If the U.S. Senate Elections were held on 07-Nov-2006...
Expected breakdown: 49.6 Republican, 50.4 Democrat or Independent
Chance of Democratic Takeover: 53.4 percent
Notes for 11/17/06
Now that the dust has settled, I thought it would
be a good time to see how well this method did. For a baseline, I used RealClearPolitics,
which averaged together the most recent poll results for the 13 closest
Senate races. Both methods called every race correctly, which is a
testament to the quality of the polling data, on aggregate. The Kalman
filter's prection of the final margin of victory was closer to the
actual result in eight races, further in four races, and identical to
the RCP prediction in one race. The mean error was 2.55 for the Kalman
Filter and 2.9 for the RCP averages.
Some readers pointed out that undecided voters are thought to vote for a
challenger more frequently than for an incumbent -- the rule of thumb is a
ratio of two to one. That may be the case historically, but not in this
election; assigning undecideds in this way increased the error for both
methods. My standard approach, which assigns the undecideds 50/50 to each
candidate, outperformed this variation in ten of the thirteen races.
The mean error of the Kalman Filter with this variation increased to 3.62;
for the RCP, it increased to 3.56.
You can find detailed results and check my math in this spreadsheet. (.csv)
Finally -- there's always more to do. All these results are based on the
polls that were available on election day. It would be interesting to see
how the methods compare when using the polls a week before the election, and
a month before. Since polling data is sparser then, I'd like to think the
Kalman filter would have an even greater advantage -- but that remains to be
seen. I'd also like to see how accurate my estimates of polling house bias
were, and whether including this bias in the model actually improved
its performance.
Notes for 11/7/06
A few readers have noticed that the chance of a Democratic takeover is
much higher today than over the past few days. A few polls came out very
recently that showed big leads for Democratic candidates in Virginia,
Missouri, and Montana, which other polls show as tied. For example, in the
last ten polls in Virginia, neither candidate had more than a three point
edge; but then SurveyUSA releases a poll showing an 8-point lead for the Jim
Webb, the Democrat. The situation in Missouri is a little less confusing,
since both Gallup and SurveyUSA now show subtantial leads for the Democrat,
although a Rasmussen poll released the same day shows a tied race. It's
surprising to me that polling numbers would diverge so significantly on the
last day when they had been fairly consistent for the previous two weeks. At
any rate, although I have a lot of faith in the method of combining polls
that I'm presenting here, keep in mind that the rule of "garbage in, garbage
out" still applies.
The good news is that we won't have to wait
