Ryan J. McComb

Ryan J. McComb

@bayespr.bsky.social

Data Science Fellow @VoteHub.com

69 followers12 following41 posts

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25,000 simulations in, this is what the model is saying. Due to Kat's apparent fervent support among people who identify as "very liberal," (MDW crosstabs) she receives a better vote share when fewer people show up and the highest propensity liberals. For context 75,000 showed up in 2024.

Ryan J. McComb reposted

Really proud of what the whole team and I have built here. We get to do some incredible things at VoteHub. Here’s a walkthrough of the new donor map and a bit of analysis on where campaign money is coming from this cycle.

VoteHub@votehub.com

🚨🚨 We are thrilled to launch the VoteHub 2026 National Donor Map. See where nearly $2 billion in donations to House and Senate campaigns came from, county by county, for every 2026 race and nearly 2,900 candidates.

Really proud of what the whole team and I have built here. We get to do some incredible things at VoteHub. Here’s a walkthrough of the new donor map and a bit of analysis on where campaign money is coming from this cycle.

VoteHub@votehub.com

🚨🚨 We are thrilled to launch the VoteHub 2026 National Donor Map. See where nearly $2 billion in donations to House and Senate campaigns came from, county by county, for every 2026 race and nearly 2,900 candidates.

Ryan J. McComb reposted

🚨🚨 We are thrilled to launch the VoteHub 2026 National Donor Map. See where nearly $2 billion in donations to House and Senate campaigns came from, county by county, for every 2026 race and nearly 2,900 candidates.

Ryan J. McComb reposted

People noticed this earlier this week, but resort and big-city counties are among the biggest sources of campaign donations per resident. I wrote about why ski and island towns stand out in my breakdown of VoteHub’s new national donor map.

VoteHub@votehub.com

NEW: Inside VoteHub’s 2026 Donor Map @bayespr.bsky.social examines the small-dollar gap, the geography of Republican and Democratic giving, and how campaign money flows across state lines. votehub.com/2026/10/24/i...

Thank you for sharing, I should post more on here!

BeshearStan@beshearstan.bsky.social

So @bayespr.bsky.social at @votehub.com made a series of maps showing how zip codes are donating to Senate candidates In TX, Talarico raised $128.8M to Paxton's $19.5M, with 43% of Talarico's itemized donations coming from Texas compared with 76% of Paxton's.

Here are both racing in real time on the same MacBook Air. Every square is one map! Shoal finishes in 2.3 seconds; redist is under 1% of the way there.

Props to the whole team. This is the most futuristic way to view early voting data — we model the early vote in real time, and you can see it all live. Thanks to our friends at L2 Data!

VoteHub@votehub.com

🚨 LAUNCH — VoteHub’s 2026 Early Vote Tracker is LIVE. Track ballot returns and, for the first time, see who we think is actually AHEAD right now, plus what the trailing candidate needs on Election Day to catch up. Rolling out for every battleground Senate and governor race.

Super excited to have done a bit of research and worked on this over a few weeks! We're going to need a lot more GPU hours until we can fully determine the extent of how predictive satellite modeling is, but it is interesting to say the least!

ryanmccomb.substack.comGeography is All You NeedWith the recent launch of Google’s WeatherNext 3 and some incredibly cool research out of Google DeepMind on AlphaEarth, which compresses satellite imagery into a 64-dimensional vector embedding, I’ve...

Ryan J. McComb reposted

As of today, our forecast gives Democrats a 76% chance of flipping the House and a 47% chance of taking the Senate. The two are highly correlated: Republicans keep the Senate 99% of the time they hold the House, and Democrats take it 62% of the time they flip the House.

Ryan J. McComb reposted

If a forensic accountant saw these numbers, they'd probably open an investigation. But they're looking at ordinary donations. Why do ActBlue and WinRed contributions fail Benford's Law, a famous test for financial fraud? New analysis from @bayespr.bsky.social votehub.com/2026/06/18/a...

votehub.comAre the Campaigns Cooking the Books?A 90-year-old fraud test flags American campaign finance as full of anomalies. What looks like fraud is just good user interface design by ActBlue and WinRed.

Ryan J. McComb reposted

VoteHub projects Clayton Fuller to win the Georgia U.S. House District 14 general election.

A whale (or a sharp for all we know) bought a ton of YES contracts on Kat today. Immediately, the market makers came back to a bid-ask of 19 at 30 (now much tighter with 20 at 25). However, Kalshi still showed 37% odds, IL9.org immediately recognized this and throttled the Kalshi last-price weight.

A whale (or a sharp for all we know) bought a ton of YES contracts on Kat today. Immediately, the market makers came back to a bid-ask of 19 at 30 (now much tighter with 20 at 25). However, Kalshi still showed 37% odds, IL9.org immediately recognized this and throttled the Kalshi last-price weight.

Ryan J. McComb reposted

Evanston Township High School student Ryan McComb built a really cool real-time aggregator site that collects data points on prediction markets, fundraising data and a bunch of other stuff for #IL09 👇🏼 Super cool stuff il9.org

il9.orgIL9Cast - Illinois 9th District Democratic Primary 2026 ForecastLive prediction market aggregation for Illinois 9th District Democratic Primary. Real-time odds updated every 3 minutes from Manifold Markets and Kalshi.

Ryan J. McComb reposted

Replying to @stevevance.net

This district’s primaries have had maybe two competitive races since my grandparents were born… and none in my lifetime, or almost two of my lifetimes, for that matter. Two people — Yates and Schakowsky, have represented this seat for 97.5% of the time since 1949. (there was a small break in 63’)

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