When role mix bars move between years, do not panic or celebrate—get curious.
- Which track grew, and was it new logos or expansions?
- Did tool adoption change interview tasks?
- Are hour bands shifting with economic pressure?
- Did AI workflows change how writing samples are judged?
- Where is the market thin—could that be an advantage for my zone?
Bring these to a screen as conversation starters, not accusations.