> ## Documentation Index > Fetch the complete documentation index at: https://www.worldmonitor.app/docs/llms.txt > Use this file to discover all available pages before exploring further. # GetDemographicsCapability > GetDemographicsCapability returns age, education and industrial-workforce observations for one country. PRO-gated. Requires entitlement tier >= 1. ## OpenAPI ````yaml /api/ResilienceService.openapi.yaml get /api/resilience/v1/get-demographics-capability openapi: 3.1.0 info: title: ResilienceService API version: 1.0.0 servers: - url: https://api.worldmonitor.app security: - WorldMonitorKey: [] - ApiKeyHeader: [] paths: /api/resilience/v1/get-demographics-capability: get: tags: - ResilienceService summary: GetDemographicsCapability description: >- GetDemographicsCapability returns age, education and industrial-workforce observations for one country. PRO-gated. Requires entitlement tier >= 1. operationId: GetDemographicsCapability parameters: - name: countryCode in: query description: Required ISO 3166-1 alpha-2 country code. required: true example: US schema: type: string - name: jmespath in: query description: >- Optional JMESPath expression applied server-side to project or reduce the JSON response before it is returned (mirrors the MCP jmespath argument). Invalid expressions, expressions larger than 1024 UTF-8 bytes, or projections that exceed the 256 KB output cap return HTTP 400 with a {_jmespath_error, original_keys} envelope. Grammar and worked examples: https://www.worldmonitor.app/docs/mcp-jmespath. required: false example: keys(@) schema: type: string responses: '200': description: Successful response content: application/json: example: ageStructure: available: true medianAgeYears: available: true source: example unit: example value: 1.5 year: 1 oldAgeDependencyRatioPercent: available: true source: example unit: example value: 1.5 year: 1 totalDependencyRatioPercent: available: true source: example unit: example value: 1.5 year: 1 workingAgePopulationPeople: available: true source: example unit: example value: 1.5 year: 1 available: true countryCode: US education: available: true researchersPerMillion: available: true source: example unit: example value: 1.5 year: 1 stemGraduatesSharePercent: available: true source: example unit: example value: 1.5 year: 1 tertiaryEnrollmentGrossPercent: available: true source: example unit: example value: 1.5 year: 1 fetchedAt: '2026-01-15T12:00:00Z' schema: $ref: '#/components/schemas/GetDemographicsCapabilityResponse' '400': description: Validation error content: application/json: schema: oneOf: - $ref: '#/components/schemas/ValidationError' - $ref: '#/components/schemas/JmespathProjectionError' '401': description: Missing or invalid API key. content: application/json: schema: $ref: '#/components/schemas/UnauthorizedError' '403': description: PRO entitlement access denied. headers: X-Billing-Verification: description: >- Present when the 403 is a billing-provider-confirmed subscription lapse (value subscription_lapsed, matching the body `code`). schema: type: string content: application/json: schema: $ref: '#/components/schemas/ForbiddenError' '429': description: Rate limit exceeded. headers: X-RateLimit-Limit: description: Maximum requests allowed in the active rate-limit window. schema: type: string X-RateLimit-Remaining: description: Requests remaining in the active rate-limit window. schema: type: string X-RateLimit-Reset: description: >- Unix epoch milliseconds when the active rate-limit window resets. schema: type: string Retry-After: description: Seconds to wait before retrying the request. schema: type: string content: application/json: schema: oneOf: - $ref: '#/components/schemas/Error' - $ref: '#/components/schemas/RateLimitError' '503': description: >- Service unavailable. Billing-verification responses include code and X-Billing-Verification; other gateway infrastructure failures use the generic GatewayError shape. headers: Retry-After: description: Seconds to wait before retrying (1-60). schema: type: string X-Billing-Verification: description: >- Billing-verification state that produced this response (matches the body `code`). schema: type: string X-Validation-Mode: description: >- Present with value degraded when user API-key validation is temporarily unavailable. schema: type: string X-RateLimit-Mode: description: >- Present with value degraded when a fail-closed rate-limit dependency is unavailable. schema: type: string content: application/json: schema: oneOf: - $ref: '#/components/schemas/BillingVerificationError' - $ref: '#/components/schemas/GatewayError' default: description: Gateway or handler error response. content: application/json: schema: oneOf: - $ref: '#/components/schemas/Error' - $ref: '#/components/schemas/GatewayError' security: - WorldMonitorKey: [] - ApiKeyHeader: [] - BearerAuth: [] components: schemas: GetDemographicsCapabilityResponse: type: object properties: countryCode: type: string available: type: boolean description: True when at least one validated observation exists for the country. fetchedAt: type: string description: ISO-8601 time the canonical snapshot was generated. stages: type: array items: $ref: '#/components/schemas/DemographicsCapabilityStage' ageStructure: $ref: '#/components/schemas/DemographicsAgeStructure' education: $ref: '#/components/schemas/DemographicsEducation' industrialWorkforce: $ref: '#/components/schemas/DemographicsIndustrialWorkforce' ValidationError: type: object properties: violations: type: array items: $ref: '#/components/schemas/FieldViolation' description: List of validation violations required: - violations description: >- ValidationError is returned when request validation fails. It contains a list of field violations describing what went wrong. JmespathProjectionError: description: >- Returned when a REST jmespath projection is invalid or exceeds the expression/output byte limits. properties: _jmespath_error: description: Projection error discriminator and details. type: string original_keys: description: Top-level keys or shape of the unprojected response. items: type: string type: array required: - _jmespath_error - original_keys type: object UnauthorizedError: type: object properties: error: type: string description: Human-readable error message. required: - error description: >- Returned when the API key is missing, malformed, or lacks current API access. ForbiddenError: type: object properties: error: type: string description: Human-readable entitlement failure reason. code: type: string enum: - subscription_lapsed description: >- Machine-readable denial code, present when the 403 is a billing-provider-confirmed subscription lapse (mirrored in the X-Billing-Verification response header). requiredTier: type: integer format: int32 description: Minimum entitlement tier required for this endpoint. currentTier: type: integer format: int32 description: Caller entitlement tier when known. planKey: type: string description: Caller plan key when known. required: - error description: >- Returned when a PRO-gated endpoint denies access because the caller has no resolved authenticated user, entitlements cannot be verified, or the caller lacks the required entitlement tier. Error: type: object properties: message: type: string description: Error message (e.g., 'user not found', 'database connection failed') description: >- Error is returned when a handler encounters an error. It contains a simple error message that the developer can customize. RateLimitError: type: object description: Returned when a gateway or handler rate limit rejects the request. properties: error: type: string description: Human-readable rate-limit failure reason. required: - error BillingVerificationError: type: object description: >- Returned with HTTP 503 when paid access cannot be confirmed right now: the billing provider is re-verifying a recently expired subscription, or the entitlement backend is unreachable. Retryable — honor Retry-After. properties: error: type: string description: Human-readable billing-verification failure reason. code: type: string enum: - renewal_verification_pending - renewal_verification_failed - entitlement_verification_unavailable description: >- Machine-readable billing-verification state, mirrored in the X-Billing-Verification response header. requiredTier: type: integer format: int32 description: >- Minimum entitlement tier required for this endpoint, when the denial came from a tier gate. required: - error - code GatewayError: type: object description: >- Returned by gateway infrastructure errors before an RPC handler runs, such as origin, routing, method, authentication, or quota checks. properties: error: oneOf: - type: string - type: object additionalProperties: true description: Gateway error reason or structured gateway failure details. required: - error DemographicsCapabilityStage: type: object properties: name: type: string description: 'Stable stage name: wpp, education, or ilostat.' status: type: string description: Seeder state, normally fresh, retained, or unavailable. fetchedAt: type: string description: ISO-8601 time of the data retained for this stage. recordCount: type: integer minimum: 0 format: int32 description: Number of country records retained for the stage. newestObservationYear: type: integer minimum: 0 format: int32 description: Most recent source observation year retained for the stage. description: >- Independent fetch-stage state. One failed stage must not hide healthy groups. DemographicsAgeStructure: type: object properties: available: type: boolean medianAgeYears: $ref: '#/components/schemas/CapabilityObservation' oldAgeDependencyRatioPercent: $ref: '#/components/schemas/CapabilityObservation' totalDependencyRatioPercent: $ref: '#/components/schemas/CapabilityObservation' workingAgePopulationPeople: $ref: '#/components/schemas/CapabilityObservation' workingAgePopulationProjected10yPeople: $ref: '#/components/schemas/CapabilityObservation' DemographicsEducation: type: object properties: available: type: boolean tertiaryEnrollmentGrossPercent: $ref: '#/components/schemas/CapabilityObservation' stemGraduatesSharePercent: $ref: '#/components/schemas/CapabilityObservation' researchersPerMillion: $ref: '#/components/schemas/CapabilityObservation' DemographicsIndustrialWorkforce: type: object properties: available: type: boolean craftTradesEmploymentPeople: $ref: '#/components/schemas/CapabilityObservation' plantMachineOperatorsEmploymentPeople: $ref: '#/components/schemas/CapabilityObservation' trainedIndustrialWorkforcePeople: $ref: '#/components/schemas/CapabilityObservation' manufacturingEmploymentSharePercent: $ref: '#/components/schemas/CapabilityObservation' FieldViolation: type: object properties: field: type: string description: >- The field path that failed validation (e.g., 'user.email' for nested fields). For header validation, this will be the header name (e.g., 'X-API-Key') description: type: string description: >- Human-readable description of the validation violation (e.g., 'must be a valid email address', 'required field missing') required: - field - description description: FieldViolation describes a single validation error for a specific field. CapabilityObservation: type: object properties: available: type: boolean description: >- True only when value, year, source and unit passed the server contract. value: type: number format: double description: >- Numeric observation. Read available first: zero is also the proto3 placeholder. year: type: integer minimum: 0 format: int32 description: Observation year from the source, not the seed run year. source: type: string description: Provider or dataset attribution stored with the observation. unit: type: string description: Human-readable unit such as "percent", "people", or "years". description: >- CapabilityObservation keeps a measured zero distinct from a missing value. securitySchemes: WorldMonitorKey: type: apiKey in: header name: X-WorldMonitor-Key description: User-issued WorldMonitor API key. ApiKeyHeader: type: apiKey in: header name: X-Api-Key description: Alias header for the WorldMonitor API key (X-WorldMonitor-Key). BearerAuth: type: http scheme: bearer description: >- Bearer token: a Clerk-issued JWT for browser session flows, passed as Authorization: Bearer . ````