Dinsy Ejotuz
Footballguy
Part I, Intro
A little over a year ago I decided I’d spend some time trying to figure out what made players good, and how to predict talent. More specifically, I’d seen the QB prediction system in Football Outsiders 2006 and wanted to replicate it for RBs and WRs. I didn’t expect that I’d find something that performed as well, but wanted to try.
This article summarizes the results of that research for RBs. The article on WRs will follow.
It’s tempting to walk through all the dead ends and the various stages in the process, but I’m realizing that would be a 20 page report. And I’m just that lazy. So here are the findings…
1) Weight matters. After messing with this piece of the puzzle for months I’m confident that there’s a range of weights that makes little difference in the performance of a RB, and that range is roughly 205 to 235 or 240 pounds. Weighing more than 240 is pretty much a death knell for RBs, but the range 195-204 on the low side can be ok, if the other criteria are strong enough. For reasons I’ll cover at the very end, I think it’s worth breaking RBs into two groups based on size.
Luckily it doesn’t seem to matter much exactly where you draw the line between small and large backs, as long as it’s somewhere between 221 and 225. I picked 222 on the subjective basis that Cedric Benson (222) and Willis McGahee (223) run more like big backs and LT (221) ran more like a small (though powerful) back. Your mileage may vary.
It’s important to note that I did my best to use the weight that the back entered the league at. I used pre-draft scouting reports where I could find them and the Pro Football Database when I couldn’t because it consistently trended below a player’s current weight and I suspect that’s because it’s listing rookie weights.
2) Age matters. Guys who are under 23 years old on September 1st of their rookie season do better than guys who are older. And it’s a progression – the younger the better, on average. If you run a regression you get a positive but weak result. And it seems that age is more relevant for small backs.
3) The third thing that matters is the most obvious: draft position. Very few backs chosen after the middle of the 4th round (pick 105-110) are worth owning. And a surprising number of backs who enter the league young and with the right body type succeed despite being drafted in the 2nd and 3rd rounds.
But! But! Warrick Dunn?! Jerome Bettis?! Robert Edwards?! Willie Parker!? Terrell Davis?! Fair enough. There are exceptions to every rule. More on those in a minute, too.
Skipping through a whole bunch of trials and errors again, here’s the important part…
Those three items -- age, draft position (subjective evaluation of a running back’s talent by NFL teams) and weight -- combine dynamically to provide a stunning projection on whether the RB will be successful or not. As with any model it works especially well on the edges, but with a bit of work even the middle grouping can be subset in a way that predicts relative success among the sub-groups.
As is also true with any model, you can tweak this to your heart’s content. The categories below are just the ones that I landed on because I wasn’t seeing much improvement with additional effort. Plus I wanted my life back. The model treats Small Backs and Big Backs separately, which I’ll explain/hypothesize about below. The data set includes all backs taken in the 1st four rounds from 1996 to 2007.
Note that I made no effort at all to adjust for years played, injuries, quality of team or quality of the other backs on the roster. Partly because using PPG eliminates the problem of the games missed due to being a rookie backup or injury, and partly because the model worked damn well without making any of those adjustments. Plus the reasons I mentioned above: I’m lazy with details. And have a life. And couldn’t get anyone with a database to help me.
Part II, Small Running Backs
#1a: These are the cream of the crop for small backs – not just within the required ranges, but squarely on the good side of the range: backs between 205 and 221 pounds, under 22.5 years old, drafted in first 76 picks; and other back drafted in the first ~half of the first round under 22.5 years old. These backs are fantasy gold, with a career average of 16.2 PPG (PPR). They include the following RBs:
Clinton Portis, Edgerrin James, Maurice Jones-Drew, Marshawn Lynch, Reggie Bush (#2 pick), Ahman Green, Laurence Maroney, Brandon Jackson, Kevin Jones, Thomas Jones, Jay Graham, LaDanian Tomlinson, Frank Gore, Adrian Peterson
I couldn’t find much on Jay Graham, but it’s clear he was injured a lot. And it suggests that Thomas Jones would have been an elite back if he hadn’t been in horrible situations for most of his career. Notice that this elite grouping accurately includes the surprising backs Frank Gore, Maurice Jones-Drew and Ahman Green. And it won’t surprise me at all if Brandon Jackson turns into a star in the next couple years.
