The networking guide
How to get out of the applicant pile when you do not already know anyone: the message that gets a reply, and the loop that means you eventually stop sending cold ones.
Most applications land in a pile of several hundred, and the resume advice that helps you inside that pile has limits. Networking is how you get out of it, and it does not require already knowing people. It requires building a chain of introductions from a cold start, which takes longer than sending applications and works considerably better.
There are two separate things here. The first is the outreach message itself, which is a tactic you can use this week. The second is a loop that takes months and ends with you not needing cold messages at all.
Undergraduates and graduate students should skip ahead to the feedback loop. Access to alumni and faculty is the strongest networking position you will ever be in, and it gets considerably harder to use once you have left. Everything above still applies, but that section is where the leverage is.
Seven things to get right
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You get nothing if you do not try
The base rate on messages you do not send is zero. That is the whole argument.
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Assume they are busy
They almost certainly are, and since you are the one reaching out, assume their time is worth more than yours. That single assumption fixes most bad outreach on its own.
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Keep the first message to one paragraph
You can always add detail once someone replies. A long opening message gets ignored, because length signals that answering it will be work.
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Be direct about what you want
Nothing gets a message deleted faster than obvious subterfuge, like an applicant who clearly wants a referral opening with a request to hear about your experience. Assume the reader already suspects that is what you want, because it is by far the most common request.
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Say so if you genuinely are not asking for a referral
If you really are just learning about the field, to inform a grad school decision for instance, state that explicitly in the first message. Otherwise it will not be believed.
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Be honest with yourself about fit
If you would not realistically be a top 10 to 20% candidate for the role, adjust your expectations before you send. A referral costs the referrer something, and they know it.
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Apply to the role first
It is much easier for someone to help when your name is already in the system and you can point to a specific posting. It also gives your message a concrete subject rather than a general request.
In priority order
- Hiring managers, especially anyone with “I’m hiring” in their byline.
- Warm connections: real mutual acquaintances, the same university, the same program or networking group.
- People whose job resembles the one you want, when you have no warm connection at all.
Do not exhaust yourself on spray-and-pray outreach and then have nothing left for the openings that genuinely fit. A smaller number of well-aimed messages will beat volume.
If you have no connection at all inside a company, find the person whose skill set most resembles yours. I get frequent referral requests from people well outside my field, and I cannot make a credible assessment of their level or fit, so I do not respond. That is not unusual, and it is not personal.
What I send hiring managers
Use this after applying, if you have not heard from a recruiter within a few days. Square brackets mark what to replace.
Hi [first name],
I noticed [X we have in common — same university, same study abroad program, same networking group; skip this if there isn’t one] and that you’re hiring for roles in my field. I’ve been working in [specific field] for the past few years but [short, neutral reason you’re moving] and am actively looking at similar roles. I’ve already applied to [specific role at your company], though I’m flexible if something else is a better fit. I know HR can get swamped, so I was hoping we could speak directly and see if I’d be a good match for your team. Thanks so much!
[Your name]
It names the connection, names the role, shows you have already taken the obvious step, and asks for one specific thing that costs almost nothing to grant. If they reply, that is when you go into detail.
The networking feedback loop, while you still have a campus
Individual messages are the tactic. This is the strategy, and it compounds, because each step makes the next one warmer until you are no longer starting from cold.
It is built on two things students have and other candidates do not: an alumni list that will answer you because you share an institution, and faculty who keep long relationships with former students now working in industry. Alumni will still take your message years after you graduate, but faculty access fades quickly, so this is worth running while you are enrolled.
The other advantage is posture, and it matters more than it sounds. A cold referral request puts you in the position of asking a stranger for a favor, and both of you can feel it. Asking an alum which faculty are worth working with costs them almost nothing, and it puts you in an ordinary conversation rather than a transaction. By the time you actually need a referral, you are asking someone who already knows your name and has helped you once before.
- Start with alumni, and do not ask for a referral
Reach out to alumni from your university and ask for advice instead: which faculty are worth working with, which teams or internships are worth a look. Advice costs far less to give than a job does, and most people enjoy giving it. - Approach faculty with a specific reason
Use what the alumni told you to contact professors, aiming for a research assistant role or a read on where their students end up. You now have a reason to be in touch that is not please help me. - Let faculty make the introduction
Professors keep long relationships with former students who are now in industry. An introduction from a faculty member arrives warm in a way your cold message never will. - Close the loop with the people who started it
Go back to the alumni you first contacted, tell them what you did with their advice, and thank them. Almost everyone skips this step, and it is the one that turns a single exchange into a relationship. - Now you have a network
You have alumni, faculty, and industry contacts who know your name and have already invested a little in your progress. Advice, mentorship, and referrals can be asked for warmly rather than cold.
None of this is transactional and none of it works on a two-week timeline. Start with curiosity, add what value you can, and keep the relationships alive after you have gotten what you needed.
The loop takes months, which is the argument for starting it well before you need it, ideally a year or more before you graduate. If you are already mid-search, run the message template now and start the loop alongside it, because the next search will be dramatically easier for having done so.
What interviewers are actually asking, as I hear it
I coach people currently interviewing at OpenAI, DeepMind, and the big tech DS teams, so I see format changes early. When something shifts, I write it up and send it out.
No fixed schedule. I send when there’s something worth sending. Unsubscribe anytime.
Once the introductions are landing
Networking gets you the conversation. The Playbook is about what happens after that: the case study, the coding round, the project deep dive, and the behavioral questions, at the senior and staff bar.