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Tuesday, November 18, 2025

Countering a Brutal Job Market with AI – O’Reilly



Headlines surfaced by a easy “job market” search describe it as “a humiliation ritual” or “hell” and “an rising disaster for entry-level staff.” The unemployment fee within the US for latest graduates is at an “unusually excessive” 5.8%—even Harvard Enterprise Faculty graduates have been taking months to search out work. Inextricable from this dialog is the complication of AI’s potential to automate entry-level jobs, and as a software for employers to guage functions. However the widespread availability of generative AI platforms begs an neglected query: How are job seekers themselves utilizing AI?

An interview examine with upcoming grasp’s graduates at an elite UK college* sheds some mild. In distinction to widespread narratives about “laziness” or “shortcuts,” AI use comes from job seekers making an attempt to strategically sort out the digitally saturated, aggressive actuality of in the present day’s job market. Listed below are the primary takeaways:

They Use AI to Play an Inevitable Numbers Sport

Job seekers described feeling the necessity to apply to a excessive quantity of jobs due to how uncommon it’s to get a response amid the competitors. They ship out numerous functions on on-line portals and infrequently obtain a lot as an automatic rejection e mail. As Franco, a 29-year-old communications scholar put it, significantly with “LinkedIn and job portals” saturating the market, his CV is only one “in a spreadsheet of two,000 candidates.”

This context underlies how job seekers use AI, which permits them to spend much less time on any given utility by serving to to cater résumés or write cowl letters and thus put out extra functions. Seoyeon, a 24-year-old communications scholar, describes how she confronted repeated rejections regardless of how fastidiously she crafted the appliance or how certified she was.

[Employers] themselves are going to make use of AI to display screen via these functions….And after a number of rejections, it actually frustrates you since you put in a lot time and effort and keenness for this one utility to be taught that it’s simply filtered via by some AI….After that, it makes you lean in the direction of, what, I’m simply gonna put much less effort into one utility however apply for as many roles as attainable.

Seoyeon went on to say later that she even asks AI to inform her what “key phrases” she ought to have in her utility in mild of AI in hiring programs.

Her reflection reveals that AI use shouldn’t be a shortcut, however that it seems like a necessity to take care of the inevitable rejection and AI scanners, particularly in mild of corporations themselves utilizing AI to learn functions—making her “ardour” really feel like a waste.

AI as a Savior to Emotional Labor

The labor of making use of to jobs and coping with fixed rejection and little human interplay makes it a deeply emotional course of that college students describe as “draining” and “torturing,” which illuminates that AI is a technique to scale back not simply the time of labor however the emotional facet of it.

Franco felt that having to painting himself as “passionate” for a whole bunch of jobs that he wouldn’t even hear again from was an “emotional toll” that AI helped him handle.

Repeating this course of to 100 job functions, 100 job positions and having to rewrite a canopy letter in a means that feels like if it was your dream, effectively I don’t know for those who can have 100 desires.…I’d say that it does have an emotional toll….I feel that AI truly helps so much by way of, okay, I’m going that can assist you do that cowl letter so that you don’t need to mentally really feel you’re not going to get the shot.

Utilizing AI thus acted as a buffer for the emotional difficulties of being a job seeker, permitting college students to preserve psychological power in a grueling course of whereas nonetheless making use of to many roles.

The Extra Passionate They Are, the Much less AI They Use

AI use was not uniform by any means, although the job utility course of usually requires the identical supplies. Job seekers had “ardour parameters” in place, the place they dial down their use for a job that they had been extra captivated with.

Joseph, a 24-year-old psychology scholar, put this “human involvement” as “positively greater than 50%” for a job he really needs, whereas for a much less attention-grabbing function, it’s about “20%–30%.” He differentiates this by describing how, when ardour is concerned, he does deep analysis into the corporate versus counting on AI’s “summarized, nuanced-lacking data,” and writes the duvet letter from scratch—solely utilizing AI to be essential of it. In distinction, for much less fascinating jobs, AI performs a way more generative function in creating the preliminary draft that he then edits.

