Home
/
RELIGION & LIBERTY ONLINE
/
Rising to the challenges of ‘so-so automation’
Rising to the challenges of ‘so-so automation’
Nov 29, 2025 8:25 PM

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
A husband’s unemployment increases the risk of divorce
As I note every month when reporting on the latest unemployment data, jobs are one of the most important aspects of a morally functioning economy. They help us serve the needs of our neighbors and lead to human flourishing both for the individual and munities. Conversely, not having a job can adversely affect spiritual and psychological well-being of individuals and families. In fact, a new study finds that for marriages formed after 1975, a husbands’ lack of full-time employment is...
Sarah Stanley: Profile of North Korean artist Sun Mu
Today at The Federalist, Acton associate editor Sarah Stanley penned an article profiling an artist from North Korea who goes by the name of Sun Mu.This profile is inspired by a recent documentary that highlights the lifeof the artist. Sun Mu defected from the oppressive state in the late 1990s and since then has been creating art that depicts the story of his life in North Korea. In order to protect his family, Sun Mu can’t use his real name....
What WALL-E and Wilhelm Röpke teach us about work and economics
Humans have a tendency to daydream about a day or a place where work is no more, whether it be a retirement home on a golf course or a utopian society filled with leisure and merriment. But is a world without work all that desirable? In a recent lecture at Southeastern Baptist Theological Seminary, the question is explored by Dr. Hunter Baker, winner of the Acton Institute’s 2011 Novak Award and author, most recently, of The System Has a Soul:...
Is there something inherently evil about Capitalism?
What is the role that Christians play in business and the marketplace? A recent episode of Equipped with Chris Brooks, titled “Is Capitalism bad business?” wrestles with that question and more. During his introduction, Brooks explains why he was pondering the question and there are a couple of reasons. The majority of “Equipped” listeners are not clergy, but men and women who work in the marketplace. Because of that, Brooks wants to talk about the “good that business does” and...
How to understand the supply curve
Note: This is the thirdpost in a weekly video series on basic microeconomics. The supply curve seems like an easy enough concept to understand: it’s a graphic representation of the relationship between the quantity of product that a seller is willing and able to supply at a particular price. The implications for how this affects the supply of goods and services, though, is more profound than we often realize. For example, as this video from Marginal Revolution University shows, the...
Should religious exemptions be given even if they harm third parties?
“Religious liberty exemptions should be given as long as _____________.” How would you fill in the rest of that sentence? Most Americans (who are somewhat sympathetic to religious freedom) would say as long as “they don’t harm third-parties.” But is that the right standard? Thomas C. Berg has an analysis of the question in the Federalist Society Reviewin which he argues that harmful effects should not automatically be a reason to deny exemptions: The chief assertion of this article is...
Acton Institute’s Assisi conference explores roots of poverty, engines of wealth
On September 12-14 the Acton Institute’s Rome office hosted its third annual “Economics, Development and Human Flourishing” conference in Assisi for seminarians and formation staff of the Vatican’s Pontifical Urban College. Intense discussion and open debate was stimulated by challenging lectures on economics, political philosophy, anthropology, and Catholic social doctrine. The lectures were reinforced by showings of the Institute’s video curriculum “PovertyCure”, a six-episode DVD rich in graphic content, intellectual analysis and dramatic stories about poverty in Africa, Asia and...
Catholicism in a world of secular moralism
Acton Institute Director of Research, Samuel Gregg, wrote a piece for The Catholic World Report yesterday talking about Catholics in an age of secular moralism. Often times, Catholics fall into a trap of reducing their faith to various political, economic, and social agendas, losing sight of what is at the core of true Catholicism. This is what Gregg calls secular moralism. Gregg explains this “new morality:” Moralism, however, isn’t limited to the Christian realm. It has many secular counterparts. Prominent...
How Texas churches are fighting predatory lending on behalf of the poor
How should Christians address predatory lending that takes advantage of the poor when they are in dire straits? As I’ve argued before, I believe a helpful first step is to get churches and other faith-based organizations involved in providing short-term loans and financial counseling. But sometimes education and sacrificial generosity is not enough to solve the problem, munities have to pursue other measures. A prime example is found in Texas where several groups—including an alliance of Baptists and Catholics—worked to...
What Christians should know about fractional reserve banking
Note: This is the latest entry in the Acton blog series, “What Christians Should Know About Economics.” For other entries inthe series seethis post. The Term:Fractional Reserve Banking What it Means:Understanding fractional reserve banking is easier if we separate what it is (which is rather simple to explain) and the effects the system produces(which is slightly plicated). Let’s start by taking the term fractional reserve banking and working backwards. First, there is the banking part. For our purposes we mainly...
Related Classification
Copyright 2023-2025 - www.mreligion.com All Rights Reserved