# ILAB Supply Chain - Forced & Child Labor Risk (`ryanclinton/ilab-supply-chain-intel`) Actor Supply chain compliance intelligence from **7 DOL ILAB datasets**: ImportWatch, LaborShield, and Child Labor Reports. - **URL**: https://apify.com/ryanclinton/ilab-supply-chain-intel.md - **Developed by:** [ryan clinton](https://apify.com/ryanclinton) (community) - **Categories:** Other, AI - **Stats:** 3 total users, 2 monthly users, 100.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing $30.00 / 1,000 result returneds 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 ## ILAB Supply Chain Intelligence — Forced Labor & Child Labor Risk Supply chain compliance intelligence from **7 DOL ILAB datasets**: ImportWatch, LaborShield, and Child Labor Reports. Identifies goods produced with child labor or forced labor worldwide, matches them to **US import HS tariff codes**, and provides country risk assessments with compliance action recommendations. Directly supports **UFLPA** (Uyghur Forced Labor Prevention Act), **EU CSDDD** (Corporate Sustainability Due Diligence Directive), and Section 307 of the Tariff Act compliance. ### What It Does 1. **Searches ImportWatch** core data by country, good/product, sector, or exploitation type 2. **Matches HS tariff codes** from ImportWatch_Goods_HS — links flagged goods to Harmonized Schedule codes used in US trade 3. **Enriches with country codes** from ImportWatch_Country_Codes 4. **Joins Child Labor Reports** (2016-2022) for country advancement assessments 5. **Adds LaborShield data** — compliance actions, reporting metrics, and goods flagged 6. **Calculates supply chain risk scores** based on exploitation severity, goods count, HS code exposure, and country enforcement levels ### Data Sources (7 DOL ILAB Datasets) | Dataset | Published | Description | |---------|-----------|-------------| | ImportWatch_Core_Data | Sep 2025 | Goods flagged for child/forced labor matched to US trade data | | ImportWatch_Goods_HS | Nov 2025 | HS tariff code mappings for flagged goods | | ImportWatch_Country_Codes | Sep 2025 | Country code lookup (ISO2/ISO3) | | Child_Labor_Report (2016-2022) | Mar 2025 | Country assessments from TVPRA Section 402(b) reporting | | LaborShield_ReportingData | Jan 2026 | Supply chain risk assessment metrics by country | | LaborShield_Goods | Jan 2026 | Goods flagged in LaborShield app | | LaborShield_SuggestedActions | Jan 2026 | Recommended compliance actions | ### Input Parameters | Parameter | Type | Default | Description | |-----------|------|---------|-------------| | `apiKey` | string | — | DOL API key ([register free](https://dataportal.dol.gov/registration)) | | `dryRun` | boolean | true | Return sample data without API calls | | `country` | string | — | Search by country name (partial match) | | `good` | string | — | Search by product name (Cotton, Cobalt, Garments, etc.) | | `hsCode` | string | — | Filter by HS tariff code prefix (52=cotton, 26=ores) | | `sector` | string | — | Filter by sector (Mining, Agriculture, Manufacturing) | | `exploitationType` | string | — | CL (Child Labor), FL (Forced Labor), CL/FL (Both) | | `region` | string | — | Geographic region (East Asia, Sub-Saharan Africa, etc.) | | `includeImportWatch` | boolean | true | Enrich with HS codes and country codes | | `includeLaborShield` | boolean | true | Enrich with compliance actions | | `includeChildLaborReport` | boolean | true | Enrich with country advancement assessments | | `maxResults` | integer | 100 | Max country risk profiles (1-5000) | ### Output Format Each record is a **country-level risk profile** with goods, HS codes, and compliance data: ```json { "country": "China", "countryCode": "CN", "region": "East Asia & Pacific", "goods": [ { "good": "Electronics", "exploitationType": "FL", "exploitationDescription": "Forced Labor", "sector": "Manufacturing", "hsCodeMatches": [ { "hsCode": "8471", "description": "Automatic data processing machines" }, { "hsCode": "8517", "description": "Telephone sets, smartphones" } ] }, { "good": "Cotton", "exploitationType": "FL", "exploitationDescription": "Forced Labor", "sector": "Agriculture", "hsCodeMatches": [ { "hsCode": "5201", "description": "Cotton, not carded or combed" } ] } ], "totalGoods": 7, "goodsWithChildLabor": 0, "goodsWithForcedLabor": 6, "goodsWithBoth": 1, "sectors": ["Manufacturing", "Agriculture"], "countryAssessment": { "advancementLevel": "No Advancement", "goodsWithChildLabor": 2, "goodsWithForcedLabor": 18, "reportingYear": "2022" }, "suggestedActions": [ { "actionText": "Ensure compliance with the UFLPA for all imports.", "actionType": "Legal Compliance" } ], "riskScore": 98, "riskLevel": "Critical", "riskFactors": [ "7 goods flagged for labor abuse (+10)", "6 good(s) with forced labor (+30)", "Country advancement: No Advancement (+25)" ] } ```` ### Risk Scoring | Factor | Points | Cap | |--------|--------|-----| | Goods flagged ≥20 | +30 | — | | Goods flagged ≥10 | +20 | — | | Goods flagged ≥5 | +10 | — | | Forced labor goods | +5 each | 30 | | Both CL & FL goods | +8 each | 25 | | Country: No Advancement | +25 | — | | Country: Minimal Advancement | +15 | — | | Country: Moderate Advancement | +5 | — | | Sectors affected ≥5 | +15 | — | | Goods with HS code matches | +3 each | 20 | **Risk levels:** Critical (≥80) · High (≥50) · Medium (≥25) · Low (<25) ### Example Searches **All goods from China with forced labor:** ```json { "apiKey": "YOUR_KEY", "dryRun": false, "country": "China", "exploitationType": "FL" } ``` **Search for cobalt across all countries:** ```json { "apiKey": "YOUR_KEY", "dryRun": false, "good": "Cobalt" } ``` **Filter by HS chapter 52 (cotton products):** ```json { "apiKey": "YOUR_KEY", "dryRun": false, "hsCode": "52" } ``` **Mining sector in Sub-Saharan Africa:** ```json { "apiKey": "YOUR_KEY", "dryRun": false, "sector": "Mining", "region": "Sub-Saharan Africa" } ``` ### Use Cases - **UFLPA compliance** — Identify goods and supply chains subject to the Uyghur Forced Labor Prevention Act rebuttable presumption - **EU CSDDD due diligence** — Map forced labor and child labor risks across supply chains for EU Corporate Sustainability Due Diligence - **Customs & trade compliance** — Match at-risk goods to HS tariff codes for import screening - **ESG reporting** — Generate country and sector risk assessments for Environmental, Social, Governance disclosures - **Investor due diligence** — Assess portfolio companies' supply chain exposure to forced labor - **Procurement risk** — Screen suppliers and sourcing countries before contract awards - **Journalism & research** — Investigate supply chain labor exploitation by country, good, or sector ### API Key Register for a **free** DOL API key at [dataportal.dol.gov/registration](https://dataportal.dol.gov/registration). ### Technical Notes - The actor uses staggered parallel requests (500ms-4000ms delays) to avoid DOL API rate limiting - ImportWatch\_Goods\_HS is fetched in full (lookup table) to enable HS code matching across all goods - If ImportWatch\_Core\_Data returns no results, the actor falls back to LaborShield\_Goods as an alternative data source - Country risk profiles are sorted by risk score descending - The HS code filter works by prefix matching — `52` matches all HS codes starting with 52 (cotton chapter) # Actor input Schema ## `apiKey` (type: `string`): Your DOL Open Data Portal API key. Register free at https://dataportal.dol.gov/registration ## `dryRun` (type: `boolean`): Return sample data without calling the API. Default: true (unless apiKey provided) ## `country` (type: `string`): Search by country name (partial match). e.g., 'China', 'Bangladesh', 'Congo' ## `good` (type: `string`): Search by product name (partial match). e.g., 'Cotton', 'Cobalt', 'Garments', 'Electronics' ## `hsCode` (type: `string`): Filter by Harmonized System code prefix. e.g., '52' (cotton), '26' (ores), '61' (knitted apparel) ## `sector` (type: `string`): Search by industry sector. e.g., 'Mining', 'Agriculture', 'Manufacturing' ## `exploitationType` (type: `string`): Filter by type of labor exploitation ## `region` (type: `string`): Filter by geographic region. e.g., 'East Asia', 'Sub-Saharan Africa', 'South Asia' ## `includeImportWatch` (type: `boolean`): Enrich with HS tariff codes and country