Home
/
RELIGION & LIBERTY ONLINE
/
Rising to the challenges of ‘so-so automation’
Rising to the challenges of ‘so-so automation’
Apr 28, 2026 11:11 AM

If we assume a chaos narrative, humans have little hope peting with our petitors. But through the lens of God’s creative design, humans e protagonists in a bigger, more mysterious story of economic abundance.

Read More…

Fears about job loss and human obsolescence continue to consume the cultural pounded by ongoing strides in artificial intelligence and machine learning. The job-killing robots are almost at the door, we are told, mere moments away from replacing the last traces of human inefficiency and heralding the dawn of a world without work.

Such fears are nothing new, but up until recently they’ve been somewhat easier to dismiss. If we recount the major economic transitions of ages past, grand improvements in automation have not led to widespread unemployment. On the contrary, new technology has tended toward greater growth and opportunity, creating far more jobs than it destroys. It’s a story we have long fort in: Economic disruption is an inescapable part of creative destruction, and when we have the patience and perseverance to adapt and see things through, it’s bound to benefit all.

Yet, according to research by M.I.T.’s Daron Acemoglu and Boston University’s Pascual Restrepo, something seems to be shifting. Employment growth has started to gradually slow relative to accelerations in automation, beginning some time around the turn of the century.

“We estimate stronger displacement effects and considerably weaker reinstatement effects during the last 30 years than the decades before,” write Acemoglu and Restrepo. “These patterns hint at an acceleration of automation and a deceleration in the creation of new tasks. They also raise the question of why productivity growth has been so anemic while automation has accelerated during recent years.”

But it depends on the type of automation we’re talking about. Whereas we tend mostly to conjure up fears about large, looming robots that consume entire industries, these may, in fact, be the “friendlies.” The more pressing challenges seem to stem from what Acemoglu and Restrepo describe as “so-so automation”—moderate, halfway automations that manage to coexist with human laborers somewhere in the mundane middle.

“In contrast to some popular discussions,” write Acemoglu and Restrepo, “the new AI and robotics technologies that are more likely to reduce the demand for labor are not those that are brilliant and highly productive, but those that are ‘so-so’—just productive enough to be adopted but not much more productive or cost-saving than the production processes that they are replacing.” While plenty of new automation continues to pave new paths for human productivity, these “so-so” automations are not “sufficiently productive to bring about powerful productivity effects.”

AEI’s Brent Orrell explains the difference as follows:

For instance, GPS technology improves truck-driver efficiency, allowing more deliveries in less time and broadly raising economic productivity.… A self-checkout machine at a grocery store, on the other hand, eliminates one kind of routine work—a grocery clerk—and substitutes “free” labor from customers.

This latter kind of automation, which we might call “so-so automation,” reduces but does not eliminate demand for low-skilled workers. Since petitive pressures panies to reduce overhead by whatever means available, so-so automation is likely to proceed apace.

It’s a trend that poses unique challenges, both in how we transition and retrain the current labor force and in how we educate and empower rising generations. As Orrell observes: “It’s almost as if the virtuous cycle of e that marked the American labor market in the twentieth century shifted into reverse: accelerating technological change driving more workers toward lower-skill jobs.”

But as we face those challenges, we needn’t wallow in pessimism, assuming all is lost and the automatons have already won the day. There is plenty of good work to be done, and as Acemoglu and Restrepo conclude in a separate study, the story of human creativity is far from over:

Our evidence and conceptual approach support neither the claims that the end of human work is imminent nor the presumption that technological change will always and everywhere be favorable to labor. Rather, they suggest that if the origin of productivity growth in the future continues to be automation, the relative standing of labor, together with the task content of production, will decline.

The creation of new tasks and other technologies raising the labor intensity of production and the labor share are vital for continued wage mensurate with productivity growth. Whether such technologies will be ing depends not just on our innovation capabilities but also on the supply of different skills, demographic changes, labor market institutions, government policies including taxes and research and development spending, petition, corporate strategies, and the ecosystem of innovative clusters.

We can rise to these challenges in any number of ways, but as Orrell concludes, our solutions ought to begin not with fear and protectionism, but with an intentional focus on human development: “Rather than fight technology or attempt pete with it, we ought to be attending to human capital development—both technical and noncognitive—as the best way to reset the race between education and technology and restore the American economy as an engine of opportunity and prosperity for all.”

To do that we’ll need to reset our perspectives accordingly—particularly when es to how we view the human person. In a recent essay, Kevin J. Brown of Asbury University observed that much of modern society views the world through a “chaos narrative,” in which “beings that reproduce with superior qualities will outpace and outlive their less adapted counterparts.” Through such a lens, it’s no wonder we fret about an economy filled with servile humans who are cooperative pliant with the blind strides of the bigger, broader “evolutionary machine”—human, robotic, or otherwise.

Brown suggests we adopt a different narrative, one in which humans are not powerless cogs, but “deliberately designed and uniquely created.” “We are spiritual beings,” he writes. “We are not simply the sum of our ponents. Nor does our value merely rise to the level of our economic productivity. We have a spirit; a soul.”

If we assume the chaos narrative, humans have little hope peting with our petitors in a massive, mechanistic economic regime. We are powerless against the “so-so automations” that nestle next to our workstations and outpace our every move. But through the lens of God’s creative design, we see the opposite: humans as protagonists in a bigger, more mysterious story of economic abundance.

