diversity
Enable an agent to describe and assess organisational diversity actions against applicable equal employment opportunity objectives, documented barriers, workforce evidence and safeguards for fair treatment.
Bundle → Layer → Finding → Questions Filled
5 bundles · 9 layers · 15 findings · 24 questions
Meanings and boundaries Establish which interpretation of diversity the claim uses and what it describes.
Definitions and perspectives
Record alternative definitions, their holders and the disagreements relevant to the task.
Adopted meaning
Record whether diversity means variety, balanced representation, dissimilarity or a stated combination, without assuming that these meanings coincide.
- What does diversity mean in this claim, and what observable collection would qualify as an instance? definition
- Which source or community adopts this definition, and which relevant alternative does it dispute or omit? provenance
Collection boundaries
Locate diversity in an explicit collection at an explicit scale and time.
Membership and scale
Record collection membership, observation period and whether the assessment concerns differences within groups or between groups.
- Which entities belong to the assessed collection, and what inclusion and exclusion rules determine membership? boundary
- Does the claim concern diversity within a group, differences between groups or the combined collection, and over what period? measurement
Dimensions and classification Specify how differences become observable categories or attributes.
Relevant differences
Justify the dimensions selected for the assessment and distinguish them from convenient proxies.
Dimension selection
Record why each dimension matters to the question being asked and what it cannot represent.
- Which dimensions of difference matter for this assessment, and who determined their relevance? definition
- Are any measured attributes being used as proxies for differences in experience, perspective or function, and what evidence supports that use? provenance
Categories and overlap
Record category construction, assignment, overlap and joint distributions.
Classification integrity
Make category assignment and aggregation explicit, including overlapping memberships and missing values.
- How are categories defined and assigned, and can a member belong to multiple categories or remain unclassified? measurement
- Which differences disappear when categories are merged or dimensions are assessed separately instead of jointly? boundary
Measurement and comparison Connect diversity measures to observable composition and defensible comparisons.
Composition and metrics
Retain the underlying distribution and explain how a measure summarises it.
Metric meaning
Record the measure, formula, inputs and whether it captures category count, balance, dissimilarity or another explicit property.
- Which aspect of diversity does the selected measure capture, and what distinct compositions can receive the same value? measurement
- What counts, proportions, weights or distances enter the calculation, and how are unknown or overlapping memberships handled? measurement
Comparability and uncertainty
Assess the reliability of observations and whether differences between results are interpretable.
Defensible comparison
Record sampling coverage, baseline compatibility and sensitivity to alternative boundaries or classifications.
- Do the compared results use compatible collection boundaries, classifications, sampling procedures and measures? boundary
- How sensitive is the apparent difference to missing observations, collection size or plausible alternative classifications? measurement
Objectives and interventions Connect diversity assessments to justified objectives, permissible actions and independently evaluated consequences.
Targets and outcomes
Separate desired composition from the outcomes an intervention is meant to achieve.
Objective justification
Record who proposes a diversity objective, why the baseline or target is appropriate and how any claimed benefit will be evaluated.
- What decision requires a diversity objective, and who justifies the chosen target or reference population? action
- What evidence supports any claimed link to inclusion, fairness, performance or resilience, and how will that outcome be measured separately? provenance
Change and review
Describe interventions, constraints and checks that distinguish substantive change from reporting effects.
Intervention assessment
Record the proposed mechanism of change, authority to act and review conditions, including constraints on collecting personal attributes when people are involved.
- What intervention may change the relevant composition, and what authority and data-use constraints govern it? action
- What observations will distinguish substantive change from reclassification, selective reporting or improvement confined to an aggregate score? measurement
- What unintended effects or failure to achieve the stated outcome would trigger revision or reversal? action
Evidence and external alignment What the world already says about this thing, gathered so the model can be checked against it.
Reported evidence
Findings from the breadth pass, kept separate from the structural claims.
Check these first
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these check these first hold for the sense of diversity this model covers, and on what evidence? provenance
Kinds and varieties
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these kinds and varieties hold for the sense of diversity this model covers, and on what evidence? provenance
Real-world use
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these real-world use hold for the sense of diversity this model covers, and on what evidence? provenance
Typical measurements
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these typical measurements hold for the sense of diversity this model covers, and on what evidence? provenance
Failure modes and hazards
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these failure modes and hazards hold for the sense of diversity this model covers, and on what evidence? provenance
Regional variation
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these regional variation hold for the sense of diversity this model covers, and on what evidence? provenance
Neighbouring kinds and how to tell them apart
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these neighbouring kinds and how to tell them apart hold for the sense of diversity this model covers, and on what evidence? provenance
Classifiers Filled
- Family
- Thing Registry
- Category
- Activities and processes
- Entry kind
- thing
- Plane
- ACT
- Domain
- ACT.ACT
What it is Filled
Diversity is organisational action grounded in applicable law and equal employment opportunity objectives that addresses barriers to fair access, participation and advancement across a varied workforce.
In scope
- Applicable legal obligations and equal employment opportunity objectives frame organisational diversity actions.
- Barriers to fair recruitment, participation, development and advancement inform the actions considered.
- Workforce differences and representation are assessed where relevant to employment opportunity objectives.
- Organisational policies and initiatives are assessed for their effects on equal employment opportunity.
- Measurement choices, uncertainty and comparability affect evaluation of organisational actions.
- Responsibility, oversight and safeguards support fair treatment and appropriate use of workforce data.
Out of scope
- General variation within arbitrary collections is outside this organisational action sense.