long to find out which pollster was right.
Brief explanation
In these graphs, the dark line represents the estimated true level of support for each candidate, with red indicating the republican candidate, blue for the democrat, and green for the independent. The circles represent individual poll results, and the shaded areas represent confidence intervals. These estimates are computed using the Kalman Filter, a statistical technique that combines all previous observations, weighting recent observations more heavily. The chance of winning each seat is based on the estimated difference in support, and the confidence intervals around that estimate; again, this assumes that the election is being held today; future events will shape the actual election results, and predicting the future is not within the capabilities of this method.
More details can be found here.
Summary
- Arizona. R = 49.7, D = 41.3
- California. R = 30.5, D = 58.4
- Connecticut. R = 7.6, I = 48.4, D = 39.8
- Florida. R = 33.6, D = 59.3
- Maryland. R = 44.2, D = 49.6
- Michigan. R = 39.1, D = 52.3
- Minnesota. R = 37.9, D = 54.6
- Missouri. R = 46.1, D = 48.7
- Montana. R = 43.8, D = 48.4
- Nevada. R = 53.9, D = 40.5
- New Jersey. R = 41.7, D = 48.7
- New Mexico. R = 34.4, D = 57.4
- New York. R = 30.4, D = 63.6
- Ohio. R = 41.9, D = 53.5
- Pennsylvania. R = 40.2, D = 53.0
- Rhode Island. R = 43.7, D = 46.9
- Tennessee. R = 50.4, D = 44.4
- Texas. R = 61.0, D = 31.5
- Virginia. R = 46.4, D = 48.6
- Washington. R = 41.1, D = 53.5
- Wisconsin. R = 26.3, D = 64.0
Arizona |
| 99.0 percent chance that the Republican is winning
|
|
Republican: 49.7 +- 3.4Democrat: 41.3 +- 3.4 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 51.3 | 38.6 | | 53.0 | 40.0 | | 1.7 | 1.4 | | 11/01 | SurveyUSA |
| 49.2 | 41.1 | | 49.0 | 41.0 | | -0.2 | -0.1 | | 11/01 | Mason |
| 49.9 | 44.5 | | 50.0 | 46.0 | | 0.1 | 1.5 | | 10/31 | Polimetrix |
| 46.9 | 41.0 | | 46.0 | 41.0 | | -0.9 | 0.0 | | 10/27 | Zimmerman |
| 50.4 | 39.6 | | 52.0 | 44.0 | | 1.6 | 4.4 | | 10/25 | Zogby |
| 48.5 | 42.6 | | 47.0 | 41.0 | | -1.5 | -1.6 | | 10/20 | Arizona State U. |
| 48.4 | 42.4 | | 51.0 | 42.0 | | 2.6 | -0.4 | | 10/15 | Rasmussen |
| 46.3 | 41.6 | | 48.0 | 43.0 | | 1.7 | 1.4 | | 10/15 | SurveyUSA |
| 48.7 | 35.1 | | 49.0 | 33.0 | | 0.3 | -2.1 | | 10/13 | Northern Arizona U. |
| 48.4 | 39.6 | | 50.0 | 44.0 | | 1.6 | 4.4 | | 10/13 | Zogby |
| Corrected | | Raw | | Bias | | | |
|
California |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 30.5 +- 3.5Democrat: 58.4 +- 3.5 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 30.4 | 58.9 | | 31.0 | 60.0 | | 0.6 | 1.1 | | 11/03 | SurveyUSA |
| 28.2 | 60.2 | | 29.0 | 61.0 | | 0.8 | 0.8 | | 10/31 | Polimetrix |
| 32.7 | 53.5 | | 33.0 | 55.0 | | 0.3 | 1.5 | | 10/26 | Field Poll |
| 32.4 | 57.9 | | 33.0 | 59.0 | | 0.6 | 1.1 | | 10/24 | SurveyUSA |
| 38.2 | 56.2 | | 39.0 | 57.0 | | 0.8 | 0.8 | | 10/23 | Polimetrix |
| 25.7 | 53.2 | | 23.0 | 53.0 | | -2.7 | -0.2 | | 09/26 | Mason |
