
The topic at job-seeking gatherings has changed. It has moved from which company is hiring to whether this job will still exist in a few years. It means that people preparing for the same certification are now asking each other different questions. Anxiety moves faster than job postings.
Over the past year, the employment anxiety felt by job seekers has tripled. Another survey released the same week gives the opposite impression. It found that software engineers were the group that was shaken the least. Add to this the analysis that entry-level hiring has declined, and the three strands of data appear to tell different stories.
But these three do not contradict one another. They are the result of looking at a single fact from different heights. What AI cuts away is not the occupation as a whole.
It is the entry-level hiring that leads into that occupation. It means that instead of measuring the total volume of fear, we need to look at which years of experience in which occupation are actually thinning.
Why does it start with the first rung. The work given to new hires is mostly standardized. It involves producing documents according to a set format, extending existing code in similar ways, and moving results into tables. Generative tools, that is, programs that produce drafts from a few lines of instruction, absorbed exactly that area the fastest.
Experienced workers' jobs, by contrast, are closer to judgment. They sort out which of the drafts produced are usable, point out what is wrong, and take responsibility for the results. The survey finding that engineers were shaken less is read as reflecting the thickness of this layer. What tools do well and what people get paid for had been separated.
There is, of course, a counterargument. It points out that if the entry-level door narrows, the experienced layer will also empty out in a few years. If no one has stepped on the first rung, where will the people who stand on the second rung come from.
If fear is described in terms of occupations, the responses also come in terms of occupations. A diagnosis that "this occupation is at risk" produces nothing more than advice to change majors. Diagnose it as the first rung thinning, and the responses change into something concrete. How to design assignments that train new hires in judgment, and what they will build experience on once standardized work disappears, come down to practical questions on the job.
Today's tools produce drafts quickly but do not know on their own whether those drafts are wrong. Verification remains the work of people, and the people who could handle it were those who had picked up a feel for it by passing through standardized work. No organization has completed a training method to replace this path.
The advice anxious job seekers need is probably not to abandon their occupation. When reading job postings, it is better to distinguish whether the work involves producing drafts or sorting through drafts. If a role puts the second kind of work within reach, it is worth entering even if the door is narrow.
