If you happen to’re making use of for junior roles proper now, you’ve most likely observed one thing bizarre: the listings nonetheless exist, however the doorways simply really feel heavier to push. Purposes go right into a void and also you see associates with respectable CVs getting ghosted.
You’re not imagining it. I’ve lined this within the weblog earlier than, once I went by means of Anthropic’s report on AI’s labor market impact: junior-level roles in AI-exposed occupations are displaying an actual, statistically vital drop in entry charges for staff aged 22–25. Folks aren’t getting too laid off (though we now have layoffs from huge techs, the unemployment price hasn’t moved considerably), they’re simply not getting employed within the first place.
Through the previous yr, I’ve interviewed greater than 500 candidates for DareData, but in addition beneficial dozens of candidates for firms that attain out to me asking for Information Scientists, ML Engineers and Product Managers. On this weblog put up, I wish to share what’s truly working for the individuals who break by means of. None of that is “hustle tougher” recommendation and it’s not technical, for positive. And quite a lot of what hiring managers care about isn’t on the checklist of issues candidates suppose they need to be optimising for — nor within the job put up.
Let’s get into it.
1. Be the one who takes care of issues
That is, by far, essentially the most underrated ability within the trendy job market. It’s additionally the one I search for first once I’m interviewing somebody for a junior position — particularly on the lookout for conditions the place they’ve assumed duty after they didn’t have to. I’ve spoken about this ability again and again on my management weblog.
“Taking good care of issues” sounds obscure, however it’s easy: when one thing is in your plate, everybody is aware of that you will see that the assets to get it finished (be aware that this doesn’t imply that you simply have the useful resource, however that you simply will discover the assets wanted to finish a activity).
If you happen to’ve ever labored in a group, you already know precisely the sort of particular person I imply, and also you additionally understand how uncommon they’re.
The rationale this ability is so beneficial now’s as a result of AI handles the activity layer pretty effectively. What it might probably’t do is personal a thread of labor end-to-end throughout people, methods, and ambiguity. That’s the hole that’s getting extra beneficial and when you grow to be recognized for closing loops, you grow to be hireable in a means that doesn’t depend upon which framework is scorching this yr.
You may practise this ability wherever: at college, in volunteer work, even at residence. Tackle the duty that appears too huge and simply ace it by means of.
2. Study to disagree with out being a ache
The cliché model of teamwork recommendation is “be a group participant,” which is just too obscure. The factor I truly display screen for in interviews is whether or not somebody can disagree with me constructively in a 45-minute dialog.
I’ll float an opinion that’s intentionally a bit off, about an architectural selection, or a course of query, or easy methods to scope a venture. I wish to see how the candidates suppose and if they will commerce concepts and opinions with out turning into defensive. The unhealthy responses are the apparent ones (simply agreeing with me, or arguing aggressively).
Disagreeing effectively is a ability that compounds with expertise, however you may get a head begin simply by watching how badly most younger folks do it. 🙂
3. Volunteer someplace
Volunteering is the holy grail of networking.
My first correct gig with DareData got here by means of a volunteer organisation. I wasn’t making use of for jobs at that time, I used to be simply serving to run issues at a non-profit context the place I occurred to satisfy individuals who later considered me when a management place opened up. Volunteering in areas tied to the work you wish to do is the way you expose your self to luck.
The error juniors make is treating volunteer work as a CV line. The CV line is the byproduct, whereas the precise worth is that you simply spend time round individuals who do issues, and people folks keep in mind you. Six months later when any individual says “we want somebody for X”, your identify is on high of the checklist, particularly when you observe recommendation number one.
If you happen to’re early profession, discover a pupil membership, an NGO, an open-source venture, a meetup group. To be helpful in a spot the place helpful individuals are paying consideration.
4. Your portfolio is your resume now
If you happen to’re a technical particular person, GitHub issues and a private web site issues. Something that lets a hiring supervisor see your work issues in a world flooded by AI generated CVs.
After I’m reviewing a junior utility, the CV tells me what you declare however the portfolio tells me what’s truly true. As I largely rent AI engineers, I can inform inside 30 seconds of taking a look at somebody’s GitHub whether or not they perceive what they’re doing, the commit messages, the README high quality, the construction of the tasks, whether or not the repos are deserted shells or precise working issues. Sure, and I can spot AI generated slop in repos too!
You don’t want spectacular tasks, you simply want actual tasks tied with one thing you get pleasure from and love. The scale doesn’t matter, however how a lot ardour you set in it, does.
If you happen to’re not technical: the identical logic applies, simply in a unique format. A portfolio web site with case research, just a few well-written analyses on Medium, A presentation deck from an actual venture you ran. Something that lets somebody consider the work, not simply the declare.
5. Write in public
Most younger folks suppose they don’t have something price saying till they’re extra skilled and that’s fallacious. I’ve learn items from college students so stuffed with curiosity that I’d fortunately learn a long-form essay from them.
Decide a subject you care about and begin writing about it publicly. Substack, Medium, LinkedIn, your personal weblog, it doesn’t matter. The platform issues lower than the consistency. The rationale this works is straightforward: most juniors are invisible to hiring managers till they apply. If you happen to write publicly about your area for six months, you arrive on the interview already half-known. The hiring supervisor could have learn your stuff or famous you.
The trick is to write down about what you’re studying, not what you’ve mastered. It’s a win-win: chances are you’ll get observed, but in addition enhance on the compreheension of subjects you wish to learn about.
Oh, and by no means let AI outline your writing type. 🙂 Everybody can spot apparent AI prose from a mile away now, don’t lower that nook.
6. Get fluent at working with AI earlier than AI works with out you
That is most likely the obvious recommendation.
Each junior I interview now, I quietly assess for one factor: can they work with an AI instrument intelligently? In the present day, working with AI intelligently just isn’t copy-pasting code or paragraphs from AI instruments. I imply extra: do they know when to belief the output, when to push again, when to confirm, when to throw it out? Do they deal with the mannequin like a teammate they’re supervising, or like an oracle?
The juniors who’re getting employed proper now deal with AI as a multiplier on their judgement. The ones who aren’t, treat it as a substitute for their judgement.
Do actual work with these instruments, regularly, and take note of the place they make it easier to and the place they damage you.
If you happen to’re a pupil or a current grad studying this, I don’t wish to idiot you: the market is tougher than it was, and the anxiousness you’re feeling is rational. Pretending in any other case could be fallacious.
However the issues that get you employed proper now usually are not the issues AI is automating. AI is nice at duties, however it’s not good at proudly owning a thread of labor throughout people and ambiguity, at disagreeing constructively in a room stuffed with opinions, at noticing what no one assigned, at being the particular person colleagues belief. That’s nonetheless you.
People aren’t activity executors. We’re the layer that maps how duties join, who wants what, when one thing goes off the rails, and what’s truly price doing within the first place. That layer is getting extra beneficial, as a result of there’s extra output flying round that wants somebody with judgement to make sense of it.
Present up because the sort of candidate who already appears to be like like they’re doing the job, and the door opens. While you set up your self as a dependable future skilled, your fame does the networking for you, no purposes required.

