Short-horizon selection filter
- Target paths with clear milestone outputs every 2-3 weeks.
- Avoid broad catalogs without role-specific capstone deliverables.
- Estimate completion by weekly hours, not marketing estimates.
- Confirm each module maps to a concrete interview talking point.
A six-month horizon works when scope is strict and artifacts are published continuously.