Thursday, January 29, 2009

NFL Wrapup: APR Pick Reliability

2008 Navigation Links

Read this for a description of APR

Over the course of the regular season, APR picked 240 NFL games week 2 to week 17. I am counting the Bengals @ Eagles tie game as a push in the following tallies.

Visitor vs Home:

Visitor
Won
Home
Won
Total
Picked Right6990159
Picked Wrong344680
Total103136239

APR picked the home team to win 124 times (90 right + 34 wrong). Since 136 home teams won, that's pretty good evidence that some kind of factor should be added to favor home teams in generating picks.

Picks by Matchup Ratio

The matchup ratio (ρ) for each game is the quotient of the corresponding power indexes for each team (larger divided by the smaller). It is intended to be an indication of "pick confidence": ρ values near 1.0 involve teams judged to be very close in power, while large values indicate more of a mismatch.

Range Picked
Right
#
Games
%PV+HWPV+VW
ρ<1.015955.6%23
1.01<=ρ<1.05264163.4%98
1.05<=ρ<1.10294663.0%1115
1.10<=ρ<1.15214151.2%910
1.15<=ρ<1.20243275.0%510
1.20<=ρ<1.30212875.0%58
1.30<=ρ<1.50242982.8%311
1.50<=ρ 91369.2%24

  • "PV+HW" stands for "Picked Visitor and Home Won", and indicates the number of games in each range where APR incorrectly picked the visitor to win (and could be picked up by giving home teams more power).

  • "PV+VW" stands for "Picked Visitor and Visitor Won", and indicates the number of games in each range where APR correctly picked the visitor to win (and could be lost by giving home teams more power).

  • This indicates that simply giving home teams more power would cost more correctly picked games (where the visiting team wins) than it would gain.

  • The drop off of accuracy for ρ >= 1.50 is due to the fact that very large values of ρ are only seen at the very beginning of the season, when APR only has a few games to produce power indexes.

NFL Wrapup: APR Strength of Schedule

2008 Navigation Links

Read this for a description of APR.

How This Was Computed

  1. The unweighted version of APR (i.e., all games have the same weight) is computed for all regular season games.

  2. The 16-game schedules are collated for each team.

  3. For each schedule, every team on the schedule is mapped to its power index computed in step 1. This yields a list of 16 power index values for each team (divisional opponents are counted twice; no adjustment is made for home vs away games).

  4. The list of power index values is then averaged, yeilding a "Strength of Schedule" power index for each team.

As usual, a higher power index value indicates a more difficult schedule.

The Schedule Power Table

Ordered from weakest schedule (top) to strongest schedule (bottom).

Schedule
Power
TeamPlayoffs?
1.239Buffalo Bills
1.244San Francisco 49ers
1.249New York Jets
1.251Miami DolphinsAFC #3
1.252New England Patriots
1.262Arizona CardinalsNFC #4
1.267Seattle Seahawks
1.268Denver Broncos
1.278Atlanta FalconsNFC #5
1.281San Diego ChargersAFC #4
1.283New Orleans Saints
1.283Tampa Bay Buccaneers
1.283Tennessee TitansAFC #1
1.284St. Louis Rams
1.290Carolina PanthersNFC #2
1.293Washington Redskins
1.293Chicago Bears
1.294New York GiantsAFC #1
1.295Philadelphia EaglesNFC #6
1.296Green Bay Packers
1.297Oakland Raiders
1.299Kansas City Chiefs
1.302Dallas Cowboys
1.303Minnesota VikingsNFC #3
1.311Baltimore RavensAFC #6
1.314Indianapolis ColtsAFC #5
1.315Houston Texans
1.321Jacksonville Jaguars
1.328Detroit Lions
1.328Pittsburgh SteelersAFC #2
1.344Cincinnati Bengals
1.346Cleveland Browns

Comments:

  • The range of values is actually pretty compact; relatively small differences in schedules can make a big difference in where a team ends up (c.f. the Titans compared to the rest of the AFC South).

  • Every AFC East team is in the weakest 8, and all are weaker the Arizona Cardinals and the San Diego Chargers.

  • Every NFC West team except the St. Louis Rams is also in the weakest 8.

