# Monitor Hiring Demand and Workforce Changes Automatically

**Use case:** 

Monitor Hiring Demand and Workforce Changes Automatically. Use this task to analyze hiring demand and workforce and return decision-ready structured signals; replace the example input with your own target data.

## Input

```json
{
  "currentItems": [
    {
      "id": "1",
      "title": "Senior AI Engineer",
      "company": "Acme",
      "location": "São Paulo",
      "salary": "R$20k",
      "remote": true,
      "url": "https://example.com/jobs/1"
    },
    {
      "id": "2",
      "title": "Data Engineer",
      "company": "Acme",
      "location": "Rio de Janeiro",
      "remote": false,
      "url": "https://example.com/jobs/2"
    },
    {
      "id": "3",
      "title": "AI Engineer",
      "company": "Beta",
      "location": "Remote",
      "remote": true,
      "url": "https://example.com/jobs/3"
    },
    {
      "id": "4",
      "title": "ML Engineer",
      "company": "Acme",
      "location": "São Paulo",
      "remote": true,
      "url": "https://example.com/jobs/4"
    }
  ],
  "previousItems": [
    {
      "id": "1",
      "title": "AI Engineer",
      "company": "Acme",
      "location": "São Paulo",
      "salary": "R$18k",
      "remote": true,
      "url": "https://example.com/jobs/1"
    },
    {
      "id": "5",
      "title": "Analyst",
      "company": "Beta",
      "location": "Remote",
      "remote": true,
      "url": "https://example.com/jobs/5"
    }
  ],
  "maxItems": 20000,
  "mcpToolName": "",
  "mcpToolArguments": {},
  "mcpFailOnError": false,
  "mcpActionPreset": "AUTO_SAFE_WRITE"
}
```

## Output

```json
{
  "mode": {
    "label": "Mode",
    "format": "string"
  },
  "agentAction": {
    "label": "Agent Action",
    "format": "string"
  }
}
```

## About this Actor

This example demonstrates how to use [Hiring Demand & Workforce Intelligence Agent](https://apify.com/quanmatrix/hiring-demand-intelligence-agent.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/quanmatrix/hiring-demand-intelligence-agent.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

This Task's input is already configured above. Use it as-is rather than inventing a new one.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/quanmatrix/hiring-demand-intelligence-agent.md

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).