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Rearview SOS - QBs
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Posted 7/27 by Chase Stuart, Exclusive to Footballguys.com
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Carson Palmer, Tom Brady and Drew Bledsoe. Along with Eli Manning, those quarterbacks
were the biggest steals at the position in 2005. Those three QBs have something
else in common: they had the best three scores in the system I'm about to describe.
(But don't believe me, go to the end of this article to see last year's scores.)
I hope that this article can once again reveal some great QB sleepers for those
fantasy players who like to wait until the middle rounds of their drafts before
picking a quarterback.
Here is how a rearview strength of schedule analysis works. Start with the
raw fantasy totals for each QB in 2005 and adjust them for two things: actual
games played and strength of schedule. Strength of schedule is a topic of controversy
among fantasy experts, but there's no disagreement that a rearview strength
of schedule analysis is particularly revealing. By normalizing each QB's statistics
based on their opposing schedule, and adjusting for the correct amount of games
played, we can arrive at which QBs were actually difference makers on the field
last year. Ideally, those quarterbacks are the best fantasy players, a trait
that we'd hope is relatively constant from year to year.
I wrote a similar article on this last
year, but thanks to Doug Drinen I've implemented a new and improved model
for 2006. Let's start with a basic chart. This displays fantasy point totals
for each QB along with how many adjusted games they played, and their average
fantasy points per adjusted game. (The normal Footballguys.com scoring system
is in play here: 1 point for 20 yards passing, 4 points per passing TD, -1 for
passing INTs, 1 point for 10 yards rushing and 6 points per rushing TD.)
A quarterback's adjusted games total was calculated by dividing each QB's pass
attempts in every individual game by his team's total pass attempts by quarterbacks
in that game. For example, in week 15 when Kurt Warner threw 10 passes and John
Navarre threw 24, Warner was credited with 0.29 adjusted games and Navarro with
0.71 games. Below is the full table for all QBs with at least six adjusted games
in 2005.
| Quarterback |
FPs
|
AdjG
|
FP/AdjG
|
| Marc Bulger |
164.8
|
6.8
|
24.1
|
| Donovan McNabb |
191.9
|
8.5
|
22.6
|
| Carson Palmer |
317.9
|
15.1
|
21.0
|
| Tom Brady |
310.4
|
14.9
|
20.8
|
| Kurt Warner |
173.4
|
8.4
|
20.5
|
| Peyton Manning |
293.8
|
14.3
|
20.5
|
| Josh McCown |
130.7
|
6.9
|
19.0
|
| Michael Vick |
261.9
|
13.9
|
18.9
|
| Matt Hasselbeck |
278.2
|
15.0
|
18.5
|
| Daunte Culpepper |
110.9
|
6.1
|
18.2
|
| Byron Leftwich |
179.8
|
10.0
|
18.0
|
| Drew Brees |
270.7
|
15.3
|
17.7
|
| Kerry Collins |
265.8
|
15.0
|
17.7
|
| Eli Manning |
281.1
|
16.0
|
17.2
|
| Steve McNair |
231.0
|
13.1
|
17.6
|
| Aaron Brooks |
219.2
|
12.6
|
17.4
|
| Drew Bledsoe |
273.9
|
16.0
|
17.2
|
| Ben Roethlisberger |
203.2
|
12.0
|
17.0
|
| Jake Delhomme |
260.2
|
15.5
|
16.8
|
| Jake Plummer |
260.4
|
15.6
|
16.7
|
| Trent Green |
266.9
|
16.0
|
16.7
|
| Mark Brunell |
245.6
|
14.9
|
16.5
|
| Mike McMahon |
99.7
|
6.1
|
16.4
|
| Brett Favre |
251.2
|
15.6
|
16.1
|
| Kyle Boller |
134.5
|
8.4
|
16.0
|
| Kelly Holcomb |
114.6
|
7.7
|
15.0
|
| Gus Frerotte |
214.9
|
14.6
|
14.8
|
| Brad Johnson |
143.5
|
9.9
|
14.5
|
| Trent Dilfer |
152.7
|
10.6
|
14.4
|
| Joey Harrington |
144.6
|
10.4
|
13.9
|
| David Carr |
206.2
|
15.3
|
13.5
|
| Anthony Wright |
100.9
|
7.5
|
13.4
|
| Chris Simms |
137.6
|
10.4
|
13.2
|
| J.P. Losman |
106.4
|
8.3
|
12.8
|
| Brooks Bollinger |
113.4
|
9.1
|
12.5
|
| Kyle Orton |
120.8
|
14.0
|
8.6
|
| Alex Smith |
47.0
|
7.4
|
6.4
|
That list doesn't differ too much from your standard FP/G chart, although a
QB like Bulger scores better when you divide his total FPs by 6.8 adjusted games
instead of eight games. Intuitively, you might want to penalize Bulger for being
injured last year and think he should be downgraded in your rankings because
of a perceived risk. But what we're trying to get at here is how good each player
actually was when he was on the field. To do that, adjusted games is the way
to go.
