Home
/
RELIGION & LIBERTY ONLINE
/
Rising to the challenges of ‘so-so automation’
Rising to the challenges of ‘so-so automation’
Jan 18, 2026 8:39 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
Unemployment as economic-spiritual indicator — May 2018 report
Series Note: 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. Because unemployment is a spiritual problem, Christians in America need to understand and be aware of the monthly data on employment. Each month highlight the latest numbers we need...
Winners of 2018 Mini-Grants on Free Market Economics
The Acton Institute Mini-Grants on Free Market Economics program accepts proposals from faculty members at colleges, seminaries, and universities in the United States and Canada in order to promote the scholarship and teaching of market economics. This program allows for collaboration between faculty from different universities, as well as help future leaders to emerge, strengthen, and expand the existing network of scholars within economics. Entrants may submit proposals in two broad categories: course development and faculty scholarship. Here is plete...
How eschatology transforms our economic action
As the church continues to navigate the challenges of the modern economy, we’ve seen a renewed recognition of the “earthiness” of our God-given callings—embracing the mundane and material aspects of our daily work and rejecting the “sacred-secular divide.” Yet in our earnest efforts to e more “earthly minded” for heavenly good, we face new temptations toward a different sort of lopsidedness. In an article for FULLER Studio, Vincent Bacote reminds us of this risk, recognizing the need for balance and...
France’s 200 roads to serfdom
One of Europe’s most robust welfare states may be proving that government intervention and true social solidarity are inimical forces. Many economic interventionists on both sides of the Atlantic cite the Catholic social teaching of “solidarity” – or, at least, their own conception of it – to justify far-reaching government policies of wealth confiscation and redistribution. The British philosopher Julian Baggini wrote in The Guardian that “Tax Freedom Day” should be celebrated as “Social Solidarity Day.” But heavy-handed government policy...
6 facts about the brewing U.S.-EU trade war
Late last week, President Donald Trump announced he would impose steel and aluminum tariffs against U.S. allies across the transatlantic sphere. Here are the facts you need to know: President Trump applied a 25 percent tariff on steel and a 10 percent tariff on aluminum against the European Union, as well as NAFTA trade partners Canada and Mexico. The tariffs, originally targeting China in March on the grounds of national security, contained an exemption for U.S. allies. Last Thursday, Trump...
6 Quotes: Free Expression, Religious Freedom, and the Masterpiece Cakeshop Ruling
Earlier today the Supreme Court handed down a ruling in Masterpiece Cakeshop v. Colorado Civil Rights Commission, the most important religious freedom case of the year. Despite being a win for the bakery and its owner, Jack Phillips, the future implications of this case for religious liberty are rather narrow in scope. “In this case the adjudication concerned a context that may well be different going forward in the respects noted above,” said the Court. “However later cases raising these...
Want to ‘change the world’? Embrace the glories of economic scale
As the latest crop of college graduates enters the workforce, many ing fully loaded with grandiose plans for “social transformation,” “giving back to munities,” and “making a difference.” Unfortunately, such phrases have e slippery slogans based on a cultural imagination that is far too narrow in its basic assumptions. Whether spurred along by the idealism of college professors, the hurrahs of mencement speeches, or the hedonistic calls of cultural tropes (“follow your passion!”), today’s youth are often clouded with a...
Why tariffs and protectionism makes Americans poorer
Earlier today President Trump imposed tariffs on imported steel (25 percent) and aluminum (10 percent) from the European Union, Canada and Mexico. Not surprisingly, the tariffs triggered immediate retaliation from U.S. allies against American businesses and farmers. “This is protectionism, pure and simple,” said Jean-Claude Junker, president of the European Commission.Junker is correct. The tariffs are are a form of protectionism that is frequently proposed by populists and Democrats. But what is wrong with protectionism? The short answer is that...
Physical capital and diminishing returns
Note: This is post #81 in a weekly video series on basic economics. How did Germany and Japan achieve record economic growth following World War II? A primary reason is physical capital. In this video by Marginal Revolution University, Alex Tabarrok explains two specific concepts that deal with physical capital and the success of Germany and Japan. The first is the iron logic of diminishing returns which states that, for each new input of capital, there is less and less...
6 Quotes: G.K. Chesterton on freedom and virtue
Yesterday was the 144th birthday of G.K. Chesterton. In his honor, here are six quotes by the great British writer on freedom and virtue. On defending virtue: “The act of defending any of the cardinal virtues has today all the exhilaration of a vice.” On modern freedom: “Most modern freedom is at root fear. It is not so much that we are too bold to endure rules; it is rather that we are too timid to endure responsibilities.” On courage:...
Related Classification
Copyright 2023-2026 - www.mreligion.com All Rights Reserved