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Data Scientist Referral Request Message Generator
Create a polite referral request that makes it easy for a contact to say yes for data scientist roles. Fill in a few details, optionally paste the job description, and the generator weaves the matching keywords in and scores your coverage. Nothing leaves your browser.
Referral Request Message generator
458 characters
ATS keyword match—
Paste a job description to see which keywords your referral request covers.
How ATS keyword matching works
Applicant tracking systems rank applications by how well they match the job description. Paste the job ad and the generator finds the role keywords it contains — plus any terms it repeats — weaves them into your text and shows which are covered. Click a missing keyword to add it, but only if you genuinely have that skill.
Data Scientist keywords recruiters search for
machine learning Python pandas scikit-learn TensorFlow PyTorch SQL statistical modeling feature engineering NLP LLMs experimentation model deployment
Hi there, I hope you're doing well! I saw that Northwind is hiring a Data Scientist and I'm very interested. I have 5 years of experience in Python, machine learning and SQL, and I recently shipped a churn model that improved retention by 6% in its first quarter. Would you be comfortable referring me, or pointing me to the hiring manager? I'm happy to send my resume and a two-line summary to make it easy for you. Thanks so much either way, Alex Morgan
Tips for a referral request that gets replies
- Lead with who you are and why you are writing in the first line.
- Quantify one achievement — numbers stand out to recruiters and to ATS parsers.
- Send plain text (no tables or columns) so ATS software can read it.
- Proofread names and company spelling — it is the most common mistake.
Data Scientist ATS keywords
| Keyword | Type |
|---|---|
| machine learning | Skill / practice |
| Python | Tool / technology |
| pandas | Skill / practice |
| scikit-learn | Skill / practice |
| TensorFlow | Tool / technology |
| PyTorch | Tool / technology |
| SQL | Tool / technology |
| statistical modeling | Skill / practice |
| feature engineering | Skill / practice |
| NLP | Tool / technology |
| LLMs | Tool / technology |
| experimentation | Skill / practice |
| model deployment | Skill / practice |
Frequently asked questions
What is an ATS-friendly referral request?
One written in plain text with standard wording, the exact job title and the keywords from the job description, so applicant tracking software can parse and rank it.
Do I need to paste the job description?
No, but it helps: the generator then matches your text to the keywords that employer is screening for.
Is my information stored?
Only on your own device (your name, years and skills are remembered for next time). Nothing is uploaded.
Is it free?
Yes — free and unlimited.