Now for the second part of the analysis - adjusting for strength of schedule.
Playing the Bears (11.6 FP/G allowed) last year was a lot harder than playing
the 49ers (21.8), so we have to adjust each QB's weekly score by the stinginess
of the opposing defense. What we want to do now is calculate the expected fantasy
points for each QB based on his strength of schedule. So if Joe Average played
2 games against a defense that allowed 20 FP/G to QBs, 1.4 games against defenses
that allowed 14 FP/G and 0.9 games against a defense that allowed 13 FP/G, we'd
expect Joe Average to have scored 71.3 FPs, or 16.6 FP/G. If he scored
19 FP/G, then he's pretty good; if he scored 13 FP/G, he's not very good. Below
is the list of the expected fantasy points each QB would have scored
if the league average QB played his schedule.
| Quarterback |
Exp FP/AdjG
|
| Marc Bulger |
17.6
|
| Peyton Manning |
17.4
|
| Josh McCown |
17.2
|
| Matt Hasselbeck |
17.2
|
| Kerry Collins |
17.1
|
| Kurt Warner |
17.0
|
| J.P. Losman |
16.9
|
| Eli Manning |
16.8
|
| Steve McNair |
16.8
|
| Trent Green |
16.8
|
| Drew Bledsoe |
16.7
|
| Mark Brunell |
16.7
|
| Donovan McNabb |
16.6
|
| Jake Plummer |
16.6
|
| Brooks Bollinger |
16.6
|
| Byron Leftwich |
16.5
|
| Drew Brees |
16.5
|
| David Carr |
16.5
|
| Ben Roethlisberger |
16.4
|
| Gus Frerotte |
16.4
|
| Alex Smith |
16.4
|
| Kelly Holcomb |
16.3
|
| Mike McMahon |
16.2
|
| Kyle Boller |
16.2
|
| Trent Dilfer |
16.1
|
| Tom Brady |
16.0
|
| Aaron Brooks |
15.8
|
| Chris Simms |
15.8
|
| Kyle Orton |
15.7
|
| Carson Palmer |
15.6
|
| Jake Delhomme |
15.6
|
| Michael Vick |
15.4
|
| Brett Favre |
15.1
|
| Anthony Wright |
15.1
|
| Daunte Culpepper |
14.9
|
| Joey Harrington |
14.9
|
| Brad Johnson |
14.8
|
A few interesting things come up already - seeing Marc Bulger at the top of
this list might help explain why he was at the top of the earlier list.
When you play an easy schedule, you should put up some good numbers.
So if Bulger plays a harder schedule and doesn't perform as well in 2006, that
shouldn't come as a surprise to any of you.
That table isn't enough by itself though - let's combine the two tables, and
rank the QBs by how much value they added. More than any other metric you'll
read about this summer, this shows exactly how good of a fantasy player each
QB was when he was on the field.