| 35.1 | 53.0 | | 36.0 | 54.0 | | 0.9 | 1.0 | | 09/25 | LA Times |
| 34.4 | 53.9 | | 35.0 | 55.0 | | 0.6 | 1.1 | | 09/25 | SurveyUSA |
| 28.7 | 55.5 | | 29.0 | 57.0 | | 0.3 | 1.5 | | 09/19 | Field Poll |
| 36.6 | 50.4 | | 38.0 | 49.0 | | 1.4 | -1.4 | | 09/13 | Datamar |
| Corrected | | Raw | | Bias | | | |
|
Connecticut |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 7.6 +- 2.9Independent: 48.4 +- 2.9Democrat: 39.8 +- 2.9 |
 |
Last 10 polls
| R | I | D | | R | I | D | | R | I | D | | Date | Pollster | | 8.4 | 47.7 | 38.9 | | 9.0 | 49.0 | 38.0 | | 0.6 | 1.3 | -0.9 | | 11/03 | SurveyUSA |
| 7.9 | 48.4 | 39.7 | | 8.0 | 50.0 | 38.0 | | 0.1 | 1.6 | -1.7 | | 11/02 | Quinnipiac U. |
| 5.8 | 48.2 | 42.7 | | 5.0 | 48.0 | 44.0 | | -0.8 | -0.2 | 1.3 | | 10/31 | Polimetrix |
| 7.2 | 50.3 | 39.2 | | 7.0 | 51.0 | 39.0 | | -0.2 | 0.7 | -0.2 | | 10/31 | Research 2000 |
| 8.0 | 49.1 | 39.1 | | 9.0 | 48.0 | 40.0 | | 1.0 | -1.1 | 0.9 | | 10/28 | Rasmussen |
| 7.9 | 47.4 | 38.7 | | 8.0 | 49.0 | 37.0 | | 0.1 | 1.6 | -1.7 | | 10/27 | Quinnipiac U. |
| 8.8 | 49.1 | 36.9 | | 8.0 | 49.0 | 37.0 | | -0.8 | -0.1 | 0.1 | | 10/27 | Zogby |
| 8.0 | 49.1 | 39.1 | | 9.0 | 48.0 | 40.0 | | 1.0 | -1.1 | 0.9 | | 10/26 | Rasmussen |
| 6.8 | 47.1 | 42.9 | | 6.0 | 47.0 | 43.0 | | -0.8 | -0.1 | 0.1 | | 10/25 | Zogby |
| 9.0 | 49.8 | 36.5 | | 9.0 | 49.0 | 37.0 | | -0.0 | -0.8 | 0.5 | | 10/19 | ARG |
| Corrected | | Raw | | Bias | | | |
|
Florida |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 33.6 +- 3.1Democrat: 59.3 +- 3.1 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 34.5 | 59.4 | | 36.0 | 59.0 | | 1.5 | -0.4 | | 11/03 | SurveyUSA |
| 29.5 | 60.9 | | 31.0 | 60.0 | | 1.5 | -0.9 | | 11/01 | Zogby |
| 34.4 | 58.5 | | 34.0 | 58.0 | | -0.4 | -0.5 | | 10/31 | Mason |
| 33.9 | 59.7 | | 34.0 | 60.0 | | 0.1 | 0.3 | | 10/31 | Polimetrix |
| 38.5 | 54.9 | | 40.0 | 54.0 | | 1.5 | -0.9 | | 10/25 | Zogby |
| 32.1 | 61.2 | | 29.0 | 64.0 | | -3.1 | 2.8 | | 10/20 | Quinnipiac U. |
| 31.4 | 57.5 | | 31.0 | 57.0 | | -0.4 | -0.5 | | 10/16 | Mason |
| 35.5 | 54.9 | | 37.0 | 54.0 | | 1.5 | -0.9 | | 10/13 | Zogby |
| 35.5 | 55.4 | | 37.0 | 55.0 | | 1.5 | -0.4 | | 10/08 | SurveyUSA |
| 36.1 | 58.2 | | 33.0 | 61.0 | | -3.1 | 2.8 | | 10/05 | Quinnipiac U. |
| Corrected | | Raw | | Bias | | | |
|
Maryland |
| 2.7 percent chance that the Republican is winning
|
|
Republican: 44.2 +- 2.6Democrat: 49.6 +- 2.6 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 43.9 | 50.5 | | 46.0 | 49.0 | | 2.1 | -1.5 | | 11/04 | SurveyUSA |
| 44.0 | 48.1 | | 44.0 | 47.0 | | 0.0 | -1.1 | | 11/02 | Mason |
| 44.9 | 48.5 | | 47.0 | 47.0 | | 2.1 | -1.5 | | 11/01 | SurveyUSA |
| 44.8 | 49.8 | | 45.0 | 50.0 | | 0.2 | 0.2 | | 11/01 | Rasmussen |
| 44.8 | 50.5 | | 45.0 | 51.0 | | 0.2 | 0.5 | | 10/31 | Polimetrix |
| 43.7 | 48.8 | | 43.0 | 49.0 | | -0.7 | 0.2 | | 10/29 | Potomac Inc. |
| 44.6 | 48.7 | | 44.0 | 49.0 | | -0.6 | 0.3 | | 10/27 | Zogby |
| 41.8 | 48.8 | | 42.0 | 49.0 | | 0.2 | 0.2 | | 10/26 | Rasmussen |
