• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
FinanceAmerican Politics

Trump’s odds have surged over the past week and he now holds a 2-vote electoral college lead, says prominent data scientist

Shawn Tully
By
Shawn Tully
Shawn Tully
Senior Editor-at-Large
Down Arrow Button Icon
Shawn Tully
By
Shawn Tully
Shawn Tully
Senior Editor-at-Large
Down Arrow Button Icon
October 10, 2024, 4:00 AM ET
Kamala Harris had the lead, but a data scientist’s model shows the race swinging back to a virtual dead heat.
Kamala Harris had the lead, but a data scientist’s model shows the race swinging back to a virtual dead heat.Scott Olson—Getty Images

This writer has been filing regular updates on the outlook for the presidential election based on projections by renowned data scientist Thomas Miller, a professor at Northwestern University. Miller maintains that his model, guided by political betting data, is a much better forecaster than following the individual polls.

Recommended Video

Miller stresses that his approach is based on the results from over 60 years of presidential elections.

I became convinced that Miller’s got a better system while following his framework and predictions during the 2020 election cycle. He called the presidential race for Biden within 12 electoral votes, and in the Georgia senatorial runoffs that followed, posited that Democrats Raphael Warnock and Jon Ossoff would both win when the polls still showed them trailing their GOP opponents by substantial margins.

On the Harris-Trump race, I’ve posted three stories between Sept. 18 and Oct. 3, and in all of them, Miller’s methodology showed Kamala Harris holding a big lead, while the polls displayed a dead heat, and the media almost invariably characterized the contest as too close to call. In fact, the earliest piece stated that, by Miller’s metrics, the vice president could be headed for a landslide approaching President Lyndon B. Johnson’s blowout victory in 1964. Even in the Oct. 3 update, Harris—as of the previous day—was leading the former president by a big bulge of 66 electoral votes, 302 to 236.

In the past week, the contest has taken yet another abrupt turn—this time in Trump’s favor

In a battle that already charts like the craziest of rides on the waviest of roller coasters, Donald Trump over the week through midday on Oct. 9 has staged a sharp comeback. To Miller, that’s proved something of a surprise, since in the 20 days or so following the presidential debate, the race had seemingly entered a steady state where Harris consistently held the lead. But as of midnight on Oct. 8, the Miller system gives a tiny edge to Trump: 270, versus 268 for Harris. “This is the first time in history that a race has gone from a toss-up to a landslide for one party; then to a toss-up then to [a] near landslide for the other party, then back to a toss-up,” Miller told Fortune. “The dynamic of this election is that after one candidate jumps way out in front, the race always works its way back to even. That’s where it stands now. I follow this minute by minute, and the results keep toggling back and forth around the 270 electoral votes needed to win.”

It’s important to briefly review the Miller model that worked so well in 2020. It’s governed by two ruling principles. The first relies on the probabilities expressed by bettors who’ll reap big gains if the candidate they’re wagering will win, not the one they plan to vote for, prevails on Nov. 5. To get those odds, Miller uses the prices posted on the most established political betting site, PredictIt, which on average trades a gigantic 35,000 shares a day, bought or sold on the two candidates. Miller eliminates the votes for third party contenders, and makes the Trump and Harris prices equivalent to 100% of the total.

He then deploys his methodology to translate the probabilities into popular vote shares for each candidate. That task requires a number of adjustments. For example, a 50% share on PredictIt for Trump equates to less than 50% of the likely popular vote for the GOP ticket, in part because the wagerers are mainly men, and often regular sports gamblers, who lean Republican. On the other hand, a Republican ticket can win at well under half the popular vote, another factor Miller has calibrated in his number crunching.

The second ruling guideline: The projected popular vote percentages closely track the share of electoral votes each candidate receives. That’s the data scientist’s takeaway from studying every election since 1960. In the past few days, the PredictIt odds have narrowed from favoring Harris by several points to virtually even, accounting for the electoral lead that’s now seesawing from one candidate to the other, within a narrow band of a few electoral votes (EVs).

Following the careening course is an exercise in electoral whiplash

On his homepage, the Virtual Tout, Miller posts a graph showing the Democrat EV share at the close of each day, overlaid by big events that appear to have moved voters. The graph resembles a giant “S” laid on its side. In early June, a Biden-Trump face-off looked like an even match. That was the first “toss-up” moment. Following their debate on June 27, Trump took a huge lead, and by the time of the Republican convention in mid-July, Trump had a commanding total of well over 300 EVs. That was the “first landslide” phase, and the only one for Trump. The Republican standard-bearer maintained a double-digit EV lead until his disastrous appearance before the National Association of Black Journalists on July 31, where he falsely claimed that Harris had misled voters about her race.

That day, the Democrats took the lead for the first time. But Trump bounced back fast, almost leveling the count by Aug. 5. That’s the “second toss-up” point. The next day, Harris secured the nomination and named Tim Walz as her running mate. Biden’s withdrawal gave the Dems a big boost, and sent Harris climbing; she reached a summit of just over 350 electoral votes on Aug. 11. That milestone marked the apex of the “second landslide” span, this time tagging Harris as the big victor just a month after Trump looked like an easy winner.

Once again, Trump closed the gap, getting within seven EVs of Harris on Sept. 9, the day before the debate. That’s the “third toss-up” point. Famously, Trump’s disappointing performance onstage in Philadelphia sent loads of EVs into the Harris column. This time, the uptrend peaked on Sept. 20 at 337 Harris votes to Trump’s 201. The chart had careened to the “third landslide” zone, the second time in six weeks that Harris looked headed for a walkaway.

