Sign up for our daily briefing

Make your busy days simpler with Axios AM/PM. Catch up on what's new and why it matters in just 5 minutes.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Catch up on the day's biggest business stories

Subscribe to Axios Closer for insights into the day’s business news and trends and why they matter

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Stay on top of the latest market trends

Subscribe to Axios Markets for the latest market trends and economic insights. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Sports news worthy of your time

Binge on the stats and stories that drive the sports world with Axios Sports. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Tech news worthy of your time

Get our smart take on technology from the Valley and D.C. with Axios Login. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Get the inside stories

Get an insider's guide to the new White House with Axios Sneak Peek. Sign up for free.

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Catch up on coronavirus stories and special reports, curated by Mike Allen everyday

Catch up on coronavirus stories and special reports, curated by Mike Allen everyday

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Denver news?

Get a daily digest of the most important stories affecting your hometown with Axios Denver

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Des Moines news?

Get a daily digest of the most important stories affecting your hometown with Axios Des Moines

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Twin Cities news?

Get a daily digest of the most important stories affecting your hometown with Axios Twin Cities

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Tampa Bay news?

Get a daily digest of the most important stories affecting your hometown with Axios Tampa Bay

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Want a daily digest of the top Charlotte news?

Get a daily digest of the most important stories affecting your hometown with Axios Charlotte

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Please enter a valid email.

Please enter a valid email.

Subscription failed
Thank you for subscribing!

Illustration: Sarah Grillo/Axios

New research offers strategies to prevent algorithms used in business from pushing unethical policies.

Why it matters: Machine-learning algorithms are increasingly being deployed in commercial settings. If they are optimized only to seek maximum revenue, they can end up treating customers in unethical ways, putting companies at reputational or even regulatory risk.

How it works: In a paper published on Wednesday in Royal Society Open Science, researchers formulated what they call the "Unethical Optimization Principle."

  • It essentially boils down to the idea that "if there is an advantage to something that will be perceived as unethical, then it is quite likely the machine learning is going to find it," says Robert MacKay, a mathematician at the University of Warwick and an author of the paper.
  • MacKay uses the example of an algorithm that prices insurance products. If it is optimized only to maximize revenue, it's likely to treat customers unfairly and even unlawfully, selecting a higher price for users whose names code as non-white.
  • In their paper, MacKay and his colleagues lay out complex mathematics that can help businesses and regulators detect the unethical strategies an algorithm might pursue in a given space and identify how the AI should be modified to prevent that behavior.

The big picture: As increasingly sophisticated algorithms take more decisions out of the hand of humans, it becomes even more important for programmers to set initial clear limits.

  • Unfortunately, as a new survey from the data science platform Anaconda demonstrates, while data scientists are increasingly concerned about the ethical implications of their work, 39% of those polled say their team has no plans in place to address fairness or bias.
  • "Businesses using algorithms need to ask questions of 'ought,' rather than just 'can,'" says Peter Wang, Anaconda's CEO.

Go deeper

Prosecutor: Fatal police shooting of Andrew Brown Jr. was "justified"

Khalil Ferebee (C), the son of Andrew Brown Jr., and attorneys Bakari Sellers (L) and Harry Daniel (R) at a May 11 news conference in Elizabeth City, North Carolina. Photo: Sean Rayford/Getty Images

A North Carolina prosecutor said Tuesday that the death of Andrew Brown Jr., a Black man fatally shot by sheriff's deputies last month, was "tragic" but "justified," due to the immediate threat officers believed Brown posed.

Why it matters: The FBI has opened a civil rights investigation into Brown's death. Police in Elizabeth City shot him five times, including in the back of his head, according to an independent autopsy report released by family attorneys last month.

McCarthy comes out against bipartisan deal on Jan. 6 commission

Photo: Win McNamee/Getty Images

House Minority Leader Kevin McCarthy (R-Calif.) will oppose a bipartisan deal announced last week that would form a 9/11-style commission to investigate the Jan. 6 Capitol riot, his office announced Tuesday.

Why it matters: McCarthy's opposition to the deal, which was negotiated by the top Republican and Democrat on the House Homeland Security Committee, underscores the internal divisions that continue to plague the GOP in the wake of Jan. 6.

2 hours ago - World

Beijing's antitrust push poses a problem for Western regulators

Illustration: Sarah Grillo/Axios

The Chinese government's anti-monopoly machinery presents a major challenge to U.S. and European regulators, a new book argues.

Why it matters: China's huge markets are attracting investment from multinational corporations and shaping the behavior of its own globe-trotting companies — giving international heft to the country's idiosyncratic antitrust enforcement and putting it on a collision course with Western-style regulation.