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Ask HN: What signals do you look for when hiring?

5•kathir05•3h ago
There is good drama out there about ATS score, resumes keywords matching, AI resumes generator, formatter.

I dont know how people are coming up with such juicy and vanity metrics but mostly are noise.

• How you think • How you solve problems • How you execute ideas • The results you’ve achieved

These are the real hiring signals that actually matter, something we consistently hear from many startup founders and recruiters.

That’s why more people are showcasing their work through portfolios. And that’s what recruiters actually look for.

Hard to productize these with or without AI but still ATS drama exists

What signals do you look for when hiring? Do you still see legacy ATS score drama relevant?

Comments

rkwap•3h ago
I mostly look for side projects on github and past experience.
rvz•3h ago
A verifiable track record that is very hard to fake.

This includes:

1. Open source contributions to high-profile / major repositories (with code-review in the open with core maintainers).

2. Side projects that are production-grade with customers and recurring revenue.

3. Given presentations at conferences.

At least 2 out of 3 of those. Years of experience is an additional plus.

But those still using keyword matching, ATS scores, leetcode don't have a clue on how to hire or who to hire as all of that can be faked, gamed and cheated by LLMs in 2026.

Instead of hiring builders, they continue to optimize for people studying for interviews and at the end of the day, I only care if you know how to make money and I prefer the former; builders over those who just study for the interview.

kathir05•2h ago
These are valid points and it's pity that none of the hiring systems are designed for these high intent signals. Simple filters like 1. open-source in repos with stars > 100. 2. regularly write blogs on core hard topics 3. Attend or give presentations on hard topics would solve 90% of hiring process.

Rather keyword matching, ATS scores, leetcode are just vanity metrics. Do you know any tool that solves for these high intent signals?

rozenmd•1h ago
A CV that tells me what you did, and what benefit it had to your employer.

I'm only impressed by side projects if they had users and/or MRR - something serious that proves you worked on it long enough to have something to show for your efforts

At the same time I wouldn't skip a candidate for not having a portfolio - a full time job is enough

Peroni•1h ago
>That’s why more people are showcasing their work through portfolios. And that’s what recruiters actually look for.

Not sure where this assumption is coming from. Most recruiters are looking for consistent work experience with reputable companies. Sure portfolios help but it's not even remotely on the same spectrum.

>I dont know how people are coming up with such juicy and vanity metrics but mostly are noise.

It's really not noise at all. If you actually use these ATS platforms from the hiring side, you'll see first hand how they've all doubled down on AI filtering. Candidates are directly experiencing increased difficulty in getting past the initial screening stages.

kathir05•38m ago
> Most recruiters are looking for consistent work experience with reputable companies.

I guess you are missing the whole startup world, talents less than 5 years into the industry and hackers who grind many side projects and Generalists Maybe what you say is relevant to SMBs and enterprise hiring. Most ATS are designed for SMBs and enterprise hiring.

I guess then Startups looking for Generalists has to mostly fallback to Google forms and HR emails for hiring.

lyfeninja•17m ago
The willingness to learn and grow is a big one for me. You always have to learn even when highly experienced but starting in a new position or industry. Additionally, critical thinking and problem solving skills along with perseverance makes a strong candidate in my eyes.

These traits show me someone is worth investing in, not just able to do a job. You'd be surprised how rare the combination is too.

kathir05•5m ago
These are very hardcore signals deeply buried in individuals work history. Resumes will never bring this out and so does legacy ATS. Candidate has to flexibly express his professional journey like a self bio book and then chances are good to extract these signals That why portfolios or personal websites are better at these. Hiring has to primarily happen via portfolios or personal websites.

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