#1b: As above, except backs between 22.5 and 23.02 years of age (basically the same players, but slightly older). This may be a fallacious differentiation that works only because Williams Green and J.J. Arrington are included in the group, and both of them landed in horrific situations for RBs. But subjectively the backs in group 1a do look stronger than those in 1b. I cheated a bit and bumped the ideal age range to 23.02 because it adds Alexander. Sue me. These backs have an average PPG (PPR) of 12.9 and include:
Tim Biakabutuka, J.J. Arrington, Warrick Dunn (#12 pick), Deuce McAllister, William Green, Travis Henry, Shaun Alexander, Caddy Williams (#5 pick), and Robert Edwards (#18 pick).
Now it gets a little trickier – we’re in the middle range of the model, between the ‘can’t miss’ and ‘can’t succeed’ players. This group can be meaningfully subset though, which I’ve tried to do below, but the 2s tend to be more hit or miss than the 1s or the 3s.
#2a: Backs who qualify on the ideal weight and age criteria, but were drafted a little later – those under 23.02 years old (again, I cheated by a few days to include Westbrook at 23.01), between 205 and 221 pounds, and picked between spots 77 and 109 (Ryan Moats to Marion Barber). These backs have an average PPG (PPR) of 10.4 and include:
Marion Barber, Chris Brown, Onterrio Smith, Reuben Droughns Domanick Williams, Darnell Autry, Ryan Moats, Karim Abdul-Jabbar.
Along with the 2nd and 3rd round guys in group 1a, these are the small backs that can be had for great value. Compare them to other backs taken from the middle 3rd to the middle 4th and their success rate is outstanding.
#2b: Next up are the players who qualified on draft position, pick 76 or earlier, but have a close miss on one of the other criteria – they’re either between 195 and 204 pounds with an ideal age; or are of an ideal weight (205-221), but are a bit too old – between 23.03 and 23.5 years old. The 12 backs in this group have an average PPG (PPR) of 9.1 and include:
Brian Calhoun, Maurice Morris, Byron Hanspard, Moe Williams, Tiki Barber, Ladell Betts, Michael Pittman, Julius Jones, Michael Bennett, Joseph Addai, DeAngelo Williams.
#2c: Finally, we have players who just miss on either weight or age – they’re between 195 and 204 or 23.03 and 23.5 years old - and were drafted a bit later, between picks 77 and 109. Those players have a career average of 6.1 PPG (PPR) and include:
Travis Minor, Amos Zeroeoue, Brian Westbrook, Doug Chapman, Rashaan Sheehee, Kevin Faulk, Jerious Norwood and Leon Johnson.
Unless Norwood turns out to be a stud here, Westbrook salvages the entire group and we should probably say that he's an anomaly. If so, the 2cs may as well be 3s and be avoided.
#3: Backs who were older than 23.5 when they started their career, weigh under 195 pounds or were drafted outside the top ~109. In a nutshell the only backs that can overcome a dramatic deficiency in terms of weight or age are those drafted in the first half of the 1st round: Cadillac Williams, Warrick Dunn and Robert Edwards. Otherwise, this group of players is the bust list, and has a career average PPG (PPR) of only 4.5. And it’s 20% of all RBs drafted in the first four rounds. If you did nothing but eliminate these players from your draft board you’d be way ahead in the game:
John Avery, Trung Candidate, Tatum Bell, Kenny Irons, Michael Cloud, Sedrick Shaw, Troy Davis, Travis Prentice, James Jackson, Lorenzo Booker, Vernand Morency, Winslow Oliver, Garrett Wolfe, Justin Fargas, Tavian Banks, Ricky Whittle, Antonio Pittman, Quentin Griffin, Ciatrick Fason, Lee Suggs, Leon Washington, Mewelde Moore, Travis Stephens, Chris Darkins, Olandis Gary, Alvin Pearman, Cedric Cobbs
You could subset this group of players into those that just barely missed the cutoff and those that were well beyond it if you wanted to. Those that are just outside do perform better. But why bother? Not one of the players in this list has a career PPG (PPR) of 10.0 or higher.
