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Reputation / Trust Assessment

vr.wm-per-015 · wm-per-015-reputation-trust-assessment

Evidence-based assessment with issuer and appeal lifecycle

World Models Society, people and institutions SOC.PER.TRU

Bundle → Layer → Finding → Questions Filled

3 bundles · 3 layers · 5 findings · 10 questions

Scope and issuer Who assesses whom and for what.

Assessment frame

Subject, purpose and issuer.

Purpose and scope

The purpose and context for which trust is assessed.

  1. For which purpose and context is the trust assessment made?
  2. Is its use limited to that purpose, and by what rule?

Issuer and method

The issuing party and the method it applied.

  1. Who issued the assessment, and under what published method?
  2. Was the assessment automated, human or both?
Evidence and result What the judgement rests on.

Evidence base

The facts and signals used.

Evidence items

The records used, with dates and sources.

  1. Which records and signals were used, and how old are they?
  2. Were any sensitive characteristics used directly or by proxy?

Result and validity

The score or rating and how long it holds.

  1. What rating or level was given, and on what scale?
  2. When does the assessment expire or need renewal?
Contest and correction How the subject can challenge it.

Appeal lifecycle

Notice, dispute and correction.

Notice and appeal

Whether the subject was informed and can contest.

  1. Was the subject told about the assessment and its main reasons?
  2. Which appeals or corrections have been filed, and with what outcome?

Classifiers Filled

Family
World Models
Category
Society, people and institutions
Entry kind
standalone-mm
Navigation path
NAV.SOC.PER.TRU
Domain
SOC.PER.TRU
Industry
Cross-industry
Tags
reputationtrustassessmentsoc.per.tru

What it is Filled

A reputation or trust assessment is a recorded judgement by an identified issuer about how far a person or party can be trusted for a stated purpose, based on evidence such as transactions, reviews, verified credentials or conduct, with a lifecycle that allows correction and appeal. It is a scoped, evidence-backed assessment, not a general social score, and differs from a credential, which attests a fact rather than rating trust.

Why it exists Filled

Evidence-based assessment with issuer and appeal lifecycle

Distinguishing features Filled

  • Scoped to a stated purpose and issuer, unlike a general social score.
  • A judgement built on evidence, unlike a credential or attestation of a single fact.
  • Has a lifecycle with expiry, correction and appeal.
  • Distinct from the person or party it is about and from individual reviews that feed it.

What robots and AI may and may not do Filled

Must not

  • Build general-purpose social scores of people.
  • Use protected characteristics or their proxies to rate trust.
  • Make legally or similarly significant decisions about a person solely from an automated score.
  • Reuse an assessment for a purpose its issuer did not state.
  • Publish a person's assessment beyond those entitled to see it.

Only with a human decision

  • Decisions with legal or similarly significant effect on the subject.
  • Resolving an appeal against an assessment.

May

  • Retrieve an assessment with its issuer, purpose, method and date.
  • Explain the main factors behind an assessment to the subject.
  • Record disputes and route them to the issuer.
  • Flag assessments that are expired or used outside their stated purpose.

Moral aspects Filled

  • Trust scores can lock people out of work, housing, credit or platforms, often without them knowing.
  • Biased evidence or methods reproduce discrimination at scale.
  • Fake reviews and manipulation can destroy or inflate reputations unfairly.

Who is affected

  • People and parties being assessed
  • Parties relying on assessments
  • Issuers and platforms

Owners Filled

Steward

The issuer that defines the method, makes the assessment and handles appeals.

Master systems

  • Reputation or review platform database
  • Risk and trust decisioning system

Links to other meta-models Filled

parent

  • WM-PER-001

What else AI and robots need to interact with it Filled

Identity and identifiers required Filled

  • Identified by the issuer's assessment identifier, the subject's identifier and the assessment date.
  • Verifiable forms may be expressed as signed credentials with a credential identifier.

Direct properties not applicable Not applicable

Not applicable

The subject is an institutional or informational record with no physical quantities of its own.

Recognition optional Filled

  • Marked by a subject, an issuer, a purpose, a rating and a date.
  • Often confused with a credential, an individual review or a credit report.

Capabilities and actions required Filled

  • Can be issued, updated, expired, disputed and corrected.
  • Can be shared with relying parties under the subject's consent or a legal basis.

Hazards and failure modes required Filled

  • Unfair exclusion from services through wrong or stale assessments.
  • Manipulation through fake reviews or sybil accounts.

Standards and interfaces required Filled

  • W3C Verifiable Credentials Data Model for portable signed assessments.
  • ISO 20488 for online consumer reviews.
  • Data subject access and objection procedures under data protection law.

Context of use required Filled

  • Used on marketplaces, sharing platforms, supplier vetting and online communities.
  • Automated decisions and certain scoring uses are restricted by data protection and AI law.

Sources Filled

  1. Regulation (EU) 2016/679 General Data Protection Regulation, Article 22, European Union
  2. Regulation (EU) 2024/1689 Artificial Intelligence Act, European Union
  3. ISO 20488 Online consumer reviews - Principles and requirements, International Organization for Standardization

Open questions

  • Planned model: boundary questions, research and every section remain to be written.

Machine files

Provenance

planned (registry candidate) · todo

Built from: models/runtime-index.json, ver-cy/world-models/card-supplements/wm-per-015-reputation-trust-assessment.json

Planned entry, hidden from the catalogue until researched.