| Quarterback |
AdjG
|
FPs
|
FP/AdjG
|
Exp FPs
|
Exp FP/AdjG
|
Value Added
|
| Marc Bulger |
6.8
|
164.8
|
24.1
|
120.1
|
17.6
|
6.6
|
| Donovan McNabb |
8.5
|
191.9
|
22.6
|
140.9
|
16.6
|
6.0
|
| Carson Palmer |
15.1
|
317.9
|
21.0
|
235.5
|
15.6
|
5.4
|
| Tom Brady |
14.9
|
210.4
|
20.8
|
238.6
|
16.0
|
4.8
|
| Kurt Warner |
8.4
|
173.4
|
20.5
|
143.3
|
17.0
|
3.6
|
| Michael Vick |
13.9
|
261.9
|
18.9
|
213.5
|
15.4
|
3.5
|
| Daunte Culpepper |
6.1
|
110.9
|
18.2
|
90.9
|
14.9
|
3.3
|
| Peyton Manning |
14.3
|
293.8
|
20.5
|
249.9
|
17.4
|
3.1
|
| Josh McCown |
6.9
|
130.7
|
19.0
|
118.6
|
17.2
|
1.8
|
| Aaron Brooks |
12.6
|
219.2
|
17.4
|
199.3
|
15.8
|
1.6
|
| Byron Leftwich |
10.0
|
179.8
|
18.0
|
164.9
|
16.5
|
1.5
|
| Matt Hasselbeck |
15.0
|
278.2
|
18.5
|
258.2
|
17.2
|
1.3
|
| Drew Brees |
15.3
|
270.7
|
17.7
|
252.0
|
16.5
|
1.2
|
| Jake Delhomme |
15.5
|
260.2
|
16.8
|
242.6
|
15.6
|
1.1
|
| Brett Favre |
15.6
|
251.2
|
16.1
|
235.4
|
15.1
|
1.0
|
| Eli Manning |
16.0
|
281.1
|
17.6
|
268.4
|
16.8
|
0.8
|
| Steve McNair |
13.1
|
231.0
|
17.6
|
221.0
|
16.8
|
0.8
|
| Kerry Collins |
15.0
|
265.8
|
17.7
|
257.0
|
17.1
|
0.6
|
| Ben Roethlisberger |
12.0
|
203.2
|
17.0
|
196.5
|
16.4
|
0.6
|
| Drew Bledsoe |
16.0
|
273.9
|
17.2
|
266.2
|
16.7
|
0.5
|
| Mike McMahon |
6.1
|
99.7
|
16.4
|
98.1
|
16.2
|
0.3
|
| Jake Plummer |
15.6
|
260.4
|
16.7
|
258.8
|
16.6
|
0.1
|
| Trent Green |
16.0
|
266.9
|
16.7
|
269.5
|
16.8
|
-0.2
|
| Mark Brunell |
14.9
|
245.6
|
16.5
|
248.4
|
16.7
|
-0.2
|
| Kyle Boller |
8.4
|
134.5
|
16.0
|
136.4
|
16.2
|
-0.2
|
| Brad Johnson |
9.9
|
143.5
|
14.5
|
146.9
|
14.8
|
-0.3
|
| Joey Harrington |
10.4
|
144.6
|
13.9
|
155.2
|
14.9
|
-1.0
|
| Kelly Holcomb |
7.7
|
114.6
|
15.0
|
124.9
|
16.3
|
-1.4
|
| Gus Frerotte |
14.6
|
214.9
|
14.8
|
239.0
|
16.4
|
-1.7
|
| Trent Dilfer |
10.6
|
152.7
|
14.4
|
170.8
|
16.1
|
-1.7
|
| Anthony Wright |
7.5
|
100.9
|
13.4
|
113.4
|
15.1
|
-1.7
|
| Chris Simms |
10.4
|
137.6
|
13.2
|
163.9
|
15.8
|
-2.5
|
| David Carr |
15.3
|
206.2
|
13.5
|
252.6
|
16.5
|
-3.0
|
| J.P. Losman |
8.3
|
106.4
|
12.8
|
140.3
|
16.9
|
-4.1
|
| Brooks Bollinger |
9.1
|
113.4
|
12.5
|
150.7
|
16.6
|
-4.1
|
| Kyle Orton |
14.0
|
120.8
|
8.6
|
219.7
|
15.7
|
-7.1
|
| Alex Smith |
7.4
|
47.0
|
6.4
|
120.7
|
16.4
|
-10.0
|
I can pretty much guarantee you that this is the only chart you'll see that
shows that Brett Favre was a better fantasy player than Eli Manning last year.
But that's a good thing, and you can use it to your advantage. As we saw above,
Eli played one of the league's easiest schedules last year, while Favre played
one of the hardest. While Manning ranked 4th in total FPs and Favre ranked 13th,
we would expect that given their strength of schedules, if the QBs were perfectly
equal in ability.
What I always find interesting when I run this study is how few QBs really
are difference makers. Twenty-three of the thirty-seven QBs in this study scored
within 2 FP/G of what you'd expect based on their SOS. Only a few players every
year are truly difference makers; the rest of the top 15 is littered with guys
who had easy schedules. You can use this to your advantage by playing QBBC based
on weak schedules, and by avoiding those QBs with inflated values based on their
prior success.