Part III, Big Running Backs
Big running backs, those over 221 pounds, are much simpler. Eliminate backs taken after pick ~105 or so, and also those over 240 pounds or over 23.0 years old, unless they’re chosen in the first round. Then sort simply sort by draft position.
#4a: The can’t miss version for big backs: between 222 and 240 pounds taken in the first round of the draft. With an average career PPG of 15.0 they’re every bit the fantasy gold of their smaller brethren. These backs include:
Eddie George, Fred Taylor, Ricky Williams, Jamal Lewis, Larry Johnson, Steven Jackson, Willis McGahee, Ronnie Brown, Chris Perry, Cedric Benson.
#4b: Backs under 23 years old at the start of their rookie season who weigh between 222 and 240 pounds and are taken in the 2nd, 3rd or early 4th rounds of the draft represent value – especially those taken in the 3rd and 4th rounds since there doesn’t appear to be much difference between those taken in the 2nd round and those taken later. These backs have an average PPG (PPR) of 9.3 and include:
DeShaun Foster, Corey Dillon, LaMont Jordan, Chris Henry, Duce Staley, Musa Smith, Kevan Barlow, Jerald Moore, Tony Hunt, Rudi Johnson, Stephen Davis, Sedrick Irvin, Lendale White, Heath Evans.
Note that I eliminated Lawrence Phillips and Maurice Clarette from the data set, but it wouldn’t make a material difference if they were included.
#4c: All other big backs – the bust list for big backs. I haven’t bothered calculating a PPG for these guys (lazy, see?), but it’s clear these are not guys you want on your team. Brandon Jacobs owners, beware! Notice that being drafted in the 1st round isn’t enough to save you if you’re a big back that fails to qualify otherwise. This list includes:
Ron Dayne, Eric Shelton, T.J. Duckett, George Layne, Correll Buckhalter, Curtis Enis, Chad Levitt, Jonathan Wells, Brandon Jacobs, Reggie Brown, Michael Bush, Joe Montgomery, Kantroy Barber, Michael Robinson, Brian Leonard, Sean Bennett, Anthony Thomas, Curtis Keaton, Skip Hicks, Richard Huntley, Frank Moreau, Dwayne Wright, Jermaine Fazande, James Johnson, Antwoin Smith, Artose Pinner
To summarize there are 128 RBs included in this data set, and the CAREER PPG (PPR) for backs in each group is as follows:
Group 1a: 16.2 PPG (14 backs, or 11%)
Group 4a: 15.0 PPG (10 backs, or 8%)
Group 1b: 12.9 PPG (9 backs, or 7%)
Group 2a: 10.4 PPG (8 backs, or 6%)
Group 4b: 09.3 PPG (14 backs, or 11%)
Group 2b: 09.1 PPG (13 backs, or 10%)
Group 2c: 06.1 PPG (7 backs, or 5%)
Group 3-: 04.5 PPG (27 backs, or 21%)
Group 4c: Low PPG (26 backs, or 20%)
If you did nothing but ignore the bottom two groups in my ratings system (Group 3 and Group 4c), you’d have eliminated more than 40% of all RBs drafted in the first four rounds, with virtually no chance you’d missed someone who was fantasy startable.
I’ll include my thoughts on why I believe these criteria measure talent (which is what I’ve come to believe), and also why they’re different for small and big backs in a subsequent post. Working with this has generated a bunch of ideas, and I’ll be sure to try and put them all down thread in time. I do believe this entire model is real-world explainable with a single big idea. And to the extent that fantasy starts are relevant to the NFL, I think there's something here for NFL talent evaluators as well.
Also, I’m happy to answer big-picture questions, but if you want to spend time arguing about where a back was placed, or why I should have included injuries, or any other thing that focuses on the trees and ignores the forest, I’m not interested. As I mentioned, I’m not much on details, and I’m sure there are some I’ve missed. But I’m very confident that this moves things forward for an objective evaluation of talent in RBs.
And stay tuned for my work on WRs. I’ll try to post it sometime in the next couple weeks. The model works as well as this one (and does a great job at predicting early 1st round busts), but hinges on completely different criteria.
