Skip to content
Search

Latest Stories

Follow Us:
Top Stories

Artificial Intelligence Series, Part 1: Productivity and Opportunity

Artificial Intelligence Series, Part 1: Productivity and Opportunity
Getty Images

Leland R. Beaumont is an independent wisdom researcher who is seeking real good. He is currently developing the Applied Wisdom curriculum on Wikiversity.

This article is adapted from the previously published article Who owns the Productivity dividend?


Let’s consider this simple story.

Hans Schumacher is a kind man who has owned the family shoe business for many years. Shoe manufacturing technology continues to improve, and it is time to replace his obsolete Mark II shoe machine with a new Mark V model.

Today, the Mark II Shoe machine manufactures 10,000 shoes each day requiring 10 workers to operate it.

The new Mark V machine is twice as fast. It can manufacture 20,000 shoes each day with 10 operators, or 10,000 shoes each day with only 5 operators.

The new machine is arriving, and Hans faces a difficult choice[1]. He can:

1. Retain his 10 employees, manufacture 20,000 shoes each day and hope to find enough customers, perhaps by reducing prices and increasing marketing, to sell all those shoes. Here the productivity dividend —the benefits resulting from increased productivity—is shared between Hans, who is selling more shoes, and the customers who are getting shoes at a lower price. Hans knows that the number of feet in the world remains relatively constant, so he is concerned that it may be difficult to sell so many more shoes.

2. Layoff 5 employees, retain 5 employees, and manufacture 10,000 shoes each day with only half the number of employees. Here the productivity dividend goes to Hans, and the 5 employees laid off become unemployed. Hans would feel bad for the loyal employees he would layoff but sometimes that’s just business.

3. Some blend of these options, such as 16,000 shoes each day with 8 employees.

4. Retain all 10 employees, but have them work half-time, and continue to manufacture 10,000 shoes each day. He now has choices in how to pay the employees. Based on hours worked, it would be fair to pay them half what they were getting earlier. Based on productivity, he could afford to pay them the same as they were making earlier. He liked that idea.

This inspired him to imagine another option. What if he could find 5 employees who would volunteer to leave in return for receiving ongoing severance payments? With the money saved by this reduced workforce he could create a productivity dividend fund. This fund is the direct result of the increased productivity. The resulting savings could go into the fund, and the employees that volunteered to leave would receive payments from the fund as their share of the productivity dividend.

[1] I recognize this analysis neglects the purchase price of the Mark V machine, material costs, cost of sales, and other costs not related to manufacturing labor. Presenting this simple model as a thought experiment allows us to focus on alternatives for distributing the productivity dividend.

The new Mark V Shoe machine manufactures 10,000 shoes each day requiring only 5 workers to operate it. The savings could go into the productivity dividend fund and be distributed to the displaced workers.

This raised several important questions he needed to consider:

  • Would this undermine the work ethic?
  • Has anything like this been done before?
  • Is this starting down the slippery slope toward socialism, or even communism?
  • How would the displaced workers spend their free time?
  • Would this be fair?
  • Would the business become uncompetitive?

Hans had serious issues to deliberate before making his decision.

This is the first in a three-part series exploring the future of productivity. Re-visit The Fulcrum for the next installment in this series on Friday, August 18, where we dive into the difficult concept of deliberation on the effects of increased productivity.

Read the introduction to this series here.


Read More

Trump’s Anti-Latino Racism is a Major Liability for Democracy

Close-up of sign reading 'Immigrants Make America Great' at a Baltimore rally.

Trump’s Anti-Latino Racism is a Major Liability for Democracy

Donald Trump’s second administration has fully clarified Latinos’ racial position in America: our ethnic group’s labor, culture, and aspirations are too much for his supporters to stomach. The Latino presence in America triggers too many uneasy questions (are they White?), too many doubts (are they really American?), and too much resentment (why are they doing better than me?).

Trump’s targeted deportations of undocumented Latinos, unwarranted arrests of Latino citizens, and heightened ICE presence in Latino neighborhoods address these worries by lumping Latinos with Black people. Simply put, we have become yet another visible population that America socially stigmatizes, economically exploits, and politically terrorizes because aggrieved White adults want to preserve their rank as our nation’s premier racial group. The cumulative impacts are serious: just yesterday, an international panel of investigators on human rights and racism, backed by the U.N., found that such actions have resulted in “grave human rights violations.”

Keep ReadingShow less
Posters are displayed next to Sen. Ted Cruz (R-TX) as he speaks at a news conference to unveil the Take It Down Act to protect victims against non-consensual intimate image abuse, on Capitol Hill on June 18, 2024 in Washington, DC.

A lawsuit against xAI over AI-generated deepfakes targeting teenage girls exposes a growing crisis in schools. As laws struggle to keep up, this story explores AI accountability, teen safety, and what educators and parents must do now.

Getty Images, Andrew Harnik

Deepfakes: The New Face of Cyberbullying and Why Parents, Schools, and Lawmakers Must Act

As a former teacher who worked in a high school when Snapchat was born, I witnessed the birth of sexting and its impact on teens. I recall asking a parent whether he was checking his daughter’s phone for inappropriate messages. His response was, “sometimes you just don’t want to know.” But the federal lawsuit filed last week against Elon Musk's xAI has put a national spotlight on AI-generated deepfakes and the teenage girls they target. Parents and teachers can’t ignore the crisis inside our schools.

AI Companies Built the Tool. The Grok Lawsuit Says They Own the Damage.

Whether the theory of French prosecutors–that Elon Musk deliberately allowed the sexualized image controversy to grow so that it would drive up activity on the platform and boost the company’s valuation–is true or not, when a company makes the decision to build a tool and knows that it can be weaponized but chooses to release it anyway, they are making a risk-based decision believing that they can act without consequence. The Grok lawsuit could make these types of business decisions much more costly.

Keep ReadingShow less
Team Trump had to start a war to learn how the global economy works

U.S. President Donald Trump speaks to reporters before boarding Air Force One at Palm Beach International Airport on Monday, March 23, 2026, in West Palm Beach, Fla.

(Roberto Schmidt/Getty Images/TNS)

Team Trump had to start a war to learn how the global economy works

Early Monday morning of March 23, financial markets surged when President Donald Trump claimed there had been productive talks with Iran about ending the war. Therefore he backed off a vow to bomb Iranian power plants if the Strait of Hormuz wasn’t reopened by Monday evening. Iran denies any such talks actually took place.

This is a rare moment in which reasonable people can be torn about which government is more believable.

Keep ReadingShow less