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

Trendingnow

1

Trump, who has repeatedly called climate change fake, is now threatening Brazil with tariffs over the deforestation of the Amazon

2

Current price of oil as of June 8, 2026

3

'We didn’t see this coming': Wall Street eats its forecasts as stocks sell off globally on fear of AI bubble ahead of SpaceX IPO

1

Trump, who has repeatedly called climate change fake, is now threatening Brazil with tariffs over the deforestation of the Amazon

2

Current price of oil as of June 8, 2026

3

'We didn’t see this coming': Wall Street eats its forecasts as stocks sell off globally on fear of AI bubble ahead of SpaceX IPO
Fortune Data

Can you find founders before they know they are founders?

By
Erin Griffith
Erin Griffith
Down Arrow Button Icon
By
Erin Griffith
Erin Griffith
Down Arrow Button Icon
August 1, 2014, 11:08 AM ET
Businesswoman using laptop in modern office
Businesswoman using laptop in modern officeSam Edwards—Getty Images

If Target can figure out a teen girl was pregnant before her father did, venture firms should be able to identify founders before they start companies. All it takes is the right data.

That’s where venture capital—ever evolving—is headed. As Mark Suster pointed out last week, the venture capital landscape has become increasingly bifurcated. Seed funds are springing up everywhere, representing 67% of all new funds created, and large funds have gotten even larger. For the early stage investors, this means increased competition and frothy valuations. By the time a founder sets out to raise a seed round, the startup’s valuation might be $10 million.

One way to get around that is to invest even earlier. Invest before the company is a company. Before the founder even knows they’re a founder. Bloomberg Beta, the venture investment arm of Bloomberg LP, has been doing this for a year now.

After an unsuccessful attempt to build a database of “future founders” on its own, the firm teamed up with Mattermark, the deal intelligence company founded by Danielle Morrill. The results could have ramifications for the way investment decisions, typically driven by gut instinct and intuition, are made.

Mattermark identified the most likely career paths of successful founders, creating a pool of 1.5 million people who were connected by one to two degrees of separation to tech startups, but were not founders yet. By analyzing the people that started companies over nine months, Mattermark mapped out the strongest predictors of starting a company: a person’s education, which previous companies they’ve worked for and how senior they were, their geography, and their age. The goal was to find things that didn’t fit the standard path to entrepreneurship. As Morrill points out: “Anything that looks like a pattern, people will already find it.”

The resulting mix of people were older but less senior than you’d expect. Almost 40% of those in the dataset were over 40 years old. Almost half of the people in the data set had worked for a VC-backed company, but two thirds were not in senior leadership positions. Management consultants were twice as likely to start companies. Bloomberg Beta narrowed the list to 350 potential founders, and invited them to parties in New York and San Francisco.

Cold-emailing people based on data could feel like a creepy invasion of privacy, like Target’s maternity ads. Hi, our algorithm knows your career dreams! Indeed, some people thought it was a scam. But for the self-selecting group of around 75 people that turned up at each party, it was validating.

“People would say things like, ‘I thought about becoming a founder but I had never even told anyone,’” Morrill says. “When someone believes in you before anyone else—that’s what is really cool here . . . You can actually reinforce a dream they held very closely but never considered seriously.” Morrill admitted that telling people they were in the study probably changes the results.

Roy Bahat, who leads Bloomberg Beta, was pleased by the diversity of the group. “The data doesn’t discriminate,” he says. “A lot of the people, this was the first time they ever got tapped on the shoulder for something like this.”

Whether any of Bloomberg Beta’s potential founders have actually founded a company yet is another story. (It’s only been a few months; Bahat says “a bunch” are in the process.) Likewise, the project has not resulted in any deals for Bloomberg Beta. (“It was expected to be a long term process of getting to know people, so even if we fund zero people for the next two years, that’s fine by me,” he says.) But using data creatively to get a leg up on deal flow will only become more common. Mattermark re-ran a blind version of its study and found its model has a 25x better chance of predicting a founder.