| 44.6 | 52.7 | | 44.0 | 53.0 | | -0.6 | 0.3 | | 10/25 | Zogby |
| 43.2 | 52.9 | | 43.0 | 54.0 | | -0.2 | 1.1 | | 10/24 | Washington Post |
| Corrected | | Raw | | Bias | | | |
|
Michigan |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 39.1 +- 3.0Democrat: 52.3 +- 3.0 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 40.4 | 51.7 | | 42.0 | 52.0 | | 1.6 | 0.3 | | 11/03 | SurveyUSA |
| 36.8 | 52.8 | | 34.0 | 53.0 | | -2.8 | 0.2 | | 11/01 | Selzer |
| 37.6 | 52.8 | | 37.0 | 53.0 | | -0.6 | 0.2 | | 11/01 | Mason |
| 39.7 | 54.1 | | 40.0 | 55.0 | | 0.3 | 0.9 | | 10/31 | Polimetrix |
| 39.7 | 50.9 | | 38.0 | 51.0 | | -1.7 | 0.1 | | 10/31 | EPIC |
| 39.7 | 51.9 | | 38.0 | 52.0 | | -1.7 | 0.1 | | 10/28 | EPIC |
| 38.7 | 49.8 | | 42.0 | 49.0 | | 3.3 | -0.8 | | 10/25 | Zogby |
| 40.6 | 51.7 | | 41.0 | 52.0 | | 0.4 | 0.3 | | 10/23 | Research 2000 |
| 39.7 | 49.9 | | 38.0 | 50.0 | | -1.7 | 0.1 | | 10/23 | EPIC |
| 42.4 | 50.7 | | 44.0 | 51.0 | | 1.6 | 0.3 | | 10/23 | SurveyUSA |
| Corrected | | Raw | | Bias | | | |
|
Minnesota |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 37.9 +- 2.8Democrat: 54.6 +- 2.8 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 38.1 | 55.8 | | 40.0 | 56.0 | | 1.9 | 0.2 | | 11/04 | SurveyUSA |
| 37.1 | 52.8 | | 34.0 | 54.0 | | -3.1 | 1.2 | | 11/01 | Star Tribune |
| 38.4 | 54.1 | | 40.0 | 54.0 | | 1.6 | -0.1 | | 11/01 | Rasmussen |
| 38.7 | 56.1 | | 39.0 | 57.0 | | 0.3 | 0.9 | | 10/31 | Polimetrix |
| 34.3 | 54.6 | | 33.0 | 55.0 | | -1.3 | 0.4 | | 10/25 | U. of Minnesota |
| 37.4 | 53.1 | | 39.0 | 53.0 | | 1.6 | -0.1 | | 10/25 | Rasmussen |
| 39.5 | 50.7 | | 40.0 | 50.0 | | 0.5 | -0.7 | | 10/25 | Mason |
| 40.2 | 50.8 | | 43.0 | 51.0 | | 2.8 | 0.2 | | 10/25 | Zogby |
| 37.1 | 54.8 | | 39.0 | 55.0 | | 1.9 | 0.2 | | 10/22 | SurveyUSA |
| 32.8 | 55.2 | | 31.0 | 56.0 | | -1.8 | 0.8 | | 10/21 | St. Cloud U. |
| Corrected | | Raw | | Bias | | | |
|
Missouri |
| 12.6 percent chance that the Republican is winning
|
|
Republican: 46.1 +- 2.1Democrat: 48.7 +- 2.1 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 49.4 | 48.4 | | 49.0 | 48.0 | | -0.4 | -0.4 | | 11/05 | Rasmussen |
| 44.6 | 48.8 | | 44.0 | 50.0 | | -0.6 | 1.2 | | 11/05 | SurveyUSA |
| 42.6 | 49.8 | | 42.0 | 51.0 | | -0.6 | 1.2 | | 11/04 | SurveyUSA |
| 44.6 | 48.4 | | 45.0 | 49.0 | | 0.4 | 0.6 | | 11/02 | Gallup |
| 48.4 | 49.4 | | 48.0 | 49.0 | | -0.4 | -0.4 | | 11/02 | Rasmussen |
| 46.1 | 46.8 | | 45.0 | 46.0 | | -1.1 | -0.8 | | 11/02 | Mason |
| 49.0 | 49.5 | | 50.0 | 50.0 | | 1.0 | 0.5 | | 10/31 | Polimetrix |
| 47.4 | 48.4 | | 47.0 | 48.0 | | -0.4 | -0.4 | | 10/30 | Rasmussen |
| 46.6 | 47.8 | | 46.0 | 49.0 | | -0.6 | 1.2 | | 10/29 | SurveyUSA |
| 48.2 | 48.5 | | 49.0 | 49.0 | | 0.8 | 0.5 | | 10/27 | Opinion Research |
| Corrected | | Raw | | Bias | | | |
|
Montana |
| 5.8 percent chance that the Republican is winning
|
|
Republican: 43.8 +- 2.8Democrat: 48.4 +- 2.8 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 45.3 | 48.0 | | 48.0 | 50.0 | | 2.7 | 2.0 | | 11/04 | Rasmussen |
