.4 | -2.8 | 0 | 0 | 4.4 | -2.8 | 0.0% | 8.5% | 7.0% | 1.6 |
Rashard Higgins | WR | 4.3 | -1.9 | 0 | 0 | 4.3 | -1.9 | 0.0% | 10.4% | 8.8% | 2.4 |
Tyler Ervin | RB | 4.3 | -2.6 | 0 | 0 | 4.3 | -2.6 | 0.0% | 6.9% | 5.8% | 1.7 |
Jacob Hollister | TE | 4 | -2.4 | 0 | 0 | 4 | -2.4 | 0.0% | 6.1% | 4.8% | 1.6 |
Rex Burkhead | RB | 4 | 0.1 | 2.7 | -0.1 | 1.4 | 0.1 | 20.5% | 3.9% | 8.2% | 4.1 |
Kerryon Johnson | RB | 3.9 | 5.6 | 0 | 0 | 3.9 | 5.6 | 0.0% | 6.1% | 5.6% | 9.5 |
Devontae Booker | RB | 3.9 | 1.7 | 2.3 | 0.6 | 1.6 | 1.1 | 8.4% | 4.4% | 6.1% | 5.6 |
Adrian Peterson | RB | 3.9 | -1.7 | 2.5 | -1.8 | 1.4 | 0.1 | 42.4% | 2.2% | 5.6% | 2.2 |
Ian Thomas | TE | 3.8 | 2 | 0 | 0 | 3.8 | 2 | 0.0% | 9.3% | 7.6% | 5.8 |
Cordarrelle Patterson | WR | 3.8 | -1.3 | 0.6 | -0.2 | 3.2 | -1.1 | 4.1% | 5.1% | 4.9% | 2.5 |
A.J. Dillon | RB | 3.8 | 0.9 | 2.4 | -0.3 | 1.3 | 1.3 | 19.4% | 2.1% | 5.1% | 4.7 |
Gabriel Davis | WR | 3.7 | -3.7 | 0 | 0 | 3.7 | -3.7 | 0.0% | 13.6% | 8.4% | 0 |
Adam Humphries | WR | 3.6 | -3.6 | 0 | 0 | 3.6 | -3.6 | 0.0% | 7.1% | 5.4% | 0 |
Albert Okwuegbunam | TE | 3.6 | 4.3 | 0 | 0 | 3.6 | 4.3 | 0.0% | 5.9% | 5.3% | 7.9 |
Jeremy McNichols | RB | 3.6 | 1.3 | 1.9 | 3 | 1.6 | -1.6 | 12.1% | 3.1% | 5.4% | 4.9 |
Jakeem Grant | WR | 3.5 | 5 | 0 | 0 | 3.5 | -1 | 0.0% | 9.6% | 7.0% | 8.5 |
Gabe Nabers | RB | 3.4 | 3.8 | 0 | 0 | 3.4 | 3.8 | 0.0% | 5.3% | 4.1% | 7.2 |
Jason Witten | TE | 3.3 | 0.8 | 0 | 0 | 3.3 | 0.8 | 0.0% | 9.0% | 5.2% | 4.1 |
Christian Blake | WR | 3.3 | 0.1 | 0 | 0 | 3.3 | 0.1 | 0.0% | 7.0% | 5.1% | 3.4 |
MyCole Pruitt | TE | 3.3 | -3.3 | 0 | 0 | 3.3 | -3.3 | 0.0% | 6.5% | 5.0% | 0 |
Chris Herndon | TE | 3.2 | -1.9 | 0 | 0 | 3.2 | -1.9 | 0.0% | 7.5% | 6.1% | 1.3 |
T.Y. Hilton | WR | 3.2 | -0.3 | 0 | 0 | 3.2 | -0.3 | 0.0% | 5.5% | 3.7% | 2.9 |
Durham Smythe | TE | 3.1 | 0.5 | 0 | 0 | 3.1 | 0.5 | 0.0% | 8.5% | 6.2% | 3.6 |
Jonnu Smith | TE | 3 | 1.9 | 0 | 0 | 3 | 1.9 | 0.0% | 5.9% | 4.5% | 4.9 |
Nick Keizer | TE | 3 | -1.5 | 0 | 0 | 3 | -1.5 | 0.0% | 4.1% | 3.7% | 1.5 |
Van Jefferson | WR | 3 | 1.3 | 0 | 0 | 3 | 1.3 | 0.0% | 3.4% | 2.8% | 4.3 |
Ty Johnson | RB | 2.9 | 0.2 | 1.5 | 0 | 1.4 | 0.2 | 15.0% | 3.3% | 5.5% | 3.1 |
Darrel Williams | RB | 2.9 | 0.7 | 1.4 | 0.5 | 1.5 | 0.2 | 16.9% | 2.1% | 3.6% | 3.6 |
Kyle Juszczyk | RB | 2.8 | 1.3 | 0 | 0 | 2.8 | 1.3 | 0.0% | 4.0% | 3.2% | 4.1 |
Cole Beasley | WR | 2.7 | 1.7 | 0 | 0 | 2.7 | 1.7 | 0.0% | 9.9% | 6.2% | 4.4 |
Mike Gesicki | TE | 2.7 | -0.9 | 0 | 0 | 2.7 | -0.9 | 0.0% | 7.4% | 5.4% | 1.8 |
Jaylen Samuels | RB | 2.6 | -2.6 | 0 | 0 | 2.6 | -2.6 | 0.0% | 5.0% | 4.2% | 0 |
