Wednesday, October 7, 2026

General-Purpose Technologies Generally Do Come with Job Concerns

At least one study suggests that Millennials use artificial intelligence tools more than Generation Z. According to a survey conducted by Channel V Media, 47 percent of Millennials use generative AI, compared to 44 percent of Gen Z, 42 percent of Gen X and 32 percent of Baby Boomers.


According to that survey, Gen Z is the generation most anxious about AI and most afraid of losing its own job to it. 


source: Channel V Media 


But history might suggest such initial hesitations must simply be dealt with, as there is little, if any, precedent for people being able to opt out or avoid the impact of new general-purpose technologies. Non-adoption, like it or not, is rarely, if ever, widely possible. 


Technology

Initial worker reaction

Who tended to adopt fastest?

What happened to the "avoiders"?

Strategic lesson

Steam power

Fear of mechanization and displacement; Luddites famously attacked machinery in some industries

Firms and workers whose jobs could exploit mechanization

Avoiding machines did not prevent mechanization; occupations and industries changed

You couldn't opt out of the production system

Electricity

Initially viewed as an industrial substitute for existing power systems

Firms reorganizing factories around electric motors

Firms that merely substituted electric motors for steam got less benefit than firms that redesigned production

Adoption matters, but complementary organizational change matters more

Telephone

Concerns about disruption of existing communications and occupations

Businesses and professionals with high communication needs

Nonusers increasingly faced a disadvantage in a connected economy

Network technologies reward participation

Personal computer

Significant worker anxiety about clerical/administrative automation

Younger, more educated and occupationally exposed workers disproportionately

Computer nonusers increasingly concentrated in lower-wage occupations

Avoidance could protect a particular task, but not necessarily the career

Internet

Similar fears about retail, media, travel agencies, newspapers, etc.

Younger and more educated workers initially; adoption subsequently became nearly universal

Non-adoption increasingly imposed an economic and social penalty

The technology eventually became infrastructure rather than an optional skill

GenAI

Explicit fear that the technology will eliminate one's occupation

Younger workers and highly exposed occupations are among the earliest users

Avoidance may preserve some skills temporarily but risks losing complementary AI skills

Learning to use AI may be the modern equivalent of learning the PC


In all likelihood, the data simply reflects the fact that AI is arriving, and quite possibly eliminating some entry-level jobs, just as many Gen Zers are entering the work force.


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General-Purpose Technologies Generally Do Come with Job Concerns

At least one study suggests that Millennials use artificial intelligence tools more than Generation Z. According to a survey conducted by C...