Data Scientist
Core
Build and ship applied ML models for matching, recommendation, and ranking to connect job seekers with skills and pathways.
Role type
Senior IC applied data scientist (workforce matching)
Builds
AI-powered platform connecting people to jobs, skills, and pathways
Domain
Workforce development / Labor market data / SaaS
Deliverable
production ML models
Required skills
applied data science, Python, SQL, machine learning, NLP, recommendation/matching techniques, large dataset handling, technical communication
Preferred skills
recommender systems at scale, skills/occupation frameworks (O*NET, ESCO), pairing classical ML with LLMs
Technologies
scikit-learn, AWS SageMaker, Airflow, dbt, PostgreSQL, Redshift, MongoDB, Looker
Responsibilities
Build, evaluate, and ship models for matching, recommendation, and ranking; work with skills and occupation taxonomies and labor market data; collaborate with Engineering to move models into production; translate messy data into clear findings and recommendations
Seniority
Senior, hands-on IC