John Brown | WR | 2.5 | 0.6 | 0 | 0 | 2.5 | 0.6 | 0.0% | 9.2% | 5.7% | 3.1 |
Drew Sample | TE | 2.4 | -2.4 | 0 | 0 | 2.4 | -2.4 | 0.0% | 4.0% | 3.1% | 0 |
D'Onta Foreman | RB | 2.4 | 1.3 | 2.4 | 1.3 | 0 | 0 | 15.3% | 0.0% | 3.6% | 3.7 |
D'Ernest Johnson | RB | 2.2 | -0.1 | 1 | -0.4 | 1.2 | 0.3 | 12.8% | 2.9% | 4.5% | 2.1 |
Ryan Nall | RB | 2.1 | -0.9 | 0 | 0 | 2.1 | -0.9 | 0.0% | 3.3% | 2.7% | 1.2 |
Isaiah Ford | WR | 1.9 | 0.1 | 0 | 0 | 1.9 | 0.1 | 0.0% | 5.2% | 3.8% | 2 |
Matt Breida | RB | 1.9 | -0.6 | 1.9 | -0.6 | 0 | 0 | 14.3% | 0.0% | 3.8% | 1.3 |
Marquez Valdes-Scantling | WR | 1.8 | 1.5 | 0.3 | 0.1 | 1.5 | 1.4 | 2.4% | 2.4% | 2.4% | 3.3 |
Ray-Ray McCloud | RB | 1.7 | -0.1 | 0 | 0 | 1.7 | -0.1 | 0.0% | 3.3% | 2.7% | 1.6 |
Darrius Shepherd | WR | 1.7 | -0.1 | 0 | 0 | 1.7 | -0.1 | 0.0% | 2.7% | 2.3% | 1.6 |
Jesse James | TE | 1.7 | 1.6 | 0 | 0 | 1.7 | 1.6 | 0.0% | 2.7% | 2.4% | 3.3 |
Chad Beebe | WR | 1.6 | 1 | 0 | 0 | 1.6 | 1 | 0.0% | 7.4% | 3.3% | 2.6 |
Isaiah Zuber | WR | 1.6 | 0.7 | 0 | 0 | 1.6 | 0.7 | 0.0% | 4.5% | 3.3% | 2.3 |
Adam Shaheen | TE | 1.6 | -1.6 | 0 | 0 | 1.6 | -1.6 | 0.0% | 4.4% | 3.2% | 0 |
Foster Moreau | TE | 1.6 | -1.6 | 0 | 0 | 1.6 | -1.6 | 0.0% | 4.4% | 2.5% | 0 |
Vyncint Smith | WR | 1.6 | 0.7 | 0 | 0 | 1.6 | 0.7 | 0.0% | 3.8% | 3.0% | 2.3 |
Jalen Richard | RB | 1.6 | 1.2 | 0.4 | 0.2 | 1.2 | 1 | 1.5% | 3.3% | 2.5% | 2.8 |
Ashton Dulin | WR | 1.6 | 0.7 | 0 | 0 | 1.6 | 0.7 | 0.0% | 2.8% | 1.8% | 2.3 |
Austin Carr | WR | 1.6 | 0.4 | 0 | 0 | 1.6 | 0.4 | 0.0% | 2.6% | 2.1% | 2 |
Will Dissly | TE | 1.6 | 1.1 | 0 | 0 | 1.6 | 1.1 | 0.0% | 2.5% | 1.9% | 2.7 |
Nick Bellore | RB | 1.6 | 0.8 | 0.6 | -0.1 | 1 | 0.9 | 3.3% | 1.5% | 1.9% | 2.4 |
Darwin Thompson | RB | 1.6 | -1.3 | 1.6 | -1.3 | 0 | 0 | 19.3% | 0.0% | 2.0% | 0.3 |
Irv Smith Jr. | TE | 1.5 | 1.1 | 0 | 0 | 1.5 | 1.1 | 0.0% | 6.9% | 3.1% | 2.6 |
Kyle Rudolph | TE | 1.5 | 0.7 | 0 | 0 | 1.5 | 0.7 | 0.0% | 6.9% | 3.1% | 2.2 |
Malcolm Perry | WR | 1.5 | 0 | 0 | -0.5 | 1.5 | 0.5 | 0.0% | 4.1% | 3.0% | 1.5 |
Colin Thompson | TE | 1.5 | -1.5 | 0 | 0 | 1.5 | -1.5 | 0.0% | 3.7% | 3.0% | 0 |
Keith Smith | RB | 1.5 | -1.5 | 0 | 0 | 1.5 | -1.5 | 0.0% | 3.2% | 2.3% | 0 |
Kalif Raymond | WR | 1.5 | 0.6 | 0 | 0 | 1.5 | 0.6 | 0.0% | 3.0% | 2.3% | 2.1 |
Khari Blasingame | RB | 1.5 | 0 | 0 | 0 | 1.5 | 0 | 0.0% | 3.0% | 2.3% | 1.5 |
Malik Taylor | WR | 1.5 | 2.1 | 0 | 0 | 1.5 | 2.1 | 0.0% | 2.4% | 2.0% | 3.6 |
Javon Wims | WR | 1.5 | 0.4 | 0 | 0 | 1.5 | 0.4 | 0.0% | 2.4% | 1.9% | 1.9 |