A little over a year ago I decided I’d spend some time trying to figure out what made players good, and how to predict talent. More specifically, I’d seen the QB prediction system in Football Outsiders 2006 and wanted to replicate it for RBs and WRs. I didn’t expect that I’d find something that performed as well, but wanted to try.
This article summarizes the results of that research for RBs. The article on WRs will follow.
It’s tempting to walk through all the dead ends and the various stages in the process, but I’m realizing that would be a 20 page report. And I’m just that lazy. So here are the findings…
1) Weight matters. After messing with this piece of the puzzle for months I’m confident that there’s a range of weights that makes little difference in the performance of a RB, and that range is roughly 205 to 235 or 240 pounds. Weighing more than 240 is pretty much a death knell for RBs, but the range 195-204 on the low side can be ok, if the other criteria are strong enough. For reasons I’ll cover at the very end, I think it’s worth breaking RBs into two groups based on size.
Luckily it doesn’t seem to matter much exactly where you draw the line between small and large backs, as long as it’s somewhere between 221 and 225. I picked 222 on the subjective basis that Cedric Benson (222) and Willis McGahee (223) run more like big backs and LT (221) ran more like a small (though powerful) back. Your mileage may vary.
It’s important to note that I did my best to use the weight that the back entered the league at. I used pre-draft scouting reports where I could find them and the Pro Football Database when I couldn’t because it consistently trended below a player’s current weight and I suspect that’s because it’s listing rookie weights.
2) Age matters. Guys who are under 23 years old on September 1st of their rookie season do better than guys who are older. And it’s a progression – the younger the better, on average. If you run a regression you get a positive but weak result. And it seems that age is more relevant for small backs.
3) The third thing that matters is the most obvious: draft position. Very few backs chosen after the middle of the 4th round (pick 105-110) are worth owning. And a surprising number of backs who enter the league young and with the right body type succeed despite being drafted in the 2nd and 3rd rounds.
But! But! Warrick Dunn?! Jerome Bettis?! Robert Edwards?! Willie Parker!? Terrell Davis?! Fair enough. There are exceptions to every rule. More on those in a minute, too.
Skipping through a whole bunch of trials and errors again, here’s the important part…
Those three items -- age, draft position (subjective evaluation of a running back’s talent by NFL teams) and weight -- combine dynamically to provide a stunning projection on whether the RB will be successful or not. As with any model it works especially well on the edges, but with a bit of work even the middle grouping can be subset in a way that predicts relative success among the sub-groups.
As is also true with any model, you can tweak this to your heart’s content. The categories below are just the ones that I landed on because I wasn’t seeing much improvement with additional effort. Plus I wanted my life back. The model treats Small Backs and Big Backs separately, which I’ll explain/hypothesize about below. The data set includes all backs taken in the 1st four rounds from 1996 to 2007.
Note that I made no effort at all to adjust for years played, injuries, quality of team or quality of the other backs on the roster. Partly because using PPG eliminates the problem of the games missed due to being a rookie backup or injury, and partly because the model worked damn well without making any of those adjustments. Plus the reasons I mentioned above: I’m lazy with details. And have a life. And couldn’t get anyone with a database to help me.
Part II, Small Running Backs
#1a: These are the cream of the crop for small backs – not just within the required ranges, but squarely on the good side of the range: backs between 205 and 221 pounds, under 22.5 years old, drafted in first 76 picks; and other back drafted in the first ~half of the first round under 22.5 years old. These backs are fantasy gold, with a career average of 16.2 PPG (PPR). They include the following RBs:
Clinton Portis, Edgerrin James, Maurice Jones-Drew, Marshawn Lynch, Reggie Bush (#2 pick), Ahman Green, Laurence Maroney, Brandon Jackson, Kevin Jones, Thomas Jones, Jay Graham, LaDanian Tomlinson, Frank Gore, Adrian Peterson
I couldn’t find much on Jay Graham, but it’s clear he was injured a lot. And it suggests that Thomas Jones would have been an elite back if he hadn’t been in horrible situations for most of his career. Notice that this elite grouping accurately includes the surprising backs Frank Gore, Maurice Jones-Drew and Ahman Green. And it won’t surprise me at all if Brandon Jackson turns into a star in the next couple years.