The last chart you'll see is an important one. I ranked all the QBs by both
their actual fantasy points per adjusted game rank, and by their value added
rank. This should help to identify which QBs will be sleepers and busts based
on ADP, which I think largely mimics the previous season's fantasy points per
game ranking. The key to beating ADP is to find useful statistics that the average
player ignores, and I think the analysis described above is a great example
of that.
| Quarterback |
FP/AdjG Rk
|
Value Added Rk
|
Difference
|
| Brett Favre |
24
|
15
|
9
|
| Aaron Brooks |
16
|
10
|
6
|
| Jake Delhomme |
19
|
14
|
5
|
| Daunte Culpepper |
10
|
7
|
3
|
| Joey Harrington |
30
|
27
|
3
|
| Michael Vick |
8
|
6
|
2
|
| Mike McMahon |
23
|
21
|
2
|
| Brad Johnson |
28
|
26
|
2
|
| Anthony Wright |
32
|
30
|
2
|
| Chris Simms |
33
|
32
|
1
|
| Marc Bulger |
1
|
1
|
0
|
| Donovan McNabb |
2
|
2
|
0
|
| Carson Palmer |
3
|
3
|
0
|
| Tom Brady |
4
|
4
|
0
|
| Kurt Warner |
5
|
5
|
0
|
| Byron Leftwich |
11
|
11
|
0
|
| Kyle Boller |
25
|
25
|
0
|
| J.P. Losman |
34
|
34
|
0
|
| Brooks Bollinger |
35
|
35
|
0
|
| Kyle Orton |
36
|
36
|
0
|
| Alex Smith |
37
|
37
|
0
|
| Drew Brees |
12
|
13
|
-1
|
| Ben Roethlisberger |
18
|
19
|
-1
|
| Peyton Manning |
6
|
8
|
-2
|
| Josh McCown |
7
|
9
|
-2
|
| Eli Manning |
14
|
16
|
-2
|
| Steve McNair |
15
|
17
|
-2
|
| Jake Plummer |
20
|
22
|
-2
|
| Trent Green |
21
|
23
|
-2
|
| Mark Brunell |
22
|
24
|
-2
|
| Kelly Holcomb |
26
|
28
|
-2
|
| Gus Frerotte |
27
|
29
|
-2
|
| Trent Dilfer |
29
|
31
|
-2
|
| David Carr |
31
|
33
|
-2
|
| Matt Hasselbeck |
9
|
12
|
-3
|
| Drew Bledsoe |
17
|
20
|
-3
|
| Kerry Collins |
13
|
18
|
-5
|
Brett Favre, Aaron Brooks and Jake Delhomme are three guys that will be underrated
because they faced a tough schedule last year. Delhomme and Favre both started
16 games so they accumulated impressive fantasy totals, which will somewhat
mitigate their value. (Favre also led the league in passing attempts, so an
expected decrease in attempts will also hurt his fantasy value.) But a guy like
Brooks really jumps out here. In both standard scoring leagues and in fantasy
points per adjusted games, Brooks ranked as the 16th best fantasy QB. But he
had a pretty difficult schedule, and he ranked as the 10th best QB in terms
of actual value added over the league average. This means that if Brooks plays
exactly the same again this year, he should be about the 10th best fantasy QB.
But when you consider that he played most of last year without a home stadium,
Deuce McAllister or a healthy Joe Horn, and now he'll be playing with
LaMont Jordan and Randy Moss, the 2005 version of Aaron Brooks could very easily
be a top 5 fantasy QB in 2006.
Also interesting is how poorly Kerry Collins performed. Collins was second
in the NFL in pass attempts, which largely explains his ranking as the 9th best
QB. Yet he ranked just 13th in FP/AdjG, and he faced a very easy schedule. If
you face one of the easiest schedules in the league and throw a ton of attempts,
ranking 9th is far from impressive. I'm not sure if this is a positive or negative
for Aaron Brooks (who takes over Collins' role as QB in Oakland), but it sure
helps to understand why Kerry Collins won't be back there this season.
One guy to downgrade is Drew Bledsoe. He ranked 6th in standard scoring leagues,
based in large part on his ability to play 16 games. But based on FP/AdjG he
ranked just 17th, and his schedule was pretty easy too. In reality, he just
wasn't a very good fantasy QB last year, but he stayed healthy and didn't have
a hard schedule, so he produced good numbers. The addition of Terrell Owens
assures that Bledsoe's ADP will remain high, but buyer beware.
Perhaps the most interesting name on the list is Daunte Culpepper. Everyone
knows Culpepper had a horrendous year, ranking thirty-third among QBs
or
did he? He faced a brutal schedule for the 6.1 games he played, yet he managed
to actually do pretty well. Carson Palmer and Tom Brady also stand out because
not only did they rank 1st and 2nd in total fantasy points, but they did it
with difficult schedules. They added more value than any other QBs in the NFL
last season that played in at least ten adjusted games. And something surprising
to me was that Mike Vick added more total value than all QBs not named Palmer,
Brady or McNabb.
