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

Trendingnow

1

The U.S. spent $30 billion to ditch textbooks for laptops and tablets: The result is the first generation less cognitively capable than their parents

2

The U.S. and Iran can't agree on fully reopening the Strait of Hormuz. The solution could be straight out of the Old Testament

3

A Trump Account could make your kid a millionaire by 45—but financial experts say the app's projections come with a catch

1

The U.S. spent $30 billion to ditch textbooks for laptops and tablets: The result is the first generation less cognitively capable than their parents

2

The U.S. and Iran can't agree on fully reopening the Strait of Hormuz. The solution could be straight out of the Old Testament

3

A Trump Account could make your kid a millionaire by 45—but financial experts say the app's projections come with a catch
MPWAmazon

Amazon Reportedly Killed an AI Recruitment System Because It Couldn’t Stop the Tool from Discriminating Against Women

By
David Meyer
David Meyer
Down Arrow Button Icon
By
David Meyer
David Meyer
Down Arrow Button Icon
October 10, 2018, 6:00 AM ET
Add Fortune on Google for similar content.

Machine learning, one of the core techniques in the field of artificial intelligence, involves teaching automated systems to devise new ways of doing things, by feeding them reams of data about the subject at hand. One of the big fears here is that biases in that data will simply be reinforced in the AI systems—and Amazon seems to have just provided an excellent example of that phenomenon.

According to a new Reuters report, Amazon spent years working on a system for automating the recruitment process. The idea was for this AI-powered system to be able to look at a collection of resumes and name the top candidates. To achieve this, Amazon fed the system a decade’s worth of resumes from people applying for jobs at Amazon.

The tech industry is famously male-dominated and, accordingly, most of those resumes came from men. So, trained on that selection of information, the recruitment system began to favor men over women.

According to Reuters’ sources, Amazon’s system taught itself to downgrade resumes with the word “women’s” in them, and to assign lower scores to graduates of two women-only colleges. Meanwhile, it decided that words such as “executed” and “captured,” which are apparently deployed more often in the resumes of male engineers, suggested the candidate should be ranked more highly.

The team tried to stop the system from taking such factors into account, but ultimately decided that it was impossible to stop it from finding new ways to discriminate against female candidates. There were apparently also issues with the underlying data that led the system to spit out rather random recommendations.

And so, Amazon reportedly killed the project at the start of 2017.

“This was never used by Amazon recruiters to evaluate candidates,” Amazon said in a statement.

Amazon isn’t the only company to be alert to the problem of algorithmic bias. Earlier this year, Facebook said it was testing a tool called Fairness Flow, for spotting racial, gender or age biases in machine-learning algorithms. And what was the first target for Facebook’s tests of the new tool? Its algorithm for matching job-seekers with companies advertising positions.

This article was updated to include Amazon’s statement.

About the Author
By David Meyer
LinkedIn icon
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in MPW

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 MPW

Taylor Swift paid New York City more than $160,000 to cover the costs tied to her wedding, Mayor Zohran Mamdani confirmed
Arts & EntertainmentTaylor Swift
Taylor Swift paid New York City more than $160,000 to cover the costs tied to her wedding, Mayor Zohran Mamdani confirmed
By The Associated Press, Catherina Gioino, Andrew Dalton and Kimberlee KruesiJuly 10, 2026
2 days ago
Around 2.6 million fewer Americans have affordable healthcare access plan as affordability becomes top issue ahead of midterms
North AmericaAmerican Politics
Around 2.6 million fewer Americans have affordable healthcare access plan as affordability becomes top issue ahead of midterms
By The Associated Press and Ali SwensonJuly 7, 2026
5 days ago
bernie
PoliticsBook Excerpt
Bernie Sanders told me exactly why he had to run. The Democratic Party still isn’t listening
By Tad DevineJuly 7, 2026
6 days ago
Indra Nooyi sitting in a chair behind a red background.
SuccessCareers
Ex-PepsiCo CEO Indra Nooyi worked from midnight until 5 a.m. as a receptionist to pay for her Yale degree—and she says ‘respect went up’ because of it
By Preston ForeJuly 6, 2026
6 days ago
p
PoliticsPope
Pope Leo marks July 4 at migrant graves, not U.S. celebrations
By Nicole Winfield, Andrea Rosa and The Associated PressJuly 4, 2026
9 days ago
How a third-generation Texas oilman transformed an organic farming company into a leading advanced nuclear startup at a small Christian college
EnergyNuclear
How a third-generation Texas oilman transformed an organic farming company into a leading advanced nuclear startup at a small Christian college
By Jordan BlumJuly 4, 2026
9 days ago

Most Popular

The U.S. spent $30 billion to ditch textbooks for laptops and tablets: The result is the first generation less cognitively capable than their parents
Innovation
The U.S. spent $30 billion to ditch textbooks for laptops and tablets: The result is the first generation less cognitively capable than their parents
By Sasha RogelbergJuly 12, 2026
13 hours ago
The U.S. and Iran can't agree on fully reopening the Strait of Hormuz. The solution could be straight out of the Old Testament
Middle East
The U.S. and Iran can't agree on fully reopening the Strait of Hormuz. The solution could be straight out of the Old Testament
By Jason MaJuly 11, 2026
1 day ago
A Trump Account could make your kid a millionaire by 45—but financial experts say the app's projections come with a catch
Personal Finance
A Trump Account could make your kid a millionaire by 45—but financial experts say the app's projections come with a catch
By Sydney LakeJuly 12, 2026
14 hours ago
Peter Thiel and other tech billionaires are publicly shielding their children from the products that made them rich
Big Tech
Peter Thiel and other tech billionaires are publicly shielding their children from the products that made them rich
By Marco Quiroz-GutierrezJuly 12, 2026
13 hours ago
Wyoming officials say Meta’s 715,000-square-foot data center is responsible for contaminating its water system with a rare bacterium
Environment
Wyoming officials say Meta’s 715,000-square-foot data center is responsible for contaminating its water system with a rare bacterium
By Sasha RogelbergJuly 10, 2026
2 days ago
Global oil demand is falling, and crude prices are down. But here's why gasoline, diesel and other refined products are still costly
Energy
Global oil demand is falling, and crude prices are down. But here's why gasoline, diesel and other refined products are still costly
By Cathy Bussewitz and The Associated PressJuly 11, 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.