Dev harness
Match-review core
Toggle state, role, and brief_type. The founder role uses projectForFounder() before the data reaches the component — defense-in-depth, not CSS-hiding.
State
user_role
brief_type
Matches (10)
Rank #1 · very strong
Two-decade operator in skilled-trades workforce development.
Why surfaced
Direct operating experience in the same wedge (HVAC bootcamps for adults), with a track record of placement-rate outcomes.
Best for
- Realistic time-to-competency and curriculum hour-count benchmarks
- How contractors actually buy training today
- What breaks at 200+ student cohorts
Profile signals
- · 15+ years in skilled-trades workforce development
- · Operated a multi-state program with documented placement outcomes
- · Trade-school operator background
Full reasoning (rbv_team)
Per priority_question[0] ("time-to-competency"), this expert scored 0.86 on operating fit and 0.79 on recency proxy (current title). They lead "Lincoln Tech apprentice ops." Trade-off: their recency in adult bootcamps specifically is inferred from current company, not dated employment history (see data-gap note). Suggested intro questions: ...
Role types
- Operator (Executive) — bootcamp operator
- Domain Expert — vocational training
- Ecosystem (Customer / Partner) — HVAC contractor
- Regulator / Policy
- Investor — workforce edtech