Career Progression Framework

Performs basic data pipeline tasks with guidance; runs standard connectors and monitors scheduled jobs.

Has growing understanding of Snowflake features, table design patterns, and warehouse sizing.

Can build transforms in dbt/Spark from defined specifications, working collaboratively with data analysts.

Configures SFTP endpoints and implements basic file parsing with guidance; growing familiarity with PGP encryption and file validation.

Runs data quality checks defined by others; generates basic quality reports with guidance on presentation.

Writes good, accurate production code with limited guidance; growing familiarity with CI/CD pipelines and infrastructure-as-code.