- Ecological diversity and complete models of species or ecosystems are outside scope.
- Cultural heritage, languages and cultural practices are outside scope except where relevant to employment opportunity.
- Admission and funding programmes outside employment are outside scope.
- Individual identities and personal attributes are outside scope except where necessary for an authorised employment opportunity assessment.
- Complete models of inclusion, belonging, equity and discrimination remain separate from their relevance to diversity actions.
Why it exists Filled
Enable an agent to describe and assess organisational diversity actions against applicable equal employment opportunity objectives, documented barriers, workforce evidence and safeguards for fair treatment.
Distinguishing features Filled
- The subject is organisational action addressing equal employment opportunity objectives rather than a property of a collection.
- An action's legal basis and objectives depend on the applicable jurisdiction and employment context.
- Workforce composition measures can inform evaluation but do not alone establish fair treatment or compliance.
- Representation objectives do not by themselves establish that a particular employment practice is lawful or effective.
- Evidence of access, treatment and advancement is relevant alongside representation when assessing outcomes.
- Changes in classification, sampling or workforce boundaries can change reported results without establishing an effect of the action.
What robots and AI may and may not do Filled
Must not
- Infer people's ethnicity, religion, sexual orientation or disability to compute diversity without consent.
- Present a diversity figure without saying which attributes and categories it counts.
- Use diversity data to single out or exclude individuals.
- Treat workforce representation alone as proof of compliance with equal employment opportunity obligations.
Only with a human decision
- Applying legal requirements to organisational diversity policies requires qualified human review.
- Using diversity evidence in employment decisions about people requires human review.
May
- Describe organisational diversity actions and their stated equal employment opportunity objectives.
- Summarise authorised workforce evidence using explicitly stated attributes, methods and limitations.
- Explain how measurement choices affect evaluation of employment opportunity actions.
Moral aspects Filled
- Data about human differences is sensitive and can be misused to discriminate.
- How categories are chosen shapes who is seen and who is left out.
Who is affected
- People counted in the data
- Minority groups
- Decision-makers
Owners Filled
Steward
The organisation's accountable employment and equal opportunity policy stewards oversee its diversity actions.
Links to other meta-models Filled
parent
- Q2072185 - registry parent class
What else AI and robots need to interact with it Filled
Identity and identifiers required Filled
- Vercy registry: vr.tr.diversity-q1230595
- Wikidata: Q1230595 (https://www.wikidata.org/wiki/Q1230595)
Direct properties not applicable Not applicable
- Assessment frame: Stated domain, definition, adopting community and intended use
- Reference collection: Defined population or collection, membership rule, spatial or organisational scale and observation period
- Dimensions of difference: Named categorical, ordinal or continuous dimensions, including any joint dimensions
- Category richness: Number of observed categories under a specified classification and sampling procedure
- Composition: Counts or proportions by category, with denominator and treatment of overlapping memberships
- Difference between members: Explicit distance or dissimilarity rule, scale and justification; otherwise not assessed
- Evidence sufficiency: Unassessed, insufficient, provisional or sufficient for the stated decision, with supporting reasons
- Comparison baseline: Named reference collection, earlier observation or justified target
Plane ACT: no invented physical properties.
Recognition not applicable Not applicable
Not applicable
Employment diversity action is an organizational practice whose existence and effects cannot be established from visual appearance.
Capabilities and actions required Filled
- Resolve an ambiguous diversity claim into a collection, dimension, interpretation and intended use.
- Describe composition and calculate justified measures with explicit assumptions.
- Compare collections or observations after checking boundary and measurement compatibility.
- Identify omitted dimensions, missing observations and sensitivity to classification choices.
- Evaluate a proposed diversity intervention against a stated objective and separately measured outcomes.
Hazards and failure modes required Filled
- Poorly designed selection practices can discriminate against individuals and undermine equal opportunity obligations.
- Collecting workforce demographic information without appropriate safeguards can expose sensitive personal information.
- Tokenistic representation targets can reinforce stereotypes and obscure unequal access to advancement.
- Misleading aggregate statistics can conceal exclusion within particular roles, locations or groups.
Standards and interfaces required Filled
- Title VII of the Civil Rights Act of 1964, enacted by the United States Congress, prohibits specified forms of employment discrimination within its scope.
- The Equality Act 2010, enacted by the United Kingdom Parliament, governs employment discrimination involving protected characteristics in Great Britain.
- ILO Convention No. 111, adopted by the International Labour Organization, establishes obligations concerning discrimination in employment and occupation for ratifying states.
Context of use required Filled
- In employment, diversity initiatives address differences in workforce representation and access to recruitment, development and advancement.
- Organizations use them alongside equal opportunity obligations to examine barriers and evaluate whether employment practices treat people fairly.
Sources Filled
- Wikidata item Q1230595: diversity - identity and sense of the item
- Wikipedia: Diversity (business) - general description of the item
Open questions
- Does vr.tr.diversity-q1230595 denote diversity generally, social diversity or another narrower sense, and what registry-linked evidence establishes that boundary?
- Which existing Vercy world model, if any, already owns this concept and should remain its single source of truth?
- Which reference works and research communities define the relevant competing meanings, and where do their operationalisations disagree?
- Which measures and comparison baselines are defensible for the intended applications, especially with overlapping categories or continuous differences?
- Which diversity interventions have evidence for the outcomes sought in the intended domain, and which relationships remain unsettled?
Machine files
Provenance
thing registry research (pass 2) · unreviewed
Built from: models/things/publications/thing-q1230595/spec.json