February 12, 2025
December 26, 2024
November 21, 2024
September 16, 2024
Flaws of RCP poll aggregation
Currently the RCP average of polls shows Harris +0.1 in Pennsylvania, based on a straight average of 6 of the most recent polls. I'm not focusing on Pennsylvania here, merely using the RCP data for the state to point out some observations. This RCP average of polls is deeply flawed on so many levels. Let me explain.
It is indeed true that if you take these 6 polls, and average the response rate for Harris and for Trump, as a straight average, Harris gets a rating of 47.83% and Trump gets an average of 47.67%. But take a closer look and some interesting things begin to appear.
Notice firstly, that there are polls from as far back as August 18/19 being averaged against polls as recent as September 3rd through 6th. Those are not like periods. I won't quibble this point too much, but recent polls are more likely to be accurate than older polls. But the debate wasn't until September 10th, so these may be more alike in voter temperament than pre debate vs post debate polls. Additionally in RCP's defense, maybe there are not enough polls that are recent enough to do much more. Both fair points, but this is actually the least of my concerns.
There are 3 polls that are tied, 2 in which Trump leads Harris, and only one where Harris leads Trump. 5 polls with Trump tied or ahead, only one with Harris ahead, and yet she leads the RCP aggregate. Not just odd, Very Odd. The poll that has Harris ahead has her way ahead. Its skew, is overpowering 5 other polls. That means the outlier poll is dominating the RCP average. That's not good math.
Let me take that last point one step further, the Bloomberg poll surveyed Registered Voters, not Likely Voters. It is not as indicative of actual turnout as all the other polls. So not only is the outlier over emphasized due to it's skewness, it also is not as good a poll as the likely voter polls.
In calculating an average of polls I would exclude the Bloomberg poll because of the people polled. That's without even getting into the crosstabs of the polls to see if Democrats were oversampled. Maybe they were and maybe they weren't, but remember Michael Bloomberg ran for president, as a Democrat. Again, not suggesting there is a bias in the sample selection, because there is enough reason to exclude it from the poll without even considering that. To be fair, Insider Advantage and Trafalgar Group tend to skew Republican and those are the two polls that have Trump ahead. I would not exclude them however, because I would not exclude CNN or The Hill polls just because they tend to skew Democrat.
The CNN poll has an absurd 4.7% margin of error though. The rest of the polls margin of error are below 3.5%, which is to me a reasonable number. For that reason I would exclude CNN.
All else being equal, and it's really not, that would leave me with 4 polls. And if everything were equally done, I would take a weighted average of the polls rather than a straight average. The Insider Advantage poll of 800 should count slightly less than the CBS poll of 1085. Weighting the percentages according to poll size makes a bit more sense.
Doing so, I get the following output, showing Trump +0.8% In Pennsylvania:
August 5, 2024
The real danger for the Trump 2024 campaign
Donald Trump is an infinitely better candidate for president than Kamala Harris. He'd be a much better debater if she musters the courage to debate Trump (she probably won't and that alone is very telling). Trump would of course make an infinitely better president than Kamala Harris. We know this. But there's reason to worry. The Democrats are not playing to win, they're playing to be able to be in a position to say they won.
If you look at the RealClearPolitics poll averages in the swing states (something I urge you to do with caution as it averages polls that are not alike), as of today, Trump still leads Harris in Wisconsin, Pennsylvania, Arizona, Nevada, North Carolina, and Georgia. He's only trailing in Michigan, but thanks mainly to a highly unlikely outlier poll. If the entire current RCP state of affairs holds true, Trump will get 297 electoral college votes and win the presidency.
But here's the catch, the polls, particularly including the outliers, have significantly dampened the lead Trump holds. In fact they've depressed the margins strongly enough (again as of now), that it would be fairly easy for Democrats to pad the vote totals and steal the election in states like Wisconsin and Pennsylvania. Those two states alone would swing the election to Harris given enough ballot stuffing. And the Trump leads are a bit tight. You could also add Georgia to the list of possible Harris steals. Maybe even Arizona.
