Are Fox News Polls Biased?
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Especially after the outcome of the mid-term election, I think there is a common contention among some groups that there is something wonky about Fox News when it comes to reporting polls relative to President Obama and the Democratic Party in general.
Graph 1 |
Over time Obama’s ratings have moved quite a bit. It is hard to identify a clear pattern as far as one pollster being higher than another in the long run (Graph 3) though in the short run (Graph 4) it appears that CNN consistently reports high approval numbers and Rasmussen consistently reports low approval values.
Graph 2 |
A pollster will be above the average 50% of the time and below the average 50% of the time if the pollster is unbiased and the average is unbiased. We can see that for the polls looking at the average approval gap (Table 1, Column 3 and 4). In a similar manner by looking at how individual polls diverge from the average poll, we can take the average of this divergence. If the poll is fair then the average gap will be close to zero. If this gap is positive then it means on average the pollster reports polls levels of either approval or disapproval above the average poll value for the period. If the average is negative then it means the pollster reported average is less than the polling average (Table 1, Column 1 and 2).
Looking at Table 1 we can see that CNN tends to over-report both approval and disapproval numbers relative to the typical poll. CNN is more likely to over-report disapproval numbers. Fox on the other hand
is prove to under-reporting both approval and disapproval numbers though Fox is much more likely to under-report approval numbers. Gallup on the other hand is almost the mirror of Fox except that it tends to much more heavily under-report disapproval numbers rather than approval numbers.
is prove to under-reporting both approval and disapproval numbers though Fox is much more likely to under-report approval numbers. Gallup on the other hand is almost the mirror of Fox except that it tends to much more heavily under-report disapproval numbers rather than approval numbers.
Graph 4 |
However, since I am not an expert in polling at all, I am not sure if Rasmussen is doing something legitimate and well known. It is very clear to me from the data however that they are not to be considered equivalent to the other three major polling agencies. Looking at wikipedia, it is well understood that Rasmussen has a different type of polling by selecting individual with a plan to only capture “likely voters”.
Overall it looks like Fox is off the hook. Table 2 shows them slightly under-reporting approval rates while CNN is over-reporting. The difference in disapproval rates though is not statistically significant for Fox though it is for CNN as well (Table 3)
Find the code to produce all of these results at:
https://github.com/EconometricsBySimulation/2013-05-30-FoxNews/blob/master/analysis.r
Table 1: Averages and counts
Average Gap | Count | |||
Approve | Disapprove | Approve | Disapprove | |
CNN/Opinion Research | 1.23 | 1.90 | 0.63 | 0.69 |
FOX News | -1.40 | -0.31 | 0.31 | 0.44 |
Gallup | -0.41 | -1.53 | 0.38 | 0.34 |
Rasmussen Reports | -1.86 | 6.73 | 0.32 | 1.00 |
Table 2: T-tests of Approval Gap
Estimate | Std. Error | t value | Pr(>|t|) | |
PollsterCNN/Opinion Research | 1.232823 | 0.471684 | 2.613664 | 0.009437 |
PollsterFOX News | -1.40239 | 0.440775 | -3.18165 | 0.001627 |
PollsterGallup | -0.41156 | 0.415242 | -0.99114 | 0.322465 |
PollsterRasmussen Reports | -1.85953 | 0.431748 | -4.30697 | 2.28E-05 |
Table 3: T-tests of Disapproval Gap
Estimate | Std. Error | t value | Pr(>|t|) | |
PollsterCNN/Opinion Research | 1.896855 | 0.572502 | 3.313273 | 0.001042 |
PollsterFOX News | -0.31254 | 0.534987 | -0.58419 | 0.559557 |
PollsterGallup | -1.52794 | 0.503997 | -3.03164 | 0.002658 |
PollsterRasmussen Reports | 6.7325 | 0.524031 | 12.84753 | 4.51E-30 |
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