| 41.9 | 49.2 | | 41.0 | 50.0 | | -0.9 | 0.8 | | 11/02 | Gallup |
| 41.9 | 49.2 | | 41.0 | 50.0 | | -0.9 | 0.8 | | 11/02 | Gallup |
| 43.3 | 48.0 | | 46.0 | 50.0 | | 2.7 | 2.0 | | 11/01 | Rasmussen |
| 46.3 | 47.5 | | 47.0 | 47.0 | | 0.7 | -0.5 | | 11/01 | Mason |
| 45.2 | 47.5 | | 46.0 | 47.0 | | 0.8 | -0.5 | | 10/27 | Zogby |
| 44.3 | 49.0 | | 47.0 | 51.0 | | 2.7 | 2.0 | | 10/26 | Rasmussen |
| 43.3 | 46.0 | | 46.0 | 48.0 | | 2.7 | 2.0 | | 10/18 | Rasmussen |
| 42.3 | 46.5 | | 43.0 | 46.0 | | 0.7 | -0.5 | | 10/18 | Mason |
| 36.8 | 46.3 | | 35.0 | 46.0 | | -1.8 | -0.3 | | 10/12 | Montana State U. |
| Corrected | | Raw | | Bias | | | |
|
Nevada |
| 99.9 percent chance that the Republican is winning
|
|
Republican: 53.9 +- 3.9Democrat: 40.5 +- 3.9 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 53.3 | 41.5 | | 53.0 | 42.0 | | -0.3 | 0.5 | | 10/31 | Polimetrix |
| 55.3 | 40.6 | | 54.0 | 42.0 | | -1.3 | 1.4 | | 10/30 | Rasmussen |
| 52.0 | 39.5 | | 54.0 | 37.0 | | 2.0 | -2.5 | | 10/28 | Mason |
| 57.1 | 36.1 | | 58.0 | 37.0 | | 0.9 | 0.9 | | 10/25 | Zogby |
| 54.0 | 41.5 | | 55.0 | 41.0 | | 1.0 | -0.5 | | 10/24 | Research 2000 |
| 51.3 | 40.6 | | 50.0 | 42.0 | | -1.3 | 1.4 | | 10/17 | Rasmussen |
| 51.1 | 42.1 | | 52.0 | 43.0 | | 0.9 | 0.9 | | 10/13 | Zogby |
| 56.0 | 37.5 | | 58.0 | 35.0 | | 2.0 | -2.5 | | 09/20 | Mason |
| 51.3 | 39.6 | | 50.0 | 41.0 | | -1.3 | 1.4 | | 09/06 | Rasmussen |
| 55.0 | 35.5 | | 56.0 | 35.0 | | 1.0 | -0.5 | | 09/06 | Research 2000 |
| Corrected | | Raw | | Bias | | | |
|
New Jersey |
| 0.5 percent chance that the Republican is winning
|
|
Republican: 41.7 +- 2.6Democrat: 48.7 +- 2.6 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 40.3 | 49.1 | | 40.0 | 50.0 | | -0.3 | 0.9 | | 11/02 | Gallup |
| 42.5 | 46.5 | | 42.0 | 45.0 | | -0.5 | -1.5 | | 11/02 | Monmouth U. |
| 41.2 | 48.2 | | 41.0 | 48.0 | | -0.2 | -0.2 | | 11/02 | Mason |
| 40.3 | 49.1 | | 40.0 | 50.0 | | -0.3 | 0.9 | | 11/02 | Gallup |
| 41.7 | 51.3 | | 42.0 | 50.0 | | 0.3 | -1.3 | | 11/02 | Marist Coll. |
| 42.6 | 47.0 | | 43.0 | 48.0 | | 0.4 | 1.0 | | 11/02 | Quinnipiac U. |
| 42.0 | 48.6 | | 43.0 | 48.0 | | 1.0 | -0.6 | | 11/01 | Rasmussen |
| 45.4 | 51.6 | | 47.0 | 53.0 | | 1.6 | 1.4 | | 10/31 | Polimetrix |
| 42.4 | 46.0 | | 42.0 | 46.0 | | -0.4 | 0.0 | | 10/30 | Rutgers |
| 43.0 | 49.6 | | 44.0 | 49.0 | | 1.0 | -0.6 | | 10/29 | Rasmussen |
| Corrected | | Raw | | Bias | | | |
|
New Mexico |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 34.4 +- 6.1Democrat: 57.4 +- 6.1 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 36.1 | 56.1 | | 38.0 | 58.0 | | 1.9 | 1.9 | | 10/25 | Zogby |
| 32.1 | 60.1 | | 34.0 | 62.0 | | 1.9 | 1.9 | | 10/13 | Zogby |
| 21.9 | 63.1 | | 19.0 | 65.0 | | -2.9 | 1.9 | | 09/26 | Research and Polling |
| 30.8 | 55.4 | | 32.0 | 56.0 | | 1.2 | 0.6 | | 09/07 | Rasmussen |
| 31.1 | 57.1 | | 33.0 | 59.0 | | 1.9 | 1.9 | | 09/01 | Zogby |
| 25.9 | 60.1 | | 23.0 | 62.0 | | -2.9 | 1.9 | | 08/28 | Research and Polling |