#1b: As above, except backs between 22.5 and 23.02 years of age (basically the same players, but slightly older). This may be a fallacious differentiation that works only because Williams Green and J.J. Arrington are included in the group, and both of them landed in horrific situations for RBs. But subjectively the backs in group 1a do look stronger than those in 1b. I cheated a bit and bumped the ideal age range to 23.02 because it adds Alexander. Sue me. These backs have an average PPG (PPR) of 12.9 and include:
Tim Biakabutuka, J.J. Arrington, Warrick Dunn (#12 pick), Deuce McAllister, William Green, Travis Henry, Shaun Alexander, Caddy Williams (#5 pick), and Robert Edwards (#18 pick).
Now it gets a little trickier – we’re in the middle range of the model, between the ‘can’t miss’ and ‘can’t succeed’ players. This group can be meaningfully subset though, which I’ve tried to do below, but the 2s tend to be more hit or miss than the 1s or the 3s.
#2a: Backs who qualify on the ideal weight and age criteria, but were drafted a little later – those under 23.02 years old (again, I cheated by a few days to include Westbrook at 23.01), between 205 and 221 pounds, and picked between spots 77 and 109 (Ryan Moats to Marion Barber). These backs have an average PPG (PPR) of 10.4 and include:
Marion Barber, Chris Brown, Onterrio Smith, Reuben Droughns Domanick Williams, Darnell Autry, Ryan Moats, Karim Abdul-Jabbar.
Along with the 2nd and 3rd round guys in group 1a, these are the small backs that can be had for great value. Compare them to other backs taken from the middle 3rd to the middle 4th and their success rate is outstanding.
#2b: Next up are the players who qualified on draft position, pick 76 or earlier, but have a close miss on one of the other criteria – they’re either between 195 and 204 pounds with an ideal age; or are of an ideal weight (205-221), but are a bit too old – between 23.03 and 23.5 years old. The 12 backs in this group have an average PPG (PPR) of 9.1 and include:
Brian Calhoun, Maurice Morris, Byron Hanspard, Moe Williams, Tiki Barber, Ladell Betts, Michael Pittman, Julius Jones, Michael Bennett, Joseph Addai, DeAngelo Williams.
#2c: Finally, we have players who just miss on either weight or age – they’re between 195 and 204 or 23.03 and 23.5 years old - and were drafted a bit later, between picks 77 and 109. Those players have a career average of 6.1 PPG (PPR) and include:
Travis Minor, Amos Zeroeoue, Brian Westbrook, Doug Chapman, Rashaan Sheehee, Kevin Faulk, Jerious Norwood and Leon Johnson.
Unless Norwood turns out to be a stud here, Westbrook salvages the entire group and we should probably say that he's an anomaly. If so, the 2cs may as well be 3s and be avoided.
#3: Backs who were older than 23.5 when they started their career, weigh under 195 pounds or were drafted outside the top ~109. In a nutshell the only backs that can overcome a dramatic deficiency in terms of weight or age are those drafted in the first half of the 1st round: Cadillac Williams, Warrick Dunn and Robert Edwards. Otherwise, this group of players is the bust list, and has a career average PPG (PPR) of only 4.5. And it’s 20% of all RBs drafted in the first four rounds. If you did nothing but eliminate these players from your draft board you’d be way ahead in the game:
John Avery, Trung Candidate, Tatum Bell, Kenny Irons, Michael Cloud, Sedrick Shaw, Troy Davis, Travis Prentice, James Jackson, Lorenzo Booker, Vernand Morency, Winslow Oliver, Garrett Wolfe, Justin Fargas, Tavian Banks, Ricky Whittle, Antonio Pittman, Quentin Griffin, Ciatrick Fason, Lee Suggs, Leon Washington, Mewelde Moore, Travis Stephens, Chris Darkins, Olandis Gary, Alvin Pearman, Cedric Cobbs
You could subset this group of players into those that just barely missed the cutoff and those that were well beyond it if you wanted to. Those that are just outside do perform better. But why bother? Not one of the players in this list has a career PPG (PPR) of 10.0 or higher.
