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EU Job Market Visualizer

An interactive treemap for exploring occupation groups across Europe.

This app visualizes a compact Europe-focused job market report and a large treemap where:

  • rectangle area represents employment
  • color represents the selected layer
  • layers include BLS-style Outlook, Avg. Salary, and Digital AI Exposure
  • the report above the chart summarizes total jobs, outlook tiers, AI bands, and leading occupation groups

What Visitors Should Know

This project is a visual exploration tool, not an official labor-market publication.

  • It is built to feel similar to Andrej Karpathy's US job visualizer style, but adapted for Europe
  • The current occupation taxonomy is inspired by ESCO-style occupation groups
  • The current numeric dataset is synthetic mock data
  • Employment, salary, growth, and AI exposure values are generated locally by generate_mock_data.py

That means the current version is best understood as a design and data-product prototype, not a source-of-record statistics app.

Live App Structure

The app currently includes:

  • a compact report section with key summary stats
  • a large treemap visualization
  • controls above the chart to switch country and metric
  • a dedicated Sources page that explains where the taxonomy and data come from

Sources

The app now includes an in-app Sources page, but these are the key references directly:

  • ESCO occupations classification: https://esco.ec.europa.eu/en/classification/occupation-main
  • European Commission ESCO overview: https://employment-social-affairs.ec.europa.eu/policies-and-activities/skills-and-qualifications/skills-jobs/european-skillscompetences-qualifications-and-occupations-esco_en
  • Local synthetic data generator: generate_mock_data.py
  • Generated dataset used by the app: src/data.json

Tech Stack

  • React
  • Vite
  • D3 hierarchy + treemap layout
  • Lucide React icons

Local Development

Install dependencies:

npm install

Start the dev server:

npm run dev

Build for production:

npm run build

Preview the production build:

npm run preview

Project Structure

src/
  App.jsx              Main report + treemap page
  Treemap.jsx          Treemap rendering and interactions
  data.json            Current generated dataset
  App.css              App layout and report styling
  Treemap.css          Treemap-specific styling
generate_mock_data.py  Synthetic data generator

Current Caveats

  • The numbers are not yet connected to official Eurostat, ESCO, OECD, or national labor-statistics feeds
  • AI exposure is a heuristic field in the generated data, not an audited measurement
  • