• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
ConferencesMost Powerful Women

How tech companies are trying to prevent ethical lapses around A.I.

Erika Fry
By
Erika Fry
Erika Fry
Down Arrow Button Icon
Erika Fry
By
Erika Fry
Erika Fry
Down Arrow Button Icon
October 12, 2021, 12:05 PM ET

The tech industry has had no shortage of soul-searching moments in recent months (or years) with reports and accusations of ethical lapses—at Google, Facebook, and countless other companies and startups—piling up in the media and before Congress. 

Is there a way for tech companies to more responsibly navigate the gray, unregulated spaces they’re often operating in—especially where artificial intelligence is involved?

Industry experts speaking at the Fortune Most Powerful Women Summit in Washington, D.C., on Monday offered their prescriptions. 

Principles and structured governance

“The approach we’ve taken is to be very principled about it,” said Raj Seshadri, president of data and services for Mastercard, a company whose data includes 90 billion financial transactions involving 2.7 billion cards in 210 countries. The company has principles around data security and transparency as well as consumers’ rights, she noted, adding that when it comes to artificial intelligence, her team tries to probe the A.I.’s sources: Are there sampling biases in the data? Are you coding in the right things? 

“It’s about having a disciplined approach,” Seshadri said, explaining that Mastercard has tried to create safeguards to ensure the ethics of its technology—from training its data scientists to identify biases in the data that drives A.I., to creating a governance committee that those data scientists can turn to when they need guidance. “Sometimes the problems are quite tricky and difficult,” she added. “It’s not that straightforward—we need a few brains to come together to think about it.”

Diverse perspectives

Lisa Edwards, president and COO of Diligent, a software company that specializes in corporate governance, stressed the importance of having people from diverse backgrounds in those data-science governance positions, to prevent a situation where a group’s bias simply reinforces the technology’s bias.  

Checking and rechecking the technology

Edna Conway, vice president and chief security and risk officer for Microsoft Azure, emphasized that the most advanced technology can also help evaluate products and A.I. systems for biased output. She argued that companies should test their technology  “relentlessly” to ensure that A.I. is being used ethically. Seshadri agreed, noting that Mastercard reviews its products periodically to make sure they are working as intended and without unanticipated biases or unforeseen consequences. 

Subscribe to Fortune Daily to get essential business stories delivered straight to your inbox each morning.

About the Author
Erika Fry
By Erika Fry
LinkedIn iconTwitter icon
See full bioRight Arrow Button Icon

Latest from our Conferences

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 from our Conferences

mark
ConferencesHospitality
Hyatt’s CEO has built a ‘family’ culture for 20 years. Now he’s leaning on it
By Nick LichtenbergApril 30, 2026
11 hours ago
sweet
ConferencesConsulting
Accenture’s Julie Sweet blew up 50 years of company history. She says the hardest part is still ahead
By Nick LichtenbergApril 29, 2026
1 day ago
anirudh
Conferencesdisruption
Cadence CEO on the AI boom and human nature: ‘there are more tools, but the human part is not different’
By Nick LichtenbergApril 23, 2026
7 days ago
‘I think it’s a mistake’: Delta CEO Ed Bastian refuses to call it ‘artificial intelligence’ because it scares people
ConferencesDelta Air Lines
‘I think it’s a mistake’: Delta CEO Ed Bastian refuses to call it ‘artificial intelligence’ because it scares people
By Nick LichtenbergApril 22, 2026
8 days ago
Fortune Workplace Innovation Summit logo
ConferencesWorkplace Innovation Summit
Fortune Workplace Innovation Summit 2026 livestream
By Fortune EditorsMarch 23, 2026
1 month ago
Fortune COO Summit 2026 livestream
ConferencesCOO Summit
Fortune COO Summit 2026 livestream
By Fortune EditorsMarch 23, 2026
1 month ago

Most Popular

Apple cofounder Ronald Wayne—whose stake would be worth up to $400 billion had he not sold it in 1976—says that at 91, he has no regrets
Success
Apple cofounder Ronald Wayne—whose stake would be worth up to $400 billion had he not sold it in 1976—says that at 91, he has no regrets
By Preston ForeApril 27, 2026
3 days ago
‘They left me no choice’: Powell isn’t going anywhere—blocking Trump from another Fed appointee
Banking
‘They left me no choice’: Powell isn’t going anywhere—blocking Trump from another Fed appointee
By Eva RoytburgApril 29, 2026
1 day ago
Google Cloud revenue is now 18% of Alphabet's business. Is this the beginning of the end of Google's search identity?
Big Tech
Google Cloud revenue is now 18% of Alphabet's business. Is this the beginning of the end of Google's search identity?
By Alexei OreskovicApril 29, 2026
21 hours ago
Jamie Dimon gets candid about national debt: ‘There will be a bond crisis, and then we’ll have to deal with it’
Economy
Jamie Dimon gets candid about national debt: ‘There will be a bond crisis, and then we’ll have to deal with it’
By Eleanor PringleApril 29, 2026
1 day ago
‘The cost of compute is far beyond the costs of the employees’: Nvidia executive says right now AI is more expensive than paying human workers
AI
‘The cost of compute is far beyond the costs of the employees’: Nvidia executive says right now AI is more expensive than paying human workers
By Sasha RogelbergApril 28, 2026
3 days ago
Elon Musk says saving for retirement is irrelevant because AI is going to create a world of abundance: 'It won't matter'
Future of Work
Elon Musk says saving for retirement is irrelevant because AI is going to create a world of abundance: 'It won't matter'
By Marco Quiroz-GutierrezApril 26, 2026
4 days 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.