| 30.1 | 52.1 | | 32.0 | 54.0 | | 1.9 | 1.9 | | 07/15 | Zogby |
| 29.8 | 53.4 | | 31.0 | 54.0 | | 1.2 | 0.6 | | 06/27 | Rasmussen |
| 34.1 | 53.1 | | 36.0 | 55.0 | | 1.9 | 1.9 | | 06/15 | Zogby |
| 28.1 | 51.1 | | 30.0 | 53.0 | | 1.9 | 1.9 | | 03/23 | Zogby |
| Corrected | | Raw | | Bias | | | |
|
New York |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 30.4 +- 3.8Democrat: 63.6 +- 3.8 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 28.0 | 64.8 | | 28.0 | 65.0 | | -0.0 | 0.2 | | 10/31 | Siena Coll. |
| 31.2 | 62.6 | | 32.0 | 65.0 | | 0.8 | 2.4 | | 10/31 | Marist Coll. |
| 31.5 | 65.2 | | 32.0 | 66.0 | | 0.5 | 0.8 | | 10/31 | Marist |
| 32.2 | 59.0 | | 33.0 | 57.0 | | 0.8 | -2.0 | | 10/25 | Zogby |
| 29.2 | 64.6 | | 30.0 | 67.0 | | 0.8 | 2.4 | | 10/17 | Marist Coll. |
| 29.9 | 62.6 | | 30.0 | 65.0 | | 0.1 | 2.4 | | 10/13 | Quinnipiac U. |
| 31.2 | 58.0 | | 32.0 | 56.0 | | 0.8 | -2.0 | | 10/13 | Zogby |
| 32.0 | 58.8 | | 32.0 | 59.0 | | -0.0 | 0.2 | | 10/10 | Siena Coll. |
| 27.2 | 55.0 | | 28.0 | 53.0 | | 0.8 | -2.0 | | 10/07 | Zogby |
| 30.9 | 63.6 | | 31.0 | 66.0 | | 0.1 | 2.4 | | 09/28 | Quinnipiac U. |
| Corrected | | Raw | | Bias | | | |
|
Ohio |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 41.9 +- 2.7Democrat: 53.5 +- 2.7 |
 |
Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 42.5 | 51.3 | | 42.0 | 54.0 | | -0.5 | 2.7 | | 11/04 | SurveyUSA |
| 41.9 | 54.0 | | 44.0 | 56.0 | | 2.1 | 2.0 | | 11/03 | U. of Cincinnati |
| 42.9 | 51.9 | | 44.0 | 50.0 | | 1.1 | -1.9 | | 11/01 | Mason |
| 40.5 | 56.8 | | 40.0 | 58.0 | | -0.5 | 1.2 | | 10/31 | Polimetrix |
| 39.0 | 60.2 | | 38.0 | 62.0 | | -1.0 | 1.8 | | 10/29 | Columbus Dispatch |
| 42.7 | 54.4 | | 43.0 | 54.0 | | 0.3 | -0.4 | | 10/27 | Opinion Research |
| 42.1 | 49.5 | | 42.0 | 49.0 | | -0.1 | -0.5 | | 10/27 | Zogby |
| 47.1 | 49.5 | | 47.0 | 49.0 | | -0.1 | -0.5 | | 10/25 | Zogby |
| 43.6 | 50.8 | | 44.0 | 51.0 | | 0.4 | 0.2 | | 10/24 | Opinion Consultants |
| 39.9 | 53.0 | | 41.0 | 53.0 | | 1.1 | 0.0 | | 10/24 | Rasmussen |
| Corrected | | Raw | | Bias | | | |
|
Pennsylvania |
| 0.0 percent chance that the Republican is winning
|
|
Republican: 40.2 +- 3.5Democrat: 53.0 +- 3.5 |
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Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 39.0 | 52.3 | | 39.0 | 52.0 | | -0.0 | -0.3 | | 11/01 | Mason |
| 40.1 | 55.1 | | 40.0 | 56.0 | | -0.1 | 0.9 | | 10/31 | Polimetrix |
| 42.1 | 52.4 | | 43.0 | 51.0 | | 0.9 | -1.4 | | 10/30 | Muhlenberg Coll. |
| 41.4 | 53.3 | | 42.0 | 55.0 | | 0.6 | 1.7 | | 10/28 | Rasmussen |
| 37.2 | 54.4 | | 38.0 | 53.0 | | 0.8 | -1.4 | | 10/27 | Keystone Poll |
| 37.9 | 48.2 | | 40.0 | 48.0 | | 2.1 | -0.2 | | 10/27 | Zogby |
| 41.4 | 53.3 | | 42.0 | 55.0 | | 0.6 | 1.7 | | 10/26 | Rasmussen |
| 42.0 | 51.5 | | 42.0 | 52.0 | | -0.0 | 0.5 | | 10/26 | Quinnipiac U. |
| 41.9 | 53.2 | | 44.0 | 53.0 | | 2.1 | -0.2 | | 10/25 | Zogby |
| 39.3 | 50.7 | | 39.0 | 50.0 | | -0.3 | -0.7 | | 10/23 | West Chester U. |