  • Every AFC North team is in the strongest 8.

  • Every AFC South team except the Tennessee Titans is also in the stronget 8.

  • There's no obvious correlation between schedule power and playoff appearance—the playoff teams seem to be scattered pretty evenly; and both the #1 seeds and the NFC #2 seed are pretty near the middle of the pack.

  • The Browns and Bengals placement make it hard for the Lions to argue that they went winless because of injuries, a tough schedule, and a bad team (though to be fair, the Browns got their four wins before Derek Anderson and Brady Quinn were both on IR).

Monday, January 26, 2009

NFL Wrapup: APR Picks by Team

2008 Navigation Links

Read this for a description of APR.

APR's pick standings by team for the 2008 season. Because there are no power indexes until after the first week of play, only 15 weeks of play were picked.

RecordTeam(s)Comments
15-0-0 Lions Unsurprisingly, APR works best on bad teams that lose a lot, and good teams that win a lot.
14-1-0 Seahawks ibid
12-2-1 Eagles 12 correctly-picked games is a strong argument that the Eagles deserved their high rank after all (so is making it to the NFC Championship game).
12-3-0 Chiefs, Patriots, Cardinals, Rams Excellent results, considering the Patriots went from #24 (week 6) to #6 (week 17), and the Cardinals went from #5 (week 5) to #24 (week 16).
11-4 Cowboys, Chargers, 49ers, Titans The Chargers are another team that seemed to be over-rated based on their record, but 11 correct picks speaks otherwise.
10-4-1 Bengals They are who APR thought they were.
10-5-0 Ravens, Bears, Jaguars, Steelers 16 teams were picked 10-5 (66.7%) or better, which is pretty good...
9-6-0 Vikings, Browns, Texans, Panthers, Raiders, Saints, Bills, Giants, Colts, Dolphins ...but that means 16 teams were picked 9-6 (60%) or worse, which is not so good.
8-7-0 Packers, Jets, Falcons, Redskins The Packers (#5 to #18), Jets (#4 to #19), and Redskins (#1 to #22) all had late season collapses, and APR did not adjust quickly enough.
7-8-0 Buccaneers The Bucs did not travel well. Through week 15, they were 6-0 at home, but just 3-5 on the road. And then, for good measure, they dropped their last two home games.
6-9-0 Broncos The Broncos win APR's "Upset King of 2008" award. They were 5-4 against teams 8-8 or better, but just 3-4 against teams with losing records, including an inexcusable loss to the 2-14 Chiefs. How do you pick a team like that?

Comments:

  • APR uses a simple exponential decay rate to discount older games. I suspect that this gives early games too much weight and late games too little. A more S-shaped curve will probably yield better results.

  • Under the current configuration, APR's worst per-team record is for the 1987 Seahawks and 1994 Bills (both 2-13).

Friday, January 23, 2009

NFL: Super Bowl Picks

2008 Navigation Links

Read this for a description of APR.
Read this for a description of SRS.

Picks for the Super Bowl

Based on the Championship rankings. Line value is taken from yahoo.com, and is for comparison purposes only.

GameAPRSRSLine
Pittsburgh Steelers @
Arizona Cardinals
Steelers
ρ=1.1191
Steelers
δ=9.48
Steelers
-7

Comments:

  • FWDP ranks the AFC North well above the NFC West, also indicating a Steelers victory. FWDP was a lot more interesting last year when it indicated a win for the (otherwise big underdog) Giants.

  • The Steelers and Cardinals played last year in week 4. That game resulted in the Steelers' first loss of the season.

  • Kurt Warner has 770 yards passing so far in the postseason. 419 of those yards are on passes to Larry Fitzgerald.

  • That's better than 12 times the yards of any other Cardinal receiver except Anquan Boldin (106 yards) and Steve Breaston (77 yards).

  • The Steelers need to take advantage if and when the Cardinals turn the ball over. Turnovers were the difference in the Cardinals' regular season losses to the Redskins, Jets, and Panthers. The immediate corollary is the Steelers need to pressure Kurt Warner all game.

