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Demonstration research sample — not a live rating of real businesses.

location · London · GB

BMW Park Lane

Demonstration data

Brand location operated by Park Lane Motors. Operator and brand evidence stay on their own nodes.

Trust Score

84

research.v0 composite. Not a published formula.

Evidence Confidence

92%

How much weight this evidence can bear.

Enough evidence to publish a score

Reputation 88Evidence depth 41%Freshness 97%

Last calculated 18 September 2026 · evidence as of 17 September 2026 · research.v0

Why this assessment

  1. shrinkagesynthetic.public_ratings: raw 4.60 from 210 reviews shrinks toward prior 3.8 (n0=30) → 4.500.
  2. combine_sourcesInverse-n weighted shrunk mean across 1 PUBLIC source(s) is 4.500 stars → 87.5/100.
  3. paid_claim_isolationDECLARED/INFERRED/DISPUTED rows can exist on the ledger but do not increase reputation, confidence, depth, or provisional assessment. Paying or claiming cannot buy a higher number.
  4. composite_placeholderresearch.v0 composite is 0.70*reputation + 0.15*confidence + 0.10*depth + 0.05*freshness. Weights are experimental placeholders.
  5. parent_non_inheritanceOnly evidence bound to this entity_id was used. Parent/brand ratings are not mixed into location reputation.

Identity

Durable identifier
tt_loc_gb_bmw_park_lane
Entity type
location
Place
66 Park Lane, London, GB
Parent
BMW UK
Assessment record
research.v0 · calculated 18 September 2026 · evidence as of 17 September 2026

Evidence

Bound to this entity only. Parent rows, if listed, are network context and do not drive this location’s reputation.

ClassFactValueSourceConfidence
PUBLICidentity.name"BMW Park Lane"
synthetic.osm_extract
ODbL-synthetic-not-real
99%
PUBLICreputation.star_rating{"mean":4.6,"count":210,"scale":[1,5]}
synthetic.public_ratings
CC-BY-synthetic-not-real
99%

Network context (not inherited)

ClassFactValueSourceConfidence
PUBLICidentity.name"BMW UK"
synthetic.companies_house
Open-Government-Licence-synthetic
99%
PUBLICreputation.star_rating{"mean":4.5,"count":12000,"scale":[1,5]}
synthetic.public_ratings
CC-BY-synthetic-not-real
99%

Assessment history

  1. 2026-09-18 · fixture complete

    84 · confidence 92%

Related entities

Machine profile: /api/v1/profiles/tt_loc_gb_bmw_park_lane · embed