This factors to the truth that whereas AI feels necessary for labor effectivity, college students don’t use it indiscriminately, particularly when ardour is concerned they usually wish to put their greatest foot ahead.

They Perceive AI’s Flaws (and Work Round Them)

In their very own phrases, college students will not be heedlessly “copying and pasting” AI-generated supplies. They’re essential of AI instruments and navigate them with their issues in thoughts.

Frequent flaws in AI-generated materials embrace sounding “robotic” and “machine-like,” with some “AI” sounding phrases together with “discover” and “delve into.” Joseph asserted that he can simply inform which one is written by a human, as a result of AI-generated textual content lacks the “ardour and zeal” of somebody who’s genuinely hungry for the job.

Nandita, a 23-year-old psychology scholar, shared how AI’s tendency to “put you on a pedestal” got here via in misrepresenting info. When she requested AI to tailor her résumé, it embellished her expertise of “a week-long statement in a psychology clinic” into “neighborhood service,” which she strongly felt it wasn’t—she surmised this occurred as a result of neighborhood service was talked about within the job description she fed AI, and she or he caught it and corrected it.

Consequently, utilizing AI within the job hunt shouldn’t be a passive endeavor however requires vigilance and a essential understanding to make sure its flaws don’t damage you as a job seeker.

They Grapple with AI’s Bigger Implications

Utilizing AI shouldn’t be an unconditional endorsement of the know-how; all the scholars had been cognizant of (and frightened about) its wider social implications.

John, a 24-year-old knowledge science scholar, drew a distinction between utilizing AI in impersonal processes versus human experiences. Whereas he would use it for “a canopy letter” for a job he suspects shall be screened by AI anyway, he worries how will probably be utilized in different components of life.

I feel it’s filling in components of individuals’s lives that they don’t notice are very basic to who they’re as people. One instance I’ve at all times considered is, for those who want it for issues like cowl letters, [that]s OK] simply because it’s one thing the place it’s not very private.…However for those who can’t write a birthday card with out utilizing ChatGPT, that’s an issue.

Nandita voiced an analogous critique, drawing on her psychology background; whereas she may see AI serving to duties like “admin work,” she worries about how it might be used for remedy. She argues that an AI therapist could be “100% a Western…factor” and would fail to attach with somebody “from the agricultural space in India.”

The understanding of AI exhibits that graduates differentiate utilizing it for impersonal processes, like job looking within the digital age, from extra human-to-human conditions the place it poses a menace.

Some Grads Are Opting Out of AI Use

Although most individuals interviewed had been utilizing AI, some rejected it completely. They voiced related qualms that AI customers had, together with sounding “robotic” and never “human.” Julia, a 23-year-old regulation scholar, particularly talked about that her discipline requires “language and persuasiveness,” with “a human tone” that AI can’t replicate, and that not utilizing it might “set you aside” in job functions.

Mark, a 24-year-old sociology scholar, acknowledged the identical issues as AI customers a couple of saturated on-line arms race, however as a substitute of utilizing AI to ship out as many functions as attainable, had a special technique in thoughts: “speaking to folks in actual life.” He described how he as soon as secured a analysis job via a connection within the smoking space of a pub.

Importantly, these job seekers had related challenges with the job market as AI customers, however they opted for various methods to deal with it that emphasize human connection and voice.

Conclusion

For graduate job seekers, AI use is a layered technique that may be a direct response to the difficulties of the job market. It’s not about slicing corners however fastidiously adapting to present circumstances that require new types of digital literacy.

Shifting away from dialogue framing job seekers as lazy or unable to write down their very own supplies forces us to take a look at how the system itself may be improved for candidates and firms alike. If employers don’t need AI use, how can they create a course of that makes room for human authenticity versus AI-generated supplies that maintain the damaged cycle of hiring?

*All participant names are pseudonyms.

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