| Corrected | | Raw | | Bias | | | |
|
Rhode Island |
| 16.9 percent chance that the Republican is winning
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Republican: 43.7 +- 3.2Democrat: 46.9 +- 3.2 |
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Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 44.5 | 46.7 | | 45.0 | 48.0 | | 0.5 | 1.3 | | 11/02 | Gallup |
| 44.5 | 46.7 | | 45.0 | 48.0 | | 0.5 | 1.3 | | 11/02 | Gallup |
| 44.8 | 45.9 | | 46.0 | 45.0 | | 1.2 | -0.9 | | 11/01 | Mason |
| 39.1 | 51.8 | | 39.0 | 53.0 | | -0.1 | 1.2 | | 10/27 | Zogby |
| 33.8 | 45.1 | | 33.0 | 43.0 | | -0.8 | -2.1 | | 10/24 | Rhode Island Coll. |
| 42.7 | 48.7 | | 44.0 | 52.0 | | 1.3 | 3.3 | | 10/23 | Rasmussen |
| 41.8 | 48.9 | | 43.0 | 48.0 | | 1.2 | -0.9 | | 10/19 | Mason |
| 42.4 | 47.2 | | 42.0 | 46.0 | | -0.4 | -1.2 | | 10/12 | Fleming and Assocs. |
| 40.7 | 47.7 | | 42.0 | 51.0 | | 1.3 | 3.3 | | 10/06 | Rasmussen |
| 37.8 | 42.1 | | 37.0 | 40.0 | | -0.8 | -2.1 | | 10/03 | Rhode Island Coll. |
| Corrected | | Raw | | Bias | | | |
|
Tennessee |
| 99.2 percent chance that the Republican is winning
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Republican: 50.4 +- 2.4Democrat: 44.4 +- 2.4 |
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Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 50.5 | 46.0 | | 51.0 | 47.0 | | 0.5 | 1.0 | | 11/04 | Rasmussen |
| 50.5 | 44.5 | | 51.0 | 46.0 | | 0.5 | 1.5 | | 11/04 | SurveyUSA |
| 48.9 | 44.3 | | 49.0 | 46.0 | | 0.1 | 1.7 | | 11/02 | Gallup |
| 52.5 | 44.0 | | 53.0 | 45.0 | | 0.5 | 1.0 | | 11/02 | Rasmussen |
| 50.3 | 39.9 | | 50.0 | 38.0 | | -0.3 | -1.9 | | 11/02 | Mason |
| 50.8 | 45.5 | | 51.0 | 46.0 | | 0.2 | 0.5 | | 10/31 | Polimetrix |
| 48.5 | 46.0 | | 49.0 | 47.0 | | 0.5 | 1.0 | | 10/30 | Rasmussen |
| 51.4 | 44.2 | | 52.0 | 44.0 | | 0.6 | -0.2 | | 10/27 | Opinion Research |
| 52.4 | 42.5 | | 53.0 | 43.0 | | 0.6 | 0.5 | | 10/27 | Zogby |
| 48.4 | 47.5 | | 49.0 | 48.0 | | 0.6 | 0.5 | | 10/25 | Zogby |
| Corrected | | Raw | | Bias | | | |
|
Texas |
| 100.0 percent chance that the Republican is winning
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Republican: 61.0 +- 4.4Democrat: 31.5 +- 4.4 |
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Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 63.7 | 29.8 | | 65.0 | 29.0 | | 1.3 | -0.8 | | 10/31 | Polimetrix |
| 55.4 | 35.0 | | 55.0 | 36.0 | | -0.4 | 1.0 | | 10/25 | Zogby |
| 58.0 | 35.1 | | 60.0 | 34.0 | | 2.0 | -1.1 | | 10/23 | Rasmussen |
| 60.4 | 27.0 | | 60.0 | 28.0 | | -0.4 | 1.0 | | 10/13 | Zogby |
| 48.4 | 38.0 | | 48.0 | 39.0 | | -0.4 | 1.0 | | 09/01 | Zogby |
| 56.0 | 33.1 | | 58.0 | 32.0 | | 2.0 | -1.1 | | 08/31 | Rasmussen |
| 55.4 | 36.0 | | 55.0 | 37.0 | | -0.4 | 1.0 | | 08/18 | Zogby |
| 59.0 | 32.1 | | 61.0 | 31.0 | | 2.0 | -1.1 | | 08/03 | Rasmussen |
| 52.4 | 36.0 | | 52.0 | 37.0 | | -0.4 | 1.0 | | 07/15 | Zogby |
| 56.0 | 32.1 | | 58.0 | 31.0 | | 2.0 | -1.1 | | 07/13 | Rasmussen |
| Corrected | | Raw | | Bias | | | |
