CS grads are facing the worst job market in decades. Here's what actually works.

Computer science used to be the safe major. It isn't anymore.

According to Final Round AI's breakdown of recent federal labor data, CS graduates now face a 6.1% unemployment rate — the 7th highest among all college majors. Computer engineering is even worse at 7.5%. For context, philosophy majors sit at 3.2% and art history at 3%. The "useless" humanities degrees are, right now, outperforming the degree that was supposed to be a golden ticket.

And the supply side keeps climbing. CS bachelor's degrees awarded in the US more than doubled from 51,696 in 2013–2014 to 112,720 in 2022–2023, a 4.3% year-over-year increase even as overall bachelor's degrees declined 3.0% (Final Round AI). Meanwhile the demand side is shrinking: tech layoffs hit over 150,000 in 2024 and another 100,000+ in 2025. Even elite program graduates are feeling it — the share of top-school CS grads landing engineering roles at major tech companies dropped from 25% in 2022 to roughly 11–12% in recent years.

Translation: more candidates, fewer jobs, and a recruiter pile that's deeper than it's ever been. The old playbook — polish the resume, hit "apply" a few hundred times, wait — is not the playbook anymore.

Here's what actually moves the needle.

1. Build meaningful projects, not coursework clones

This is the single highest-leverage thing a new grad can do, and the data backs it up.

A 2025 Beamery study found 83% of technical hiring managers trust GitHub profiles more than traditional resumes.
78% of tech recruiters check GitHub profiles before scheduling interviews, and 65% of hiring managers consider GitHub activity more important than traditional resumes for technical roles (recruiter.daily.dev).
A CodePath survey of 200+ engineering leaders found that 34% cite public code portfolios as a top hiring signal (Fortune).

"Meaningful" is the operative word. A to-do list clone does not count. What counts is a project a stranger can look at and immediately understand: what problem it solves, why you built it, and what non-trivial decisions you made. One well-scoped project that actually works beats ten half-finished ones.

2. Respect the 11-second scan

An August 2025 InterviewPal study found recruiters spend an average of 11.2 seconds on the initial scan of a resume, with a median total review time of 1 minute 34 seconds only if it clears that first filter (InterviewPal). The often-cited 7-second eye-tracking figure from Ladders / HR Dive is on the same order of magnitude (HR Dive).

That same study notes the average corporate recruiter is juggling 15–25 open roles and 300–500+ resumes per posting. You are not being read. You are being triaged.

Implication: every bullet on your resume should survive an 11-second scan. Quantify everything. Lead with outcomes, not responsibilities. If a hiring manager can't tell what you did from a glance, you're out of the pile.

3. Apply narrow, not wide

The instinct when the market is bad is to apply to more jobs. That is exactly backwards in a market where recruiters are already drowning. Volume makes you look generic, and generic is the default reject.

A smaller number of highly-tailored applications — CV rewritten against the job description, a project or demo tied specifically to what the role needs, an outreach message that proves you read the posting — will out-convert a spray of 200 generic submissions every single time. This is the same shift we wrote about in The job search is becoming a filtering problem, not a volume problem.

4. Make a short demo, not a long cover letter

We've written about this before, and the stats above only sharpen the point. When a recruiter has 11 seconds and 400 resumes, a 60-to-120-second walkthrough of something you actually built — tied directly to the role — is disproportionately memorable. It's easy to open, easy to share internally, and it's proof instead of intent.

Cover letters are adjectives. Demos are evidence.

5. Internships and referrals still dominate entry-level

The Fortune/CodePath data is blunt about this: for entry-level tech roles, internships and referrals remain the two strongest predictors of getting hired, more than GPA or school prestige (Fortune). If you're still in school, prioritize getting any real engineering experience over optimizing GPA. If you've already graduated, warm introductions through people who have seen your work will outperform cold applications by a wide margin.

Where Jobloom fits in

Jobloom was built for this exact market. The workflow is:

Research → company-aware proposal → tailored working demo → short recorded walkthrough.

Instead of another generic application into the 400-resume pile, you send a hiring manager a specific, relevant, pre-built proof that you understood what they need and can deliver it. That's the thing recruiters actually stop scrolling for — and in a market where the 11-second scan is brutally unforgiving, it's the kind of signal that turns "no" into a conversation.

The market is hard. The response to a hard market isn't more volume. It's more signal.