In late September, the gulf gradually narrowed. Miller believes that JD Vance did a bit better than Walz in their Oct. 1 debate. But Vance’s good performance, he says, did virtually nothing to improve Trump’s chances. Two days later, Harris still held a significant edge of 58 EVs at 298 to 240. Trump’s big surge started on Oct. 4. In the four days that followed, he vaulted to 270 and into the tiniest of leads, while Harris dropped by 30 EVs to 268.

Miller sees a deadlock until Nov. 5, not a continued movement toward Trump

I ask Miller if he sees a wave building for Trump, given the momentum he’s shown in the past few days. “I don’t think so,” he replies. “Trump’s still playing to his base. I haven’t seen him changing his pitch to reach out to more voters like a normal politician.” So what accounts for the sudden jump in GOP numbers? “It may be because of fears of widespread warfare in the Middle East, and that American troops will join the conflict,” he notes. “The Biden regime is pursuing a traditional foreign policy of supporting allies militarily, leading to the view that could happen. Trump is more of an isolationist, and that appeals to a lot of people who think of Afghanistan and Iraq and say, ‘Why are we trying to do this? Why get involved in foreign wars?’ A lot of people across the spectrum are not interested in our going to war.”

The pattern of huge surges that keep deflating, bringing the race back again and again into even balance, symbolizes America’s current predicament. “We’re an incredibly divided nation,” says Miller. “The most likely trend over the next 26 days to Nov. 5 is that the forecast keeps going back to a toss-up. The next month will be a crazy time.”

Join us at the Fortune Workplace Innovation Summit May 19–20, 2026, in Atlanta. The next era of workplace innovation is here—and the old playbook is being rewritten. At this exclusive, high-energy event, the world’s most innovative leaders will convene to explore how AI, humanity, and strategy converge to redefine, again, the future of work. Register now.
About the Author
Shawn Tully
By Shawn TullySenior Editor-at-Large

Shawn Tully is a senior editor-at-large at Fortune, covering the biggest trends in business, aviation, politics, and leadership.

See full bioRight Arrow Button Icon

Latest in Finance

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Lists Calendar
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Lists Calendar
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Finance

Duke Energy trucks amassed in January at the Charlotte Motor Speedway to help restore power after Winter Storm Fern.
EnergyUtilities
Utility giant Duke Energy plans to spend industry record $103 billion on growth as data centers and affordability take center stage
By Jordan BlumApril 25, 2026
3 hours ago
According to Warren Buffett’s math the stock market is officially in ‘playing with fire’ territory. So when is the next crash coming?
InvestingFinance
According to Warren Buffett’s math the stock market is officially in ‘playing with fire’ territory. So when is the next crash coming?
By Shawn TullyApril 25, 2026
3 hours ago
A replica of a Lockheed Martin missile
PoliticsDefense
‘A golden opportunity right now based on who’s in government.’ Trump’s bellicose presidency means defense firms are raking it in
By Tristan BoveApril 25, 2026
4 hours ago
Payday loan debt: How to get out and find alternatives
Personal Financemoney management
Payday loan debt: How to get out and find alternatives
By Joseph HostetlerApril 24, 2026
11 hours ago
A container ship in the canal
EnergyShipping
Even as businesses spend $4 million to cross Panama Canal, they say ‘it’s safer and less expensive’ than the Strait of Hormuz
By Alma Solis, Megan Janetsky and The Associated PressApril 24, 2026
13 hours ago
investors
EconomyIntel
Intel’s blowout quarter just sparked its best day since 1987
By The Associated Press and Stan ChoeApril 24, 2026
13 hours ago

Most Popular

Despite nearing their 60s, nearly four in 10 Americans heading towards the end of their careers don’t even have a retirement account
Success
Despite nearing their 60s, nearly four in 10 Americans heading towards the end of their careers don’t even have a retirement account
By Emma BurleighApril 23, 2026
2 days ago
When interest on national debt overtook military spending, it triggered a limit where the U.S. may ‘cease to be a great power,’ warns Hoover historian
Economy
When interest on national debt overtook military spending, it triggered a limit where the U.S. may ‘cease to be a great power,’ warns Hoover historian
By Eleanor PringleApril 23, 2026
2 days ago
‘Don’t leave’: Jensen Huang challenges billionaire class as he insists ‘highest taxes in the world’ are OK with him
Big Tech
‘Don’t leave’: Jensen Huang challenges billionaire class as he insists ‘highest taxes in the world’ are OK with him
By Jacqueline MunisApril 23, 2026
2 days ago
This is a ‘come to Jesus moment’: Ford CEO says American carmakers are battling a perfect storm
C-Suite
This is a ‘come to Jesus moment’: Ford CEO says American carmakers are battling a perfect storm
By Marco Quiroz-GutierrezApril 24, 2026
16 hours ago
The longevity revolution is here. Our systems still think we die at 65
Commentary
The longevity revolution is here. Our systems still think we die at 65
By Ken DychtwaldApril 23, 2026
2 days ago
Stocks slump globally as Trump says he's in no rush to end the war—and California is running out of jet fuel
Energy
Stocks slump globally as Trump says he's in no rush to end the war—and California is running out of jet fuel
By Jim EdwardsApril 24, 2026
1 day ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.