Role-Based Skills Frameworks: Getting the Mapping Right
By Karthick Selvam · Published · Updated
Mapping skills to roles sounds simple. Most frameworks go wrong by mapping job titles instead of the work people actually do.
The mapping error
Two people with the title "data engineer" may do very different work: one maintains batch ETL on a warehouse, the other builds streaming ingestion. A framework built on titles gives them identical training plans, and both lose.
Map activities first
List the recurring activities in each team (ingest, model, orchestrate, test, monitor, serve) and attach the skills each activity needs. Roles then become bundles of activities.
The level error
Frameworks often define levels by years of experience. A better test is independence: can the person do the activity with guidance, alone, or while teaching others?
Keep it small
A framework with 200 skills will not be maintained. Start with the 20 to 30 skills that drive most delivery outcomes and revisit them twice a year.
Frequently asked questions
Who should own the framework?
Engineering leadership should own the content, and L&D should own the process and tooling around it.
Turn this into a team capability
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