codes from ImportWatch ## `includeLaborShield` (type: `boolean`): Enrich with LaborShield compliance actions and reporting data ## `includeChildLaborReport` (type: `boolean`): Enrich with country advancement assessments from the Child Labor Report ## `maxResults` (type: `integer`): Maximum number of country risk profiles to return (1-5000) ## Actor input object example ```json { "dryRun": true, "includeImportWatch": true, "includeLaborShield": true, "includeChildLaborReport": true, "maxResults": 100 } ``` # 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 = {}; // Run the Actor and wait for it to finish const run = await client.actor("ryanclinton/ilab-supply-chain-intel").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 = {} # Run the Actor and wait for it to finish run = client.actor("ryanclinton/ilab-supply-chain-intel").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 '{}' | apify call ryanclinton/ilab-supply-chain-intel --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=ryanclinton/ilab-supply-chain-intel", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "ILAB Supply Chain - Forced & Child Labor Risk", "description": "Supply chain compliance intelligence from **7 DOL ILAB datasets**: ImportWatch, LaborShield, and Child Labor Reports.", "version": "0.1", "x-build-id": "HQtU0JhHaBMDTtUfZ" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/ryanclinton~ilab-supply-chain-intel/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-ryanclinton-ilab-supply-chain-intel", "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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/ryanclinton~ilab-supply-chain-intel/runs": { "post": { "operationId": "runs-sync-ryanclinton-ilab-supply-chain-intel", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/ryanclinton~ilab-supply-chain-intel/run-sync": { "post": { "operationId": "run-sync-ryanclinton-ilab-supply-chain-intel", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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", "properties": { "apiKey": { "title": "DOL API Key", "type": "string", "description": "Your DOL Open Data Portal API key. Register free at https://dataportal.dol.gov/registration" }, "dryRun": { "title": "Dry Run", "type": "boolean", "description": "Return sample data without calling the API. Default: true (unless apiKey provided)", "default": true }, "country": { "title": "Country", "type": "string", "description": "Search by country name (partial match). e.g., 'China', 'Bangladesh', 'Congo'" }, "good": { "title": "Good / Product", "type": "string", "description": "Search by product name (partial match). e.g., 'Cotton', 'Cobalt', 'Garments', 'Electronics'" }, "hsCode": { "title": "HS Tariff Code", "type": "string", "description": "Filter by Harmonized System code prefix. e.g., '52' (cotton), '26' (ores), '61' (knitted apparel)" }, "sector": { "title": "Sector", "type": "string", "description": "Search by industry sector. e.g., 'Mining', 'Agriculture', 'Manufacturing'" }, "exploitationType": { "title": "Exploitation Type", "enum": [ "CL", "FL", "CL/FL" ], "type": "string", "description": "Filter by type of labor exploitation" }, "region": { "title": "Region", "type": "string", "description": "Filter by geographic region. e.g., 'East Asia', 'Sub-Saharan Africa', 'South Asia'" }, "includeImportWatch": { "title": "Include ImportWatch Data", "type": "boolean", "description": "Enrich with HS tariff codes and country codes from ImportWatch", "default": true }, "includeLaborShield": { "title": "Include LaborShield Data", "type": "boolean", "description": "Enrich with LaborShield compliance actions and reporting data", "default": true }, "includeChildLaborReport": { "title": "Include Child Labor Report", "type": "boolean", "description": "Enrich with country advancement assessments from the Child Labor Report", "default": true }, "maxResults": { "title": "Max Results", "minimum": 1, "maximum": 5000, "type": "integer", "description": "Maximum number of country risk profiles to return (1-5000)", "default": 100 } } }, "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 } } } } } } } } } } ```