{"id":1069,"slug":"coaching-marketing-correlation-causal-direction-unclear","title":"Contractor coaching ↔ marketing receptivity correlation — three plausible causal interpretations, data does not distinguish","kind":"reference","scope":"business","status":"current","audiences":["kevin","candid-team"],"topics":["gc-vertical","psychology-aversion","contractor-coaching"],"reference_body":"**Claim:** Coaching organizations (Breakthrough Academy, EOS adopters, ProfitTools — see [[breakthrough-academy-coaching-self-reported-outcomes]]) correlate with marketing receptivity, but the **causal direction is unclear**. Three plausible interpretations:\n\n1. **Selection effect** — GCs who self-select into coaching are already more business-systematic and would have adopted marketing anyway.\n2. **Treatment effect** — coaching genuinely produces marketing receptivity by teaching the owner to think in firm-level rather than craft-level terms (relevant to [[down-reveley-2004-owner-operator-identity-trade-not-firm]]).\n3. **Joint adoption** — coaching, EOS, marketing, and tech-stack modernization are bundled in practice; cause is the underlying readiness, not coaching specifically.\n\n**Confidence:** Directional. The data does not currently distinguish among these.\n\n**For Candid — qualification rule:** Treat **\"the contractor has a coach\"** as a strong qualifying signal but **not as a sufficient one**. It correlates with budget, owner-time availability, and basic systems-thinking, all of which raise close-rate. It does not by itself indicate fit; combine with the segment criteria in [[marketing-engaged-vs-averse-gc-profile-table]].","rationale_body":null,"metadata":null,"links":{"outgoing":[{"slug":"research-brief-psychology-gc-marketing-aversion-may-2026","title":"Research brief: the psychology of marketing aversion among general contractor owners (May 2026 foundation)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"breakthrough-academy-coaching-self-reported-outcomes","title":"Breakthrough Academy (Vancouver) — 70% U.S. / 30% Canadian members; self-reported −22 hrs/week, +69% net profit year one","kind":"reference","scope":"business","link_type":"depends-on"}],"incoming":[]},"created_at":"2026-05-24T23:24:06.348Z","updated_at":"2026-05-24T23:24:06.348Z"}