Now that we've talked about a few individuals and I've thrown a lot of data
at you, you might be wondering what's the best way to use this. Here's what
I think. We almost always start our fantasy projections and rankings based on
last year's results. I'd scratch that, and use the above chart - the one sorted
by value added - as the starting point for my projections. This way all the
QBs are on the same figurative playing field. You now know how much fantasy
value each QB added whenever they stepped on the field, adjusted by strength
of schedule. Sure Jake Plummer and Mark Brunell rank pretty low on this list,
because it's based strictly off 2005 results. That's why it's only a starting
point: if you think Javon Walker or Antwaan Randle El and Brandon Lloyd are
going to have big seasons, by all means upgrade their QBs. If you think Carson
Palmer or Tom Brady will have a hard schedule in 2006, then you downgrade
them. But if you look at last year's results (which of course factors in their
hard schedules last year) and downgrade them against based on what you perceive
to be a difficult schedule, you're penalizing them one too many times.
One last thing to help validate the usefulness of this rearview strength of
schedule analysis. We would imagine from that from year to year, a QB's value
added point total should stay more consistent than a QB's actual fantasy point
per game total. And it does. Of the 26 QBs that threw enough passes in both
seasons, the correlation coefficient of the quarterback's FP/AdjG in 2004 and
2005 was 0.40; the correlation coefficient of each QB's value added points per
game was 0.59. For those not mathematically inclined, this simply means that
a QB's production can be better explained by the value added metric than straight
fantasy points per adjusted game. At least in my mind, this goes a long way
towards validating this system.
Drew Brees is a great example of this. In 2004 he averaged 19.6 FP/AdjG and
in 2005 he averaged 17.7 FP/AdjG. You might think this is because he had a career
year in 2004 and he just wasn't as good last year. But based on his schedule,
he was expected to average 18.1 FP/G in 2004, and just 16.5 FP/G last year.
Passing numbers league-wide were much higher in 2004. Brees was a little better
than the average QB both years, but his comparatively easy schedule in 2004
inflated how good he really was.
One last note. This study doesn't factor in how many pass attempts each QB
had. So Donovan McNabb ranks a lot higher than Ben Roethlisberger, in part because
he averaged 20 more pass attempts per game. This isn't the article for a detailed
study of how consistent team or individual QB pass attempts are from year to
year, but in general I'd expect both guys to move closer towards the league
average in 2006.
2004 End of Year Adjusted
Fantasy Totals
| Quarterback |
FP/AdjG Rk
|
Value Added Rk
|
Difference
|
| Tom Brady |
15
|
8
|
7
|
| Carson Palmer |
18
|
12
|
6
|
| Drew Bledsoe |
31
|
25
|
6
|
| Jeff Garcia |
22
|
17
|
5
|
| Ben Roethlisberger |
25
|
20
|
5
|
| A.J. Feeley |
28
|
23
|
5
|
| Michael Vick |
11
|
9
|
2
|
| Marc Bulger |
5
|
4
|
1
|
| Matt Hasselbeck |
14
|
13
|
1
|
| Chad Pennington |
20
|
19
|
1
|
| Vinny Testaverde |
23
|
22
|
1
|
| Ken Dorsey |
34
|
33
|
1
|
| Eli Manning |
35
|
34
|
1
|
| Peyton Manning |
1
|
1
|
0
|
| Daunte Culpepper |
2
|
2
|
0
|
| Donovan McNabb |
3
|
3
|
0
|
| Brett Favre |
6
|
6
|
0
|
| Trent Green |
7
|
7
|
0
|
| Jake Delhomme |
10
|
10
|
0
|
| Josh McCown |
29
|
29
|
0
|
| Kyle Boller |
32
|
32
|
0
|
| Billy Volek |
4
|
5
|
-1
|
| Tim Rattay |
17
|
18
|
-1
|
| Kurt Warner |
27
|
28
|
-1
|
| Patrick Ramsey |
30
|
31
|
-1
|
| Drew Brees |
9
|
11
|
-2
|
| Aaron Brooks |
13
|
15
|
-2
|
| Mark Brunell |
33
|
35
|
-2
|
| Steve McNair |
24
|
27
|
-3
|
| Brian Griese |
12
|
16
|
-4
|
| Joey Harrington |
26
|
30
|
-4
|
| Kerry Collins |
16
|
21
|
-5
|
| Byron Leftwich |
19
|
24
|
-5
|
| David Carr |
21
|
26
|
-5
|
| Jake Plummer |
8
|
14
|
-6
|
|