{"id":2099,"slug":"proximity-and-reviews-dominate-local","title":"Factor 2 — Proximity + review prominence dominate LOCAL markets","kind":"reference","scope":"business","status":"current","audiences":["kevin","candid-team"],"topics":["local-seo-mechanics","proximity-as-dominant-local-factor","review-revenue-causal-evidence"],"reference_body":"**Claim:** For local businesses, **physical distance to the searcher** dominates and is largely fixed; **review volume, recency, and rating** are the strongest factors a business can actually move.\n\nGoogle's stated three pillars: **relevance, distance, prominence.**\n\n**Key sub-findings:**\n\n- Proximity ~55% of local-pack weight (Whitespark 2026 + Search Atlas ML, independent corroboration). See [[proximity-uncontrollable-local-factor]] in sister brief [[research-brief-smb-widget-difficulty-to-work-june-2026]].\n- GBP is the single largest controllable lever (Whitespark 2026 — GBP 32%).\n- Reviews now ~20% of local-pack weight (up from 16% in 2023); review RECENCY rising in importance. Sterling Sky case study: rankings rose/fell with steady review flow.\n- Keywords in business name confer real (somewhat exploitable) advantage — controlled Hawkins test moved a listing from unranked to position 4 with a service-term name change.\n- DEBUNKED tactics: GBP posts don't affect ranking; description not used; service-area settings don't expand ranking radius. See [[sterling-sky-controlled-tests-debunked-tactics]] in sister brief [[research-brief-smb-widget-difficulty-to-work-june-2026]].\n\n**How local difficulty differs from national:**\n\n- **Geographically bounded** — you compete only with businesses near the searcher. More enterable for a small operator than national organic.\n- **Proximity caps optimization** — no amount of SEO overcomes being far from the searcher.\n- **Map filtering** — when multiple businesses share a category + location, Google filters out all but the strongest at default zoom.\n\n**Timeframe:** A new GBP in a moderately competitive category typically needs 3-6 months of consistent work; weeks in low-competition/rural; longer in contested urban (lawyers, dentists, locksmiths).","rationale_body":null,"metadata":null,"links":{"outgoing":[{"slug":"luca-hbs-yelp-one-star-revenue","title":"Luca HBS WP 12-016 — one-star Yelp = 5-9% revenue (regression-discontinuity, the causal anchor)","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"sterling-sky-review-velocity-case-study","title":"Sterling Sky / Joy Hawkins — rankings rise and fall in direct correlation with review velocity","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"hawkins-business-name-keyword-test","title":"Joy Hawkins controlled test — adding service term to GBP name moved listing from unranked to #4","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"spp-soci-126-percent-local-pack-traffic-uplift","title":"SOCi — local-pack visibility drives ~126% more traffic and ~93% more actions vs below","kind":"reference","scope":"business","link_type":"relates-to"}],"incoming":[{"slug":"research-brief-smb-widget-market-difficulty-june-2026","title":"Research brief: SMB widget market difficulty — six ranked factors (June 2026)","kind":"reference","scope":"business","link_type":"depends-on"}]},"created_at":"2026-06-23T19:16:04.200Z","updated_at":"2026-06-23T19:16:04.200Z"}