Part III, Big Running Backs
Big running backs, those over 221 pounds, are much simpler. Eliminate backs taken after pick ~105 or so, and also those over 240 pounds or over 23.0 years old, unless they’re chosen in the first round. Then sort simply sort by draft position.
#4a: The can’t miss version for big backs: between 222 and 240 pounds taken in the first round of the draft. With an average career PPG of 15.0 they’re every bit the fantasy gold of their smaller brethren. These backs include:
Eddie George, Fred Taylor, Ricky Williams, Jamal Lewis, Larry Johnson, Steven Jackson, Willis McGahee, Ronnie Brown, Chris Perry, Cedric Benson.
#4b: Backs under 23 years old at the start of their rookie season who weigh between 222 and 240 pounds and are taken in the 2nd, 3rd or early 4th rounds of the draft represent value – especially those taken in the 3rd and 4th rounds since there doesn’t appear to be much difference between those taken in the 2nd round and those taken later. These backs have an average PPG (PPR) of 9.3 and include:
DeShaun Foster, Corey Dillon, LaMont Jordan, Chris Henry, Duce Staley, Musa Smith, Kevan Barlow, Jerald Moore, Tony Hunt, Rudi Johnson, Stephen Davis, Sedrick Irvin, Lendale White, Heath Evans.
Note that I eliminated Lawrence Phillips and Maurice Clarette from the data set, but it wouldn’t make a material difference if they were included.
#4c: All other big backs – the bust list for big backs. I haven’t bothered calculating a PPG for these guys (lazy, see?), but it’s clear these are not guys you want on your team. Brandon Jacobs owners, beware! Notice that being drafted in the 1st round isn’t enough to save you if you’re a big back that fails to qualify otherwise. This list includes:
Ron Dayne, Eric Shelton, T.J. Duckett, George Layne, Correll Buckhalter, Curtis Enis, Chad Levitt, Jonathan Wells, Brandon Jacobs, Reggie Brown, Michael Bush, Joe Montgomery, Kantroy Barber, Michael Robinson, Brian Leonard, Sean Bennett, Anthony Thomas, Curtis Keaton, Skip Hicks, Richard Huntley, Frank Moreau, Dwayne Wright, Jermaine Fazande, James Johnson, Antwoin Smith, Artose Pinner
To summarize there are 128 RBs included in this data set, and the CAREER PPG (PPR) for backs in each group is as follows:
Group 1a: 16.2 PPG (14 backs, or 11%)
Group 4a: 15.0 PPG (10 backs, or 8%)
Group 1b: 12.9 PPG (9 backs, or 7%)
Group 2a: 10.4 PPG (8 backs, or 6%)
Group 4b: 09.3 PPG (14 backs, or 11%)
Group 2b: 09.1 PPG (13 backs, or 10%)
Group 2c: 06.1 PPG (7 backs, or 5%)
Group 3-: 04.5 PPG (27 backs, or 21%)
Group 4c: Low PPG (26 backs, or 20%)
If you did nothing but ignore the bottom two groups in my ratings system (Group 3 and Group 4c), you’d have eliminated more than 40% of all RBs drafted in the first four rounds, with virtually no chance you’d missed someone who was fantasy startable.
I’ll include my thoughts on why I believe these criteria measure talent (which is what I’ve come to believe), and also why they’re different for small and big backs in a subsequent post. Working with this has generated a bunch of ideas, and I’ll be sure to try and put them all down thread in time. I do believe this entire model is real-world explainable with a single big idea. And to the extent that fantasy starts are relevant to the NFL, I think there's something here for NFL talent evaluators as well.
Also, I’m happy to answer big-picture questions, but if you want to spend time arguing about where a back was placed, or why I should have included injuries, or any other thing that focuses on the trees and ignores the forest, I’m not interested. As I mentioned, I’m not much on details, and I’m sure there are some I’ve missed. But I’m very confident that this moves things forward for an objective evaluation of talent in RBs.
And stay tuned for my work on WRs. I’ll try to post it sometime in the next couple weeks. The model works as well as this one (and does a great job at predicting early 1st round busts), but hinges on completely different criteria.
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