|
Virginia |
| 20.1 percent chance that the Republican is winning
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Republican: 46.4 +- 2.5Democrat: 48.6 +- 2.5 |
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Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 43.0 | 51.5 | | 44.0 | 52.0 | | 1.0 | 0.5 | | 11/04 | SurveyUSA |
| 48.0 | 46.4 | | 49.0 | 46.0 | | 1.0 | -0.4 | | 11/02 | Gallup |
| 48.0 | 49.2 | | 49.0 | 49.0 | | 1.0 | -0.2 | | 11/02 | Rasmussen |
| 46.1 | 47.9 | | 45.0 | 46.0 | | -1.1 | -1.9 | | 11/02 | Mason |
| 48.0 | 46.4 | | 49.0 | 46.0 | | 1.0 | -0.4 | | 11/02 | Gallup |
| 49.0 | 49.4 | | 50.0 | 50.0 | | 1.0 | 0.6 | | 10/31 | Polimetrix |
| 45.0 | 48.2 | | 46.0 | 48.0 | | 1.0 | -0.2 | | 10/29 | Rasmussen |
| 46.0 | 49.1 | | 46.0 | 50.0 | | -0.0 | 0.9 | | 10/27 | Opinion Research |
| 43.7 | 43.6 | | 44.0 | 45.0 | | 0.3 | 1.4 | | 10/27 | Zogby |
| 45.4 | 43.5 | | 45.0 | 42.0 | | -0.4 | -1.5 | | 10/25 | Roanoke Coll. |
| Corrected | | Raw | | Bias | | | |
|
Washington |
| 0.1 percent chance that the Republican is winning
|
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Republican: 41.1 +- 3.6Democrat: 53.5 +- 3.6 |
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Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 39.4 | 53.9 | | 38.0 | 54.0 | | -1.4 | 0.1 | | 11/01 | Mason |
| 42.4 | 55.8 | | 43.0 | 57.0 | | 0.6 | 1.2 | | 10/31 | Polimetrix |
| 42.3 | 50.3 | | 43.0 | 51.0 | | 0.7 | 0.7 | | 10/28 | SurveyUSA |
| 41.1 | 52.7 | | 41.0 | 53.0 | | -0.1 | 0.3 | | 10/28 | U. of Washington |
| 41.0 | 52.3 | | 41.0 | 52.0 | | 0.0 | -0.3 | | 10/26 | Rasmussen |
| 42.5 | 48.8 | | 46.0 | 50.0 | | 3.5 | 1.2 | | 10/25 | Zogby |
| 38.4 | 51.9 | | 37.0 | 52.0 | | -1.4 | 0.1 | | 10/18 | Mason |
| 38.0 | 53.3 | | 38.0 | 53.0 | | 0.0 | -0.3 | | 10/17 | Rasmussen |
| 42.3 | 50.3 | | 43.0 | 51.0 | | 0.7 | 0.7 | | 10/14 | SurveyUSA |
| 41.5 | 50.8 | | 45.0 | 52.0 | | 3.5 | 1.2 | | 10/13 | Zogby |
| Corrected | | Raw | | Bias | | | |
|
Wisconsin |
| 0.0 percent chance that the Republican is winning
|
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Republican: 26.3 +- 4.4Democrat: 64.0 +- 4.4 |
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Last 10 polls
| R | D | | R | D | | R | D | | Date | Pollster | | 24.8 | 67.3 | | 24.0 | 69.0 | | -0.8 | 1.7 | | 10/31 | Polimetrix |
| 34.0 | 52.9 | | 38.0 | 47.0 | | 4.0 | -5.9 | | 10/25 | Zogby |
| 19.2 | 69.5 | | 16.0 | 73.0 | | -3.2 | 3.5 | | 10/22 | U. of Wisconsin |
| 30.0 | 55.9 | | 34.0 | 50.0 | | 4.0 | -5.9 | | 10/13 | Zogby |
| 31.4 | 59.1 | | 33.0 | 60.0 | | 1.6 | 0.9 | | 09/14 | Rasmussen |
| 31.0 | 55.9 | | 35.0 | 50.0 | | 4.0 | -5.9 | | 09/01 | Zogby |
| 29.4 | 58.1 | | 31.0 | 59.0 | | 1.6 | 0.9 | | 08/18 | Rasmussen |
| 29.0 | 56.9 | | 33.0 | 51.0 | | 4.0 | -5.9 | | 08/18 | Zogby |
| 25.4 | 59.1 | | 27.0 | 60.0 | | 1.6 | 0.9 | | 07/12 | Rasmussen |
| 15.5 | 62.3 | | 14.0 | 63.0 | | -1.5 | 0.7 | | 06/27 | Diversified Research |
| Corrected | | Raw | | Bias | | | |
|