{"id":19591,"date":"2026-11-02T16:38:07","date_gmt":"2026-11-02T16:38:07","guid":{"rendered":"https:\/\/stock999.top\/?p=19591"},"modified":"2026-11-02T16:38:07","modified_gmt":"2026-11-02T16:38:07","slug":"top-data-scientists-model-gives-democrats-90-odds-of-taking-the-senate-as-kansas-trends-blue","status":"publish","type":"post","link":"https:\/\/stock999.top\/?p=19591","title":{"rendered":"Top data scientist&#8217;s model gives Democrats 90% odds of taking the Senate as Kansas trends blue"},"content":{"rendered":"<p><img src=\"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/11\/GettyImages-2295026615-e1793635653907.jpg?w=2048\" \/><\/p>\n<p>Data scientist Thomas Miller\u2019s site handicapping outcomes for the U.S. Senate races now shows overwhelming odds that the Democrats will take control, numbers much more commanding than even the polls and prediction markets are showing. <\/p>\n<p class=\"wp-block-paragraph\">As of around 9 am ET on Monday, Miller\u2019s site, Virtualtout.io, gave the Democrats a 90% chance of winning at least 51 seats. In recent days, the GOP\u2019s chances of keeping control of the upper chamber have virtually collapsed, dropping from 23% on Oct. 26 to under 10% now. <\/p>\n<p class=\"wp-block-paragraph\">A major reason from the quick downdraft, and a sign of the blue wave\u2019s strength: Democrats now hold the lead in longtime red stronghold Kansas, and have turned Iowa into a virtual tossup.<\/p>\n<p class=\"wp-block-paragraph\">Miller, a professor at Northwestern University, won kudos for correctly forecasting that Democrats would sweep the two Georgia Senate runoffs in early 2021, when the polls and pundits posited GOP wins in both. He scored again by calling a Trump win in 2024. <\/p>\n<p class=\"wp-block-paragraph\">His methodology: Miller starts by incorporating the \u201cprices\u201d posted on the two predictions markets boasting the highest volumes, Kalshi and Polymarket, and translates those numbers into probabilities of a Democrat or Republican. He then deploys multiple time series that examine 10-12 underlying factors that drive the prediction markets, and continually crunches the numbers to forecast their impact going forward. <\/p>\n<p class=\"wp-block-paragraph\">Miller updates the probabilities every 10 minutes, and the numbers stream across the top of Virtualtout.io in a continuous band resembling a stock ticker. The \u201cNowCast\u201d also displays the change over the last 24 hours. Hence, his figures are far more current than the polls.<\/p>\n<p class=\"wp-block-paragraph\">\u201cThey all relate to voters\u2019 perception of the performance of the Trump administration,\u201d Miller told Fortune. \u201cThat\u2019s the thread running through all the races. The factors include affordability, the economy, and the war in Iran, the issues that motivate voters. The states don\u2019t move independently of one another. When voters\u2019 view of those issues turns more negative, the Republican numbers drop on all the races.\u201d <\/p>\n<p class=\"wp-block-paragraph\">In other words, Trump has effectively nationalized the battle for the U.S. Senate.<\/p>\n<p class=\"wp-block-paragraph\">Miller added that the impact of Trump\u2019s tireless stumping is harder to assess. \u201cPeople have come to expect certain things from Trump,\u201d he said. \u201cThe way he behaves is not a surprise, it\u2019s a continuous thing.\u201d <\/p>\n<p class=\"wp-block-paragraph\">Most of what the president says on the Senate campaign trail, according to Miller, simply reinforces the view of Trump and his party that voters already hold. \u201cStill, there\u2019s no evidence he\u2019s helping,\u201d Miller said. \u201cIt doesn\u2019t appear that his appearances are a positive.\u201d <\/p>\n<p class=\"wp-block-paragraph\">One instance where his model found that Trump\u2019s rhetoric backfired: The POTUS\u2019s defense of the ad Vivek Ramaswamy ran in Ohio featuring the mother of his Democratic opponent Amy Acton severely criticizing her daughter. \u201cFollowing Trump\u2019s praise of the ad, we saw a huge drop in the Republican percentage,\u201d Miller noted.<\/p>\n<p>Republican numbers have dropped big time in almost all the key races<\/p>\n<p class=\"wp-block-paragraph\">He pointed out that in the last 10 days, \u201ca lot of contests are moving a little bit\u201d in the Democratic direction from day to day, but the cumulative gains are substantial. In the five elections where the Democrats have long harbored chances for a flip, the GOP stands below 30% in all of them, from a high of 28.4% in Alaska to a low of 2% in North Carolina. <\/p>\n<p class=\"wp-block-paragraph\">The Republicans\u2019 best chance comes in Maine, where incumbent Susan Collins sits at 34.7%. In Michigan, the probability of a Republican flip via beating Abdul El-Sayed has faded from over one-third in mid-September to a current count of 24.5%.<\/p>\n<p class=\"wp-block-paragraph\">The Miller model now points to high possibility of Democratic wins in states that, until a few days ago, the GOP counted on as surely in their column. \u201cThose are the races I\u2019ve been watching closely and the move towards the Democrats in the last few days is surprising a lot of people,\u201d says Miller. In the Iowa run for an open seat, Republican Josh Turek held an almost 62% shot at victory as of Sept. 17; now, he\u2019s dropped to 51.6% as his opponent Ashley Hinson pulls almost even.<\/p>\n<p class=\"wp-block-paragraph\">In Kansas, Sen. Roger Marshall looked on track for easy re-election just two months ago at around 75%. His number\u2019s dipped to 43.9%, and suffered a 7.1% drop just in the past 24 hours.<\/p>\n<p class=\"wp-block-paragraph\">Miller highlighted that Virtualtout.io and its NowCast will keep running all through Election Day, and will be first to call races, mainly based on its analysis of the swings in the betting odds. <\/p>\n<p class=\"wp-block-paragraph\">Of course, the Republicans could hang on by keeping Kansas and Iowa, winning Maine where their odds are still decent, and defying the probabilities in Texas or one other key state. It\u2019s a narrow path that in recent days now looks far narrower as Midwestern strongholds swing blue.<\/p>\n<p>#Top #data #scientists #model #Democrats #odds #Senate #Kansas #trends #blue<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data scientist Thomas Miller\u2019s site handicapping outcomes for the U.S. Senate races now shows overwhelming&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[245],"tags":[2132,569,288,15815,1193,2586,3501,1843,187,321,13920],"_links":{"self":[{"href":"https:\/\/stock999.top\/index.php?rest_route=\/wp\/v2\/posts\/19591"}],"collection":[{"href":"https:\/\/stock999.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/stock999.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/stock999.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/stock999.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=19591"}],"version-history":[{"count":0,"href":"https:\/\/stock999.top\/index.php?rest_route=\/wp\/v2\/posts\/19591\/revisions"}],"wp:attachment":[{"href":"https:\/\/stock999.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=19591"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/stock999.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=19591"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/stock999.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=19591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}