Deon Yelder | TE | 1.5 | 0 | 0 | 0 | 1.5 | 0 | 0.0% | 2.1% | 1.9% | 1.5 |
Tevin Coleman | RB | 1.5 | 0.5 | 1.5 | 0.5 | 0 | 0 | 8.7% | 0.0% | 1.7% | 2 |
James Washington | WR | 1.4 | -1.4 | 0 | 0 | 1.4 | -1.4 | 0.0% | 2.7% | 2.2% | 0 |
Michael Pittman | WR | 1.4 | 0.2 | 0 | 0 | 1.4 | 0.2 | 0.0% | 2.4% | 1.6% | 1.6 |
Tommylee Lewis | WR | 1.4 | 0.1 | 0 | 0 | 1.4 | 0.1 | 0.0% | 2.3% | 1.8% | 1.5 |
Cole Kmet | TE | 1.4 | -0.2 | 0 | 0 | 1.4 | -0.2 | 0.0% | 2.2% | 1.8% | 1.2 |
Tyler Kroft | TE | 1.3 | 0.8 | 0 | 0 | 1.3 | 0.8 | 0.0% | 4.8% | 3.0% | 2.1 |
Chris Manhertz | TE | 1.3 | 0.3 | 0 | 0 | 1.3 | 0.3 | 0.0% | 3.2% | 2.6% | 1.6 |
Andy Janovich | RB | 1.3 | -1.3 | 0 | 0 | 1.3 | -1.3 | 0.0% | 3.1% | 2.6% | 0 |
James Proche | WR | 1.3 | -1.3 | 0 | 0 | 1.3 | -1.3 | 0.0% | 3.0% | 2.1% | 0 |
Alexander Mattison | RB | 1.3 | -0.5 | 1.3 | -0.5 | 0 | 0 | 4.9% | 0.0% | 2.7% | 0.8 |
Nick Boyle | TE | 1.2 | -1.2 | 0 | 0 | 1.2 | -1.2 | 0.0% | 2.8% | 2.0% | 0 |
Cethan Carter | TE | 1.2 | 0 | 0 | 0 | 1.2 | 0 | 0.0% | 2.0% | 1.5% | 1.2 |
Josh Hill | TE | 1.1 | 0.6 | 0 | 0 | 1.1 | 0.6 | 0.0% | 1.8% | 1.4% | 1.7 |
C.J. Ham | RB | 1 | -0.8 | 1 | -0.8 | 0 | 0 | 3.7% | 0.0% | 2.1% | 0.2 |
Qadree Ollison | RB | 0.8 | -0.5 | 0.8 | -0.5 | 0 | 0 | 4.5% | 0.0% | 1.2% | 0.3 |
Jamal Agnew | WR | 0.7 | 0.4 | 0.7 | 0.4 | 0 | 0 | 11.9% | 0.0% | 1.0% | 1.1 |
Alec Ingold | RB | 0.5 | -0.2 | 0.5 | -0.2 | 0 | 0 | 1.8% | 0.0% | 0.8% | 0.3 |
Anthony McFarland | RB | 0.5 | -0.4 | 0.5 | -0.4 | 0 | 0 | 4.7% | 0.0% | 0.8% | 0.1 |
Travis Homer | RB | 0.4 | 0 | 0.4 | 0 | 0 | 0 | 2.2% | 0.0% | 0.5% | 0.4 |
Gunner Olszewski | WR | 0.4 | 0.2 | 0.4 | 0.2 | 0 | 0 | 3.0% | 0.0% | 0.8% | 0.6 |
Mike Burton | RB | 0.2 | -0.1 | 0.2 | -0.1 | 0 | 0 | 1.3% | 0.0% | 0.3% | 0.1 |
Nsimba Webster | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Xavier Jones | RB | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Dante Pettis | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Joe Reed | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
K.J. Hill | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Alex Erickson | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Dwayne Washington | RB | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Marcedes Lewis | TE | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Tyrie Cleveland | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Brandon Powell | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Trey Edmunds | RB | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Pharoh Cooper | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Donovan Peoples-Jones | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Ameer Abdullah | RB | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