This is one way to boost venture investing with data. Another way? Add a robot to your board of directors, like Deep Knowledge Ventures, a firm in Hong Kong. The firm’s robot board member uses machine learning to predict the best life sciences deals, taking historical data sets to reveal trends that aren’t so obvious to human VC investors. As senior partner Dmitry Kaminskiy explained to Betabeat, the robot takes emotion out of the process:

“Humans are emotional and subjective. They can make mistakes, but unlike the machines they can make brilliant intuitive decisions. Machines like VITAL use only logic. The intuition of the human investors together with machine’s logic with give a perfect collaborative team. The risk of the mistake will be minimized.”

Sure, it’s novel. But why not? “Whenever people are skeptical that you can use data to do something that previously only people had done, that makes us want to try it,” Bahat says. “When Bloomberg rolled out its first product, people were saying, ‘No, human beings have to be the ones to price bonds.’ Turns out a computer can do some of those things better.”

About the Author
By Erin Griffith
See full bioRight Arrow Button Icon

Latest in

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
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in

A man put a drink in front of Trump
HealthFood and drink
A Biden-era study told Americans to drink less alcohol. The Trump admin ‘sidelined’ the research facing pressure from the alcohol lobby
By Laura Ungar, Ali Swenson and The Associated PressJune 9, 2026
1 hour ago
Teenage boy on laptop
SuccessJobs
Around 22 million teenagers are making their pocket money on video games, online reselling, and in-game platforms like Roblox
By Emma BurleighJune 9, 2026
1 hour ago
Lockheed, Palantir and Amazon helped fund Trump’s White House ballroom. They also share more than $50 billion in federal contracts
PoliticsWhite House
Lockheed, Palantir and Amazon helped fund Trump’s White House ballroom. They also share more than $50 billion in federal contracts
By Catherina GioinoJune 9, 2026
1 hour ago
Traders sitting at computers react
InvestingStock
AI stocks are recovering after suddenly tanking last week as oil prices drop more than 3%
By Stan Choe and The Associated PressJune 9, 2026
1 hour ago
MIT researchers made a wristband to teach robots how to do housework and surgery
AIRobots
MIT researchers made a wristband to teach robots how to do housework and surgery
By The Associated Press and Rodrique NgowiJune 9, 2026
1 hour ago
Marguerite Casey Foundation to donate half a billion by 2036 to help rescue “suffering” nonprofits under Trump
MPWphilanthropy
Marguerite Casey Foundation to donate half a billion by 2036 to help rescue “suffering” nonprofits under Trump
By The Associated Press and James PollardJune 9, 2026
1 hour ago

Most Popular

Trump, who has repeatedly called climate change fake, is now threatening Brazil with tariffs over the deforestation of the Amazon
Environment
Trump, who has repeatedly called climate change fake, is now threatening Brazil with tariffs over the deforestation of the Amazon
By Sasha RogelbergJune 8, 2026
20 hours ago
Current price of oil as of June 8, 2026
Personal Finance
Current price of oil as of June 8, 2026
By Joseph HostetlerJune 8, 2026
1 day ago
'We didn’t see this coming': Wall Street eats its forecasts as stocks sell off globally on fear of AI bubble ahead of SpaceX IPO
Economy
'We didn’t see this coming': Wall Street eats its forecasts as stocks sell off globally on fear of AI bubble ahead of SpaceX IPO
By Jim EdwardsJune 8, 2026
1 day ago
Gen Zers are arriving at college unable to even read a sentence—professors warn it could lead to a generation of anxious and lonely graduates
Success
Gen Zers are arriving at college unable to even read a sentence—professors warn it could lead to a generation of anxious and lonely graduates
By Preston ForeJune 7, 2026
2 days ago
'The golden years are not golden': Boomers are hoarding most of America's wealth and power because they're terrified of outliving their money
Economy
'The golden years are not golden': Boomers are hoarding most of America's wealth and power because they're terrified of outliving their money
By Nick LichtenbergJune 7, 2026
2 days ago
Current price of silver as of Monday, June 8, 2026
Personal Finance
Current price of silver as of Monday, June 8, 2026
By Joseph HostetlerJune 8, 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.