Sunday, November 11, 2007

Win Probabilities and Expected Wins 2007 - Week 10

Tables updated for all games and teams.

The following table lists the probabilities that the home team would win each game given the rushing averages, passing averages (includes sack yards lost and sacks as pass attempts), sack rates, third down conversion rates, penalty yards, and interception and fumble rates (by number of completions and rushing plays) for both teams. A logistic regression model trained on 1996-2006 data computes the probabilities. The final score margin is Home team points - Away team points. The sum of these probabilities of victory form the expected win totals in the second table after the jump. The tables will be updated as more box scores come in.


















Home TeamAway TeamP(Home Team Won) (%)Final Score Margin
CARATL7.3776-7
MIABUF92.4880-3
BALCIN3.7658-14
NYGDAL18.7485-11
KCDEN25.1351-16
GBMIN99.571934
TENJAX14.3756-15
WASPHI6.2245-8
PITCLE97.62743
NOSTL10.4471-8
ARIDET97.835810
OAKCHI0.3758-11
SDIND3.86192
SEASF96.755424


Teams that should've won but didn't
Miami Dolphins (vs. Bills), Win Prob = 92.4880% Buffalo fumbled twice without losing the ball. They threw an interception (but they were 1.8 yards more efficient in passing). Buffalo converted 20% of third downs, Miami 47%. Miami outrushed them 1.3 yards per rush and gave up one fewer sack. The sack they gave up, though, was a safety. Special teams also made a large difference in this game. This is the fifth game Miami has lost by a field goal.
Indianapolis Colts (@ Chargers), Win Prob = 96.1381% Manning threw 6 INTs. The Colts lost their first and second string LTs, their RT, their #1 and #3 WRs, their best TE, their best DE, and they were a 29 yard field goal away from winning. Yet Indy managed 2 yards more per pass, a better sack rate, a much better 3rd down conversion rate, and fewer penalty yards. Plus, San Diego had 2 INTs and 2 fumbles of their own. This number really took me by surprise. I wasn't surprised the Colts "should have" won, but a 96% win probability? Damn.



















































TeamActual WinsExpected WinsProjected Win Total
AFC East
BUF5.03.90036.9338
MIA0.03.42846.0950
NE9.07.866413.9848
NYJ1.02.33784.1562
AFC North
BAL4.03.61186.4210
CIN3.03.66796.5207
CLE5.03.93226.9905
PIT7.07.380213.1204
AFC South
HOU4.03.85186.8477
IND7.08.047714.3070
JAX6.05.52599.8238
TEN6.04.80028.5337
AFC West
DEN4.03.54856.3084
KC4.04.46097.9304
OAK2.02.31874.1222
SD5.04.24627.5488
NFC East
DAL8.07.406113.1665
NYG6.04.60668.1895
PHI4.05.36299.5341
WAS5.03.81506.7822
NFC North
CHI4.02.43184.3231
DET6.05.39849.5972
GB8.06.248311.1081
MIN3.03.60556.4099
NFC South
ATL3.04.99638.8824
CAR4.03.58166.3672
NO4.03.79586.7481
TB5.05.920810.5259
NFC West
ARI4.03.57766.3601
STL1.03.05715.4349
SF2.01.17202.0835
SEA5.06.099110.8428

5 comments:

MarkO said...

Derek, I have enjoyed reading your blog and about the work youre doing . In reveieing each weeks data, I am having trouble finding the two prediction tables for Week 8, both the adjusted and non-adjusted tables. Am I just not looking hard enough??!! Thanks.

--Mark, a fan.

MarkO said...

Derek, I truly need to learn more about linear regression and such. Your new table for week 10 notes the win probability for MIA was 96.488%, but the previous tables that predicted margin of win had their probability as only 64+%. Why am I confused???

Derek said...

marko, I'll check the week 8 tables later today. I believe I deleted the posts because of errors in the calculations that I didn't bother correcting.

The 64% probability was the predictive probability that the Dolphins would win the game given their stats in the season up to that point. The 96% probability is the retrodictive probability that the Dolphins had won the game given the actual box score.

In other words, there was a 64% chance that the Dolphins were going to outplay the Bills on Sunday. They did that to the point, where 9.6 times out of 10, they win that game.

MarkO said...

Thanks Derek. Then I wasnt too far off base in interpreting your information. Im sure to be back with more questions!

Derek said...

Reposted the predictions here.

I remember deleting one week's predictions post because of some error in the calculations. These are the correct ones.