Make it easy to understand and answer your request.
A referral can improve visibility, but it does not replace role alignment or interview performance. Good outreach is specific, truthful, respectful and easy to decline.
Would you refer this person?
“Hi, I saw you work at Company X. Please refer me for any ML openings.” What makes this difficult to answer?
What a referral actually does
May improve visibility
An application may enter an employee referral channel or receive contextual attention.
Does not guarantee selection
The candidate still needs suitable evidence and must clear the interview.
Requires comfort
A thoughtful request allows the person to review the resume and decline without pressure.
Referral request structure
Name the exact role
Include the role title and link or requisition ID.
Show two pieces of relevant evidence
Use outcomes or ownership, not an autobiography.
Explain the connection
Why are you approaching this person rather than sending the same message to everyone?
Make a small, respectful request
Ask them to consider referring after reviewing the evidence. Give them room to decline.
Cold outreach is usually a conversation request
Too broad
“Can you guide me about getting into machine learning?”
Focused
“Your move from analytics into ML platform work caught my attention. I am preparing for a similar transition. Would you be open to a 15-minute conversation about how your team evaluates production ML depth? I will come with two focused questions.”
Follow-up etiquette
- Send one concise follow-up after a reasonable interval.
- Add useful context rather than writing only “following up.”
- Do not pressure someone to refer without reviewing your background.
- Thank people who respond, even when they cannot help.
- Track outreach so the same person does not receive repeated generic messages.