Overview
Who is Recruiting from Scratch : Recruiting from Scratch is a talent firm that focuses on placing the best candidate for our clients. Our team is 100% remote and we work with teams across North America, South America, and Europe to help them hire.
Website : recruitingfromscratch.com
Role
Title : Data Scientist
Location : San Francisco, CA (On-site)
Company Stage of Funding : Hyper-Growth, Highly Profitable Private Company
Office Type : On-site, Full-Time
Salary : $130,000 – $300,000 base + Equity
Company Description
We’re representing one of the fastest-growing companies in the world, already operating at a $100M+ revenue run rate and growing 59% month over month . The company is building advanced LLM-powered models that can predict how well someone will perform in a job better than human recruiters — automating resume review, interviews, and hiring decisions.
The technology is already trusted by the top AI labs globally . Despite rapid growth and profitability, the team remains lean and high-caliber, offering outsized opportunities for new hires to make a direct impact.
What You Will Do
As a Data Scientist , you’ll work across experimentation, analytics, and lightweight modeling to improve the company’s matching, hiring, and payout systems. In your first year, you will :
Define north-star and feature-level metrics for ranking, interview analytics, and payouts.
Design and run A / B tests and quasi-experiments , driving product decisions within days.
Build dashboards and data models to create a source of truth for internal teams.
Partner with engineers to instrument events and improve data quality and latency .
Prototype models (from baselines to gradient boosting) to improve matching and scoring .
Help evaluate LLM-powered agents through rubrics, human-in-the-loop studies, and guardrail tests.
Ideal Background
0–2 years of experience in data science, analytics, or related fields .
BS / BA in a quantitative field (or equivalent experience).
Strong proficiency in SQL and Python for analysis.
Solid understanding of statistics, experiment design, and causal inference .
Strong communication skills — able to translate analysis into clear, actionable decisions.
Preferred
Experience with dbt, dashboarding tools (Hex, Mode, Looker).
Familiarity with marketplace metrics, search / recommendation systems , or LLM / agent evaluation .
Curiosity and excitement to learn alongside teammates from top-tier trading firms, startups, and tech companies.
Compensation and Benefits
Base Salary : $130,000 – $300,000
Equity : Generous early-stage equity package
Relocation : $20,000 bonus for moving to San Francisco
Housing : $10,000 bonus for living within 0.5 miles of the office
Other Perks :
$1,000 / month food stipend
Free Equinox membership
Comprehensive health insurance
High-growth, on-site culture with outsized career trajectory
This is an ideal role for a sharp, early-career data scientist who thrives on experimentation, fast iteration, and applying analytics to high-impact product decisions — all while working at the forefront of LLM-powered hiring technology.
Salary Range : $130,000-$300,000 base. Website : recruitingfromscratch.com
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Data Scientist • San Francisco, CA, United States