You can access the Employer Hiring Concentration Risk Intelligence programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "currentItems": [
10        {
11            "id": "j1",
12            "company": "Acme",
13            "role": "AI Engineer",
14            "location": "Austin",
15            "openings": 18,
16        },
17        {
18            "id": "j2",
19            "company": "Acme",
20            "role": "AI Engineer",
21            "location": "Austin",
22            "openings": 14,
23        },
24        {
25            "id": "j3",
26            "company": "Beta",
27            "role": "Data Engineer",
28            "location": "Boston",
29            "openings": 6,
30        },
31    ],
32    "previousItems": [
33        {
34            "id": "j1",
35            "company": "Acme",
36            "role": "AI Engineer",
37            "location": "Austin",
38            "openings": 6,
39        },
40        {
41            "id": "j3",
42            "company": "Beta",
43            "role": "Data Engineer",
44            "location": "Boston",
45            "openings": 5,
46        },
47    ],
48}
49
50# Run the Actor and wait for it to finish
51run = client.actor("quanmatrix/employer-hiring-concentration-risk-intelligence").call(run_input=run_input)
52
53# Fetch and print Actor results from the run's dataset (if there are any)
54print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
55for item in client.dataset(run.default_dataset_id).iterate_items():
56    print(item)
57
58# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Employer Hiring Concentration Risk Intelligence API in Python

The Apify API client for Python is the official library that allows you to use Employer Hiring Concentration Risk Intelligence API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Employer Hiring Concentration Risk Intelligence API in JavaScript

Employer Hiring Concentration Risk Intelligence API through CLI

Employer Hiring Concentration Risk Intelligence OpenAPI definition

Employer Hiring Concentration Risk Intelligence API

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xavier_rx/hiring-signal-lead-finder

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night111/glassdoor-employer-risk-monitor

Turn company filing or market event records into ranked, evidence-backed financial or regulatory signals.

ng. night

LinkedIn Hiring Posts Scraper 🚀

apt_marble/linkedin-hiring-posts-scraper

Find companies actively hiring from public LinkedIn posts 🚀 Extract recruiter names, hiring roles, companies, locations, post URLs, and fresh hiring intent data by keyword, industry, or location — no LinkedIn login or cookies required.

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190

Trade Flow & Supply-Chain Concentration Intelligence

conceivable_extension/shipment-manifest-intelligence

Bilateral trade-flow data and supply-chain concentration risk (HHI) by HS code and country pair, from UN Comtrade's real public statistics. Scoped to aggregate country-level data, not company-level bills of lading — see README for exactly why.