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discrimination

vr.tr.discrimination · thing-q169207

Let an agent discuss discrimination accurately and neutrally, with legal protections and routes to help, and without reproducing slurs or stereotypes.

Thing Registry Information and virtual systems INF.KNW

Bundle → Layer → Finding → Questions Filled

4 bundles · 8 layers · 8 findings · 16 questions

Kind Which discrimination.

Ground

Characteristic.

Ground

Ground.

  1. On which ground is the discrimination alleged? definition
  2. Is it a protected characteristic here? boundary

Form

Direct, indirect.

Form

Form.

  1. Is it direct, indirect, harassment or victimisation? definition
  2. In which setting: work, housing, services? definition
Law Protection.

Rights

Legal protection.

Rights

Legal protection.

  1. Which law protects against this discrimination here? provenance
  2. What remedies are available? definition

Deadlines

Time limits.

Deadlines

Time limits.

  1. What time limits apply to a claim? measurement
  2. Who can advise? action
Help Support.

Reporting

Equality bodies.

Reporting

Reporting.

  1. Where can discrimination be reported? action
  2. Is support free? boundary

Wellbeing

Support services.

Wellbeing

Wellbeing.

  1. What support services help people affected? action
  2. Is urgent help needed? boundary
Prevention Fair systems.

Policy

Organisations.

Policy

Fair policies.

  1. Does the organisation have equality policies and training? provenance
  2. Are they monitored? provenance

Algorithms

Automated decisions.

Algorithms

Algorithmic fairness.

  1. Could an automated system discriminate? boundary
  2. Has it been audited? provenance

Classifiers Filled

Family
Thing Registry
Category
Information and virtual systems
Entry kind
thing
Plane
INF
Domain
INF.KNW
Other names and narrower kinds
untouchability, discrimination of irreligious people in Finland, Cagot, Al-Akhdam, Baekjeong, Caquins of Brittany, school clique, geographic discrimination, height discrimination, systemic discrimination, gender discrimination, structural discrimination

What it is Filled

Unfair or prejudicial treatment of people based on characteristics such as race, ethnicity, caste, religion or belief, sex, gender, age, disability or sexual orientation; historical examples include caste-based untouchability and the persecution of groups such as the Cagots.

Why it exists Filled

Let an agent discuss discrimination accurately and neutrally, with legal protections and routes to help, and without reproducing slurs or stereotypes.

Distinguishing features Filled

  • Unfair treatment based on characteristics
  • Direct, indirect, harassment, victimisation
  • Prohibited by law in many areas
  • Can be structural

What robots and AI may and may not do Filled

Must not

  • Treat people differently on protected grounds in any decision it makes or supports.
  • Use proxies such as postcode or name to discriminate indirectly.
  • Generate content that demeans people for their identity.
  • Dismiss reports of discrimination without proper review.

Only with a human decision

  • Deciding on a discrimination complaint.

May

  • Explain what discrimination is and what protections the law gives.
  • Detect and report discriminatory outcomes in systems it is authorized to audit.

Moral aspects Filled

  • Discrimination denies people equal dignity and opportunity.
  • Automated systems can discriminate at scale and out of sight.

Who is affected

  • People in protected groups
  • Complainants
  • Employers and service providers

Owners Filled

Steward

Nobody owns it; equality bodies and courts enforce the law against it.

Links to other meta-models Filled

parent

  • Q115667577 - registry parent class
  • Q1920219 - registry parent class
  • Q9332 - registry parent class

related

  • behavior and social issue - category
  • anti-discrimination law - law
  • prejudice and stereotype - attitudes
  • equality body - institution

What else AI and robots need to interact with it Filled

Identity and identifiers required Filled

  • Vercy registry: vr.tr.discrimination
  • Wikidata: Q169207 (https://www.wikidata.org/wiki/Q169207)

Direct properties not applicable Not applicable

Not applicable

Plane INF: no invented physical properties.

Recognition optional Filled

  • Direct and indirect discrimination
  • Protected characteristics in law
  • Historical group-based discrimination
  • Not visible as an object; seen in treatment, outcomes and records.

Capabilities and actions required Filled

  • recognise discrimination
  • report it to equality bodies
  • seek legal advice or support
  • design fair policies

Hazards and failure modes required Filled

  • Reproducing slurs
  • Dismissing reported experiences
  • Algorithmic discrimination

Standards and interfaces required Filled

  • Universal Declaration of Human Rights Article 2
  • ICERD and CEDAW
  • EU equal treatment directives
  • National equality laws

Context of use required Filled

  • A social issue addressed by law, policy and education.
  • racial and ethnic discrimination
  • caste discrimination
  • religious discrimination
  • sex and gender discrimination
  • disability and age discrimination

Sources Filled

  1. Wikidata item Q169207: discrimination - identity and sense of the item
  2. Wikipedia: Discrimination - general description of the item

Open questions

  • Should kinds of discrimination be separate entries?
  • How should historical cases be linked?
  • How should reporting routes be localised?

Machine files

Provenance

thing registry research (pass 2) · unreviewed

Built from: models/things/publications/thing-q169207/spec.json