The real danger therefore, is not Trump being unable to win the right combination of states to win the electoral college, the danger is not winning the right combination of states by enough votes to overcome cheating on an epic scale by Democrats in those states. If Kamala Harris does indeed choose inexplicably popular Pennsylvania governor Josh Shapiro as her running mate, being able to cheat Pennsylvania into her column becomes infinitely easier. If she holds the suspect polls for Michigan, that means any one Wisconsin, Georgia or Arizona would capture the Whitehouse for the Democrat.
The map with Harris as the Democrat nominee should be at least as easy for Trump as it was with Let's Go Brandon, but the truth is, it got harder. Not through legitimacy, but the bar to provably win each swing state got higher.
December 6, 2023
October 11, 2023
Democrat law in Pennsylvania might backfire, help Republicans.
If you know the playing field, you can better compete. Pennsylvania Republicans seem to be benefitting from that. Democrats passed an automatic voter registration bill into law. It's capturing REpublicans at a 10-1 ratio over Democrats so far. This alone won't deliver them the state the way say a sudden 300,000 appearing votes might, but it's a start.
February 17, 2023
Evidence the GOP may be catching on
A special election victory for Republicans in Pennsylvania might be an indicator that the GOP is starting to get it on how to fight elections using the same tactics as Democrats. Either that or Republicans simply won a safe district and they haven't really adjusted. You decide.
October 26, 2022
Senate Series: PA - Dr. Oz
Pennsylvania, you can choose this:
September 15, 2022
January 10, 2022
October 21, 2021
August 20, 2021
Is the GOP full of liberal sleeper agents?
We know there are RINOs. We know there are weak-willed Republicans afraid to do anything that rocks the boat. We know there are establishment Republicans who are driven by money rather than principle. All of these combine to make the party vastly less effective than it could, and should, be. Here's the question though - is the GOP full of liberal/Democrat sleeper agents? At times it really, really seems to be the case.
How else would you explain this (via Gateway Pundit):
Pennsylvania Republican Senate leader Jake Corman has squashed Doug Mastriano’s quest for an audit of the PA 2020 election results.
Senator Mastriano put up a video on his Facebook page blaming the “powers that be” for keeping his committee from meeting and issuing subpoenas. The video was subsequently taken down.
This despite some pretty convincing evidence that president Trump actually won the state. Why, as a Republican would you stand in the way of exposing this? Is the GOP that obsequious? Or are Democrats in Republican clothing infiltrating the Republican party at all levels, rising through the ranks, and making decisions contrary to conservative beliefs?
December 30, 2020
Pennsylvania had more votes than registered voters
This election will probably never be sorted out properly. Pennsylvania voting was a train wreck. They are not alone in that regard. It's really difficult to see a path where Biden actually won, given all of the fraud that seems to have happened. It's also hard unfortunately, to see how this works out for president Trump and his supporters.
December 8, 2020
November 28, 2020
November 18, 2020
Just a thought on election fraud in Pennsylvania
Remember that time in 2020 when they stopped the electoral vote count in Pennsylvania for the evening, only to resume in the morning? Do you think it might have been because they underestimated how many votes they would have to manufacture to get Biden ahead of Trump and they needed time to find more ballots? Remember at that point Trump was still ahead by about 400,000 votes.
Maybe they ran out of fake ballots for Biden. Just spit-balling ideas.
November 9, 2020
Joe Biden got fewer votes than Hillary or Obama in every state except MI, PA, GA, WI
The very states that the election is turning on see a Biden surge? One of which he explicitly stated he wanted to take away their energy industry. That's some amazing coincidence, isn't it?
This video sort of buries that lead, but it's still a good watch. What is striking is how little credence has been given to the concerns about transparency by the Left. It's purposeful, it's hypocritical and it's anti-democratic.
October 23, 2020
Did Biden end his own chances to win last night?
A lot of commentators have pointed out that Biden's stance on ending oil might cost him Pennsylvania. Here's one example from Tim Pool:





