I took the final estimates from these four sites to compare to the actual vote totals. A caveat should be kept in mind: Silver was making an explicit prediction about the election, while RealClearPolitics and pollster.com are aggregating and summarizing polling data, though presumably with the purpose of predicting the election. RJ Elliot also was making predictions, though I didn't see any explanation of his methodology. For actual results, I took data from Dave Leip's Atlas of U.S. Presidential Elections. I didn't try other sources, this was the first that I found.
Final cavil: I collected fivethirtyeight.com and RealClearPolitics' predictions on the day after the election. The pollster.com and RJ Elliot predictions were collected later, on Thanksgiving or the day after. While I don't think have any suggestion that any of these predictions were changed after the election, there certainly is the possibility of that happening.
Results
Herewith the results. I took the predictions for Obama and McCain's state by state percentage, subtracted from the actual percentage, squared the difference, averaged across states, and took the square root. This gives a root mean square error (RMSE) of prediction difference from truth for both the Obama side and the McCain side of the estimates. The results are in the image. Hopefully the image shows up in the right place.
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The states where RCP did not make predictions were the very partisan and small states where the winner was very clear throughout the entire election (think Utah and DC) and where there were very few polls. Both 538 and pollster do much better in the accuracy of their predictions for the subset where RCP was making predictions. On the 38 states where RCP made predictions, we see that 538 had the smallest RMSE followed by pollster then Elliot with RCP having the worst predictions.
Across the 52 predictions (50 states + DC + national), Elliot edges 538 perhaps barely, both of which definitely beats pollster. The RCP result in the first column is not comparable to the other numbers. I inspected the individual residuals (differences prediction minus reality) in the states where RCP did not make predictions. These residuals were often very large. The largest residuals for 538 were from the states (Alaska, Arkansas, DC, Hawaii, Louisiana, Nevada, Vermont, Wyoming), defined as being in error by more than 4% on either Obama's or McCain's vote total. DC, Hawaii, Louisiana Vermont and Wyoming were not predicted by RCP.
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