• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
PoliticsU.S. Presidential Election

Data scientist nails the Trump gaffe that started what looks today like a building Harris landslide

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
September 22, 2024, 2:41 PM ET
Trump at the National Association of Black Journalists convention on July 31.
Trump at the National Association of Black Journalists convention on July 31.Scott Olson—Getty Images

Tom Miller just pinpointed the precise moment that, he maintains, the presidential race turned from numbers strongly favoring Donald Trump into a substantial lead for Vice President Kamala Harris that she’s kept to this day.

Recommended Video

“It was staring me right in the face, but at first I missed it,” the Northwestern University data scientist told this reporter by phone on Sunday. “I saw this huge jump in Harris’s support on July 31st, but didn’t put it together with Trump’s appearance at the National Association of Black Journalists convention that day. That event, and not the debate that just made things worse for Trump, marked the decisive turning point in the campaign.”

Miller’s election forecast is based not on polls, but on the prices for both candidates posted on the PredictIt betting site. He regards the PredictIt odds as far more reliable than polls, which reflect voter preferences that are four to five days old. And since they typically survey 500-1,500 likely voters, polls reflect a great deal of statistical “noise”—hence the wide variability in the numbers posted by the various modelers.

PredictIt is the most liquid betting market, averaging around 37,000 wagers a day, according to Miller. And given that each player is subject to a $850 limit, no single bettor or group of high rollers can artificially inflate the odds for one candidate or the other.

Trump led before the NABJ debacle

The Miller model posits first that the PredicIt odds closely reflect popular vote percentages. Put simply, a candidate given a 55% chance of winning, or priced at 55 cents on PredictIt, is likely to receive a similar share of all ballots cast. Second, Miller shows that historically, the popular voting shares closely track the portion of the 538 electoral votes each contender receives. That relationship, he found, has been extremely stable over every race since 1960.

Miller’s homepage, The Virtual Tout, displays a graph showing the share of electoral votes trending towards the Democratic side, overlaid by the events that have significantly moved the odds, and hence the swings in the projected electoral count around the 270 needed to prevail.

Between July 21—the day President Biden left the contest and endorsed Harris—and July 27, her electoral count rose substantially. After that, her numbers went flat for four straight days.

“She was still well behind the former president, and it looked like her electoral numbers had plateaued,” Miller says.

But then, Miller contends, a tremor struck that could very well turn into a Harris landslide by November. On July 31, Trump falsely suggested at the NABJ’s annual colloquy that Harris had altered the way she characterized her racial heritage, questioned her bi-racial background, and charged the VP of “happening to turn Black” and that Harris “now wants to be known as Black.”

Though the incendiary comments raised outrage in the press and among pundits, virtually no one has pegged Trump’s NABJ interview as the pivotal juncture in the election. Miller points out that the PredictIt market turned frenzied that day as bettors shifted en masse from Trump to Harris.

“Over 100,000 shares traded that last day of July, three times the usual number,” he says. “Literally overnight, the election shifted from leaning Republican, to trending Democratic, as Harris surged to over 270. Trump’s statements at the NABJ conference proved a complete disaster for his campaign. It had nothing to do with anything Harris did. The huge shift was all Trump’s doing.”

Following the NABJ debacle, Trump partly closed the chasm—then came the debate

Miller’s chart shows that Harris’s electoral count kept climbing in the two weeks that followed, reaching a peak shortly before the start of the Democratic National Convention. But the Windy City extravaganza itself failed to provide an added bump. By early September, her numbers had drifted downwards slightly. And on Sept. 6, news that Trump’s hush money trial would be delayed until after the election lifted his numbers. The day before the debate, he trailed by only a narrow margin.

“At that point, though Harris still led, the race was almost a dead heat,” says Miller. “It’s remarkable that most of the jumps in Trump’s numbers come as the result of good news about his legal issues.”

Then, the face-off in Philadelphia sent Harris’s forecast electoral count up big time. “That increase was the combined result of the debate and Taylor Swift’s endorsement of Harris,” says Miller.

As of Sept. 22, PredictIt prices suggest Harris’s odds of winning stand at 56.3% versus 43.7% for Trump. Those odds, Miller contends, would translate into an overwhelming win for the vice president with 43 days to go.

“Big events can change things, wars that could alter the race are raging, candidates can make big mistakes,” he cautions.

But right now, he says, Harris is way ahead, and the polls haven’t caught up with the huge win that’s probably building—and started building the day Trump made those disastrous comments to Black journalists, and blew the lead that he’s never regained.

The Fortune 500 Innovation Forum will convene Fortune 500 executives, U.S. policy officials, top founders, and thought leaders to help define what’s next for the American economy, Nov. 16-17 in Detroit. Apply here.
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 Politics

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
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
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
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Politics

Middle EastIran
Israel says ‘war is not close to ending’ as its nuclear research center is targeted for first time, hours after Iranian enrichment site was hit
By Samy Magdy, Melanie Lidman, Jill Lawless and The Associated PressMarch 21, 2026
27 minutes ago
Politicsarms, weapons, and defense
The U.S. has the world’s most advanced military, but the unforgiving economics of wars in Iran and Ukraine show quantity has a quality all its own 
By Jason MaMarch 21, 2026
2 hours ago
PoliticsICE
Trump says he will order ICE to airports for security amid government shutdown and vows to arrest ‘all illegal immigrants’
By Collin Binkley and The Associated PressMarch 21, 2026
4 hours ago
HealthHealth
It’s not just vaccines. Parents are refusing other routine preventive care for newborns—even protection from severe bleeding and blindness
By Laura Ungar and The Associated PressMarch 21, 2026
5 hours ago
PoliticsFBI
Former FBI Director Robert Mueller, who led agency after 9/11 and investigated Russia-Trump campaign ties, dies at 81
By Eric Tucker and The Associated PressMarch 21, 2026
5 hours ago
Middle EastIran
Iran launches missiles at U.K.-U.S. base 2,500 miles away in the Indian Ocean, indicating Tehran has weapons with much longer range than once thought
By Samy Magdy, Sam Mednick and The Associated PressMarch 21, 2026
9 hours 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.