# Gender Equality Scores - Women's Rights Index (`ntriqpro/global-gender-equality-index`) Actor Track gender equality by country on workplace rights, safety, and opportunity. ESG metric for companies and investment. - **URL**: https://apify.com/ntriqpro/global-gender-equality-index.md - **Developed by:** [daehwan kim](https://apify.com/ntriqpro) (community) - **Categories:** Business, Education, AI - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing $130.00 / 1,000 gender equality queries This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README ## Global Gender Equality Index Aggregates gender equality data from 4 international sources with composite scoring and news sentiment analysis. ### Features - **World Bank Gender Statistics** (5 indicators): Female labor force participation, women in parliament, tertiary education gender ratio, female life expectancy, female self-employment - **Our World in Data**: Women's representation in national parliaments - **UNESCO Institute for Statistics**: Female tertiary education enrollment (CC-BY-SA 4.0) - **GDELT News Analysis**: 30-day gender-related news volume and sentiment (CC-BY 4.0) ### Input ```json { "countryCode": "SE" } ```` - `countryCode` (required): ISO 2-letter country code (e.g., "SE" for Sweden, "KR" for South Korea, "US" for United States) ### Output ```json { "query": {"countryCode": "SE"}, "worldBankGender": { "femaleLaborForceParticipation": 62.1, "womenParliamentPct": 47.3, "tertiaryGenderRatio": 1.35, "femaleLifeExpectancy": 84.2, "femaleSelfEmployment": 4.1 }, "ourWorldInData": {"womenInParliament": 47.3, "dataYear": 2023}, "unesco": {"femaleEnrollmentTertiary": 60, "dataYear": 2022}, "gdelt": {"newsCount30d": 450, "avgTone": 1.2}, "genderEqualityScore": 84, "dataAvailability": { "worldBank": true, "ourWorldInData": true, "unesco": true, "gdelt": true }, "successfulSourceCount": 4, "sources": [ "World Bank Gender Statistics (CC-BY 4.0)", "Our World in Data (CC-BY 4.0)", "UNESCO Institute for Statistics (CC-BY-SA 4.0)", "The GDELT Project (CC-BY 4.0)" ], "disclaimer": "..." } ``` ### Gender Equality Score Methodology Composite score (0–100) calculated from: 1. **Female Labor Force Participation** (40% weight): World Bank indicator SL.TLF.CACT.FE.ZS 2. **Women in Parliament** (40% weight): World Bank + Our World in Data cross-reference 3. **Tertiary Education Parity** (40% weight): Gender ratio (target > 1.0 = more women) 4. **Female Life Expectancy** (40% weight): Normalized to global average 5. **News Sentiment** (20% weight): GDELT tone analysis (-10 to +10, normalized to 0–100) Indices are averaged with specified weights. Missing data reduces denominator but does not penalize. ### Data Sources #### ✅ Licensed Data (All Public Domain / Open License) | Source | License | Attribution | |--------|---------|-------------| | World Bank Gender Statistics | CC-BY 4.0 | https://data.worldbank.org | | Our World in Data | CC-BY 4.0 | https://ourworldindata.org | | UNESCO Institute for Statistics | CC-BY-SA 4.0 | https://uis.unesco.org | | GDELT Project | CC-BY 4.0 | https://www.gdeltproject.org | ### ⚠️ Legal Disclaimer This Actor aggregates publicly available gender equality data from: - The World Bank Gender Statistics (CC-BY 4.0) - Our World in Data (CC-BY 4.0) - UNESCO Institute for Statistics (CC-BY-SA 4.0 — Share-Alike required) - The GDELT Project (CC-BY 4.0) **Share-Alike Notice**: Output includes UNESCO UIS data licensed under CC-BY-SA 4.0. Downstream users who redistribute must license derivative work under CC-BY-SA 4.0. **NOT policy, social, legal, or investment advice.** Historical data aggregation only. - Does NOT evaluate specific social programs or policies - Does NOT recommend ESG ratings or investment decisions - Does NOT constitute sociological research or gender studies - Users must verify with original sources ### Pricing - **$0.13 per query** (applies only if ≥2 sources return data) - No charge if insufficient data sources available - Base rate per event ### Usage Examples #### Sweden ```bash curl -X POST "https://api.apify.com/v2/acts/ntriqpro~global-gender-equality-index/call?token=$APIFY_TOKEN" \ -H "Content-Type: application/json" \ -d '{"countryCode": "SE"}' ``` #### South Korea ```bash curl -X POST "https://api.apify.com/v2/acts/ntriqpro~global-gender-equality-index/call?token=$APIFY_TOKEN" \ -H "Content-Type: application/json" \ -d '{"countryCode": "KR"}' ``` ### Rate Limits - World Bank API: No documented limit (internal fairness) - Our World in Data: 60 requests/minute per IP - UNESCO SDMX: 100 requests/minute - GDELT: No documented limit (public access) Implemented exponential backoff on 429/500+ responses. ### Technical Details - **Runtime**: Node.js 18.0+ - **Framework**: Apify SDK 3.5+ - **Parallelization**: All 4 sources fetched in parallel - **Timeout**: 20s per request with exponential retry (max 3 attempts) - **Pricing Model**: PAY\_PER\_EVENT (conditional charge) ### Support For issues or questions, contact: ntriq@example.com *** Generated with Claude Code 4.5 (2026-04-08) *** ### 🔗 Related Actors by ntriqpro Extend this actor with the ntriqpro intelligence network: - [**world-bank-economic-indicators**](https://apify.com/ntriqpro/world-bank-economic-indicators) — World Bank economic indicators API - [**world-bank-development-goals**](https://apify.com/ntriqpro/world-bank-development-goals) — World Bank SDG progress tracking - [**global-economic-pulse**](https://apify.com/ntriqpro/global-economic-pulse) — World Bank economic indicator pulse ### ⭐ Love it? Leave a Review Your rating helps professionals discover this actor. [Rate it here](https://apify.com/ntriqpro/global-gender-equality-index/reviews). # Actor input Schema ## `countryCode` (type: `string`): Two-letter ISO country code (e.g., 'SE' for Sweden, 'KR' for South Korea, 'US' for United States). Required. ## Actor input object example ```json { "countryCode": "SE" } ``` # Actor output Schema ## `results` (type: `string`): No description # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "countryCode": "SE" }; // Run the Actor and wait for it to finish const run = await client.actor("ntriqpro/global-gender-equality-index").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "countryCode": "SE" } # Run the Actor and wait for it to finish run = client.actor("ntriqpro/global-gender-equality-index").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "countryCode": "SE" }' | apify call ntriqpro/global-gender-equality-index --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=ntriqpro/global-gender-equality-index", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Gender Equality Scores - Women's Rights Index", "description": "Track gender equality by country on workplace rights, safety, and opportunity. ESG metric for companies and investment.", "version": "1.0", "x-build-id": "8hq7fCgSQeeMBP39N" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/ntriqpro~global-gender-equality-index/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-ntriqpro-global-gender-equality-index", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/ntriqpro~global-gender-equality-index/runs": { "post": { "operationId": "runs-sync-ntriqpro-global-gender-equality-index", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/ntriqpro~global-gender-equality-index/run-sync": { "post": { "operationId": "run-sync-ntriqpro-global-gender-equality-index", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "required": [ "countryCode" ], "properties": { "countryCode": { "title": "Country Code (ISO 2-letter)", "type": "string", "description": "Two-letter ISO country code (e.g., 'SE' for Sweden, 'KR' for South Korea, 'US' for United States). Required." } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```