K.J. Osborn | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Mike Boone | RB | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
Andre Roberts | WR | 0 | 0 | 0 | 0 | 0 | 0 | 0.0% | 0.0% | 0.0% | 0 |
When Changing Teams Actually Works
Last week we talked about how market share of expected points is one of the most predictive metrics for WRs. I suggested buying Denzel Mims on that basis. That didn’t quite work out (yet). But sometimes msEP aligns with other predictive metrics in a way that makes it irresistible. Week 8’s leader in msReEP (prior to Monday night) was Stefon Diggs. As Curtis Patrick reminds us, this shouldn’t be surprising:
Stefon Diggs is the overall WR1 in expected fantasy points season-to-date.
— Curtis Patrick (@CPatrickNFL) November 2, 2020
Indeed, Diggs now leads all WRs in targets and trails only DeAndre Hopkins in receptions and yards.[1]Which is especially impressive for Hopkins since he’s only played seven games. The player who currently ranks third in yards is Robby Anderson. Yes, all three of the current leaders in receiving yards changed teams in the offseason. Diggs, Hopkins, and Anderson all rank inside the top 10 in both expected points and fantasy points.[2]Anderson also ranked 10th in msReEP in Week 8.
If Diggs was someone you were avoiding because of the risks associated with WRs changing teams, you should have paid closer attention to Madison Parkhill’s brilliant analysis in the offseason. If Hopkins didn’t make it onto any of your squads, you should have believed Tyler Loechner when he said Hopkins still has top-five upside. If Anderson wasn’t on your radar … I honestly don’t know what to say — Shawn Siegele was the only person I know of who was buying Anderson this offseason.[3]Just do what Shawn does.
It’s true that WRs who change teams tend to underperform, but as always, the best reason to be familiar with “rules” like this is to gain a better understanding of the exceptions. The truth is that WRs as good as Diggs rarely change teams, because WRs as good as Diggs rarely have reason to want to leave the team that enabled them to become so good. However, it became painfully clear in 2019 that Diggs was good in spite of the Vikings’ offense, not because of it.
So should we have been ignoring the findings of past studies (including my own) that WRs who change teams usually don’t play as well as they did before the team change?