  • The Cardinals have another big weakness: their offense seems to get really conservative when they have much of a lead. In the Divisional-round playoff game against the Panthers, it didn't matter, because Jake Delhomme kept throwing interceptions. But in the Conference Championship Game, the Cardinals let a 18-point lead slip away. Even in the 4th quarter when they were driving for the go-ahead score, they seemed to be content to play for a field goal (which would have given them a very marginal 2-point lead with nearly 3 minutes left for the Eagles to answer).

    With first and goal from the 9, the Cardinals ran on first and second down, gaining just one yard. On 3rd and goal from the 8, the Cardinals settled for what appeared to be another give-up play: a screen pass to running back Tim Hightower. Hightower actually caught the ball outside the 12 yard line. An Eagle defender put a solid hit on Hightower at the 2 yard line, and that should have been the end of the play. But somehow no one wrapped up on Hightower, and he was able to spin away and into the end zone. It was almost an afterthought that the Eagles then also gave up a two-point conversion, which meant a 7-point touchdown would force overtime, instead of clinching a win.

Wednesday, January 21, 2009

NFL: Playoff Seeds of Super Bowl Teams

The playoff seeding system was started in 1975. Since then, every Super Bowl has featured at least one #1- or #2-seeded team.

In the following table, #1 and #2 seeded teams are bolded. Years marked with a '*' are ones with no #1 seeded team. As usual, the year refers to when the regular season started; the actual Super Bowls are played the following calendar year.

YearWinnerLoser
1975Steelers #1Cowboys #4
1976Raiders #1Vikings #1
1977Cowboys #1Broncos #1
1978Steelers #1Cowboys #2
1979Steelers #2Rams #3*
1980Raiders #4Eagles #2*
198149ers #1Bengals #1
1982Redskins #1Dolphins #2
1983Raiders #1Redskins #1
198449ers #1Dolphins #1
1985Bears #1Patriots #5
1986Giants #1Broncos #2
1987Redskins #3Broncos #1
198849ers #2Bengals #1
198949ers #1Broncos #1
1990Giants #2Bills #1
1991Redskins #1Bills #1
1992Cowboys #2Bills #4*
1993Cowboys #1Bills #1
199449ers #1Chargers #2
1995Cowboys #1Steelers #2
1996Packers #1Patriots #2
1997Broncos #4Packers #2*
1998Broncos #1Falcons #2
1999Rams #1Titans #4
2000Ravens #4Giants #1
2001Patriots #2Rams #1
2002Buccaneers #2Raiders #1
2003Patriots #1Panthers #3
2004Patriots #2Eagles #1
2005Steelers #6Seahawks #1
2006Colts #3Bears #1
2007Giants #5Patriots #1
2008Steelers #2 Cardinals #4*

Comments:

  • There's certainly evidence in this list that high playoff seeds aren't as valuable as they used to be:

  • There were 8 #1-vs-#1 matchups 1975 to 1993 (19 seasons).

  • There were 0 #1-vs-#1 matchups 1994 to 2008 (15 seasons).

  • Counting this year, we are on a stretch of 5 Super Bowls not won by a #1 seed. The longest such strech before 2000 was just two years (1979-1980, and 1987-1988).