Through this lens, we have humility toward the doomsaying and soothsaying of economic planners and predictors, but we also have a hope in the human person that prompts us to ask ourselves a different set of questions.

How can we, as creators and economic servants, continue to refine and reimagine our roles in this next iteration of the economic order? How can we adapt the work of our hands plement new technologies and serve our neighbors even better than we currently do? How can we stay ahead of the curve in finding those places and spaces where our productivity surpasses the rising automations of the day, keeping our sights set not on our own economic security but on service to others?

We were made to bring a creative, hopeful vision to the economic order, and the challenges of “so-so automation” don’t change that one bit.

Comments
Welcome to mreligion comments! Please keep conversations courteous and on-topic. To fosterproductive and respectful conversations, you may see comments from our Community Managers.
Sign up to post
Sort by
Show More Comments
RELIGION & LIBERTY ONLINE
Downton Abbey Manners
I’m not one of those folks who are glued to the tube, but some things on television grab and hold my attention. One is Masterpiece Theatre’s Downton Abbey, that just began its fifth season in the United States this past Sunday night. I was one of millions watching according to trade journal reports. As a promotion to the new season the producers created a supplemental trailer so to speak – oldsters might call it a “double bill” – titled Manners...
There Are No ‘Black Leaders,’ Including Al Sharpton
Who are the leaders of the munity”? Who are the leaders of the “Asian munity”? These questions seem silly given the fact that whites and Asians Americans are considered to be free thinking individuals who do not need ethnic leadership. For reasons that I cannot understand, white progressives and conservatives alike seem stuck in the 1960s whenever they use phrases like “leaders of the munity.” What is even more bizarre is the seemingly fetish-like attachment to the archaic notion that...
Religion & Liberty: An Interview with Bradley Birzer
Russell KirkTo kick off this special Summer/Fall 2014 double issue of Religion & Liberty, we talk with scholar Bradley J. Birzer whose new biography of Russell Kirk examines the intellectual development of one of the most important men of letters in the twentieth century. We discuss the roots of Kirk’s thought and how it developed over time, in a characteristically singular fashion. Kirk, the author of The Conservative Mind, was not easily pigeonholed into ideological categories – fitting for a...
Another Win for Religious Freedom
After a long fight, West Michigan Manufacturer, Autocam Medical LLC has finally received “permanent protection” from the controversial HHS Mandate or “abortion pill mandate.” In 2013, pany was told it had ply with the mandate, despite owner John Kennedy’s and his family’s beliefs regarding the use of contraceptives and abortifacients. However, Hobby Lobby’s win in the Supreme Court last year reversed Autocam’s ruling and brought the case back to court. Yesterday, the District Court for Western Michigan guaranteed that pany...
Exiled, Persecuted, But Not Forgotten: The Picture Christians Project
Jeff Gardner was frustrated. As a photo-journalist working primarily in the Middle East, he is witness to the violence towards Christians on a daily basis, but the rest of the world seems unconcerned. Gardner realized it wasn’t that people didn’t care, but that they just didn’t know. It truly was an “out of sight, out of mind” situation. Gardner set out to fix this. In the fall of 2013, Gardner launched the Picture Christians Project. He hopes to a put...
Explainer: The Charlie Hebdo Terror Attack in Paris
What just happened in Paris? Today at 11:30 a.m. local time in Paris (5:30 a.m. ET), two gunmen wearing black hoods and carrying Kalashnikovs killed twelve people, including two police officers, and seriously wounded four others in an apparent terrorist attack on the offices of a French satirical news magazine that had published cartoons of the Muslim Prophet Muhammad. The gunmen escaped and are currently on the loose and being hunted by French police. (The police say they are looking...
New Issue of the Journal of Markets & Morality (17.2)
The most recent issue of the Journal of Markets & Morality, volume 17, no. 2, has been published. The full content is available online now to subscribers and will be in the mail in the next few weeks. This issue features another fine slate of scholarship on the morality of the marketplace and Christian social thought more broadly. As is our custom, this issue’s editorial by executive editor Jordan Ballor is open access (here), as are the first two installments...
Harvard Faculty Distraught After Learning Obamacare Affects Them Too
The ancient Greeks (or maybe it was Oscar Wilde) said that when the gods want to punish you, they answer your prayers. Getting what you asked for can turn out to be deeply problematic, as the supporters of Obamacare on the Harvard University faculty are discovering. As the New York Times reports, For years, Harvard’s experts on health economics and policy have advised presidents and Congress on how to provide health benefits to the nation at a reasonable cost. But...
‘There’s Nothing Better Than Having Something Of Your Own’
Remember when you bought that first thing – a car, maybe – with your own first e? Remember the feeling of pride it gave you? You’d scrubbed pots and pans in the diner kitchen all summer. Or maybe you were the “go-to” babysitter for everyone in your church. You earned that money, and you bought yourself something. Now imagine living in a world where that could never happen. You are told by the government that they will care for your...
Europe: ‘I’ve Fallen, And I Can’t Get Up’
Arthur Brooks is not the first to notice the demographic deterioration of Europe (Acton’s Sam Gregg wrote about it in his book, ing Europe), but Brooks points out that Europe isn’t just getting old, but “dotty” as well. Brooks writes in The New York Times about Europe’s aging population, and its loss of vibrancy. As important as good economic policies are, they will not fix Europe’s core problems, which are demographic, not economic. This was the point made in a...
Related Classification
Copyright 2023-2026 - www.mreligion.com All Rights Reserved