Monday, January 19, 2009

NFL Championship Round Power Rankings

2008 Navigation Links
Read this for a description of APR

RankTeamW-LPower
Index
This week
1 (↑2)Pittsburgh
Steelers
14-41.5330
(LW × 1.015)
won by 9
vs Ravens
2 (↓1)Baltimore
Ravens
13-61.5317
(LW × 0.975)
lost by 9
at Steelers
3 (↓1)Philadelphia
Eagles
11-7-11.4659
(LW × 0.971)
lost by 7
at Cardinals
4 (-)Indianapolis
Colts
12-51.4346
(LW × 0.998)
Bye
5 (↑1)New England
Patriots
11-51.4307
(LW × 1.005)
Bye
6 (↓1)New York
Giants
12-51.4236
(LW × 0.993)
Bye
7 (-)Tennessee
Titans
13-41.4134
(LW × 0.996)
Bye
8 (-)San Diego
Chargers
9-91.3759
(LW × 1.002)
Bye
9 (↑3)Arizona
Cardinals
12-71.3699
(LW × 1.032)
won by 7
vs Eagles
10 (↓1)Atlanta
Falcons
11-61.3592
(LW × 1.003)
Bye
11 (↓1)Minnesota
Vikings
10-71.3427
(LW × 0.999)
Bye
12 (↓1)Carolina
Panthers
12-51.3336
(LW × 1.003)
Bye
13 (↑1)Miami
Dolphins
11-61.3032
(LW × 0.998)
Bye
14 (↓1)Dallas
Cowboys
9-71.3002
(LW × 0.994)
Bye
15 (-)Houston
Texans
8-81.2956
(LW × 0.996)
Bye
16 (-)New Orleans
Saints
8-81.2864
(LW × 1.000)
Bye
17 (-)Chicago
Bears
9-71.2534
(LW × 0.997)
Bye
18 (↑1)New York
Jets
9-71.2407
(LW × 1.001)
Bye
19 (↓1)Washington
Redskins
8-81.2350
(LW × 0.992)
Bye
20 (↑1)San Francisco
49ers
7-91.2310
(LW × 1.000)
Bye
21 (↓1)Green Bay
Packers
6-101.2287
(LW × 0.998)
Bye
22 (-)Tampa Bay
Buccaneers
9-71.2241
(LW × 1.000)
Bye
23 (-)Cincinnati
Bengals
4-11-11.2072
(LW × 0.994)
Bye
24 (↑1)Buffalo
Bills
7-91.1920
(LW × 1.001)
Bye
25 (↓1)Oakland
Raiders
5-111.1909
(LW × 0.999)
Bye
26 (-)Seattle
Seahawks
4-121.1729
(LW × 1.004)
Bye
27 (-)Jacksonville
Jaguars
5-111.1586
(LW × 0.995)
Bye
28 (-)Denver
Broncos
8-81.1510
(LW × 1.000)
Bye
29 (-)Cleveland
Browns
4-121.1298
(LW × 0.995)
Bye
30 (-)Kansas City
Chiefs
2-141.0764
(LW × 0.999)
Bye
31 (-)St. Louis
Rams
2-141.0580
(LW × 1.003)
Bye
32 (-)Detroit
Lions
0-160.9995
(LW × 0.998)
Bye

Comments:

  • The Steelers regain the top spot (they lost the #1 spot in week 16 after losing to the Titans).

  • The Cardinals climb to the #9 spot (the highest they've been since week 9, just before their close win over the 49ers), and 15 spots higher than they were after their week 16 loss to the Patriots.

  • There can't be much question that the Cardinals were holding back the second half of the season. But... why not? After they lost to the Giants, a bye was pretty well out of reach. One thing they could do is perpetuate the "same old Cardinals" stereotype. I think every single team they played underestimated them. And even now, Mike Tomlin and the Steelers have to be thinking "just how good are these guys, anyway?" Which is just about how the Cardinals want it, I would imagine.

Sunday, January 18, 2009

NFL Championship Game Pick Results

2008 Navigation Links

Read this for a description of APR.
Read this for a description of SRS.
Line picks counted correct when the favored team wins; they do not have to beat the spread to count as a win.

Pick results for the Championship Games.

Eagles (APR, SRS, Line) @ Cardinals
In the first half, the Cardinals just dominated. On offense, they scored at will. On defense, they limited the Eagles to three field goal tries. The second half was a different story. The Cardinals play calling seemed to go conservative on both sides of the ball, while the Eagles started to play with urgency, scoring 3 touchdowns in 3 drives. But once the Eagles regained the lead, it was their turn to be conservative: the Cardinals put together a 14 play touchdown drive that regained the lead, and left the Eagles with just 62 seconds on the game clock to respond, and they could not.

Ravens (APR, SRS) @ Steelers (Line)
The Ravens demonstrated this season that a good defense can cover a multitude of offensive shortcomings, including the inexperience of a rookie quarterback. Holding the Steelers to just 16 points on offense wasn't quite enough; when Joe Flacco started pressing his throws, the interceptions started coming, including a game-sealing pick-6 to Troy Polamalu.

Standings:

This weekOverall
APR:0-24-6
SRS:0-24-6
Line:1-14-6
Unanimous:0-13-5

New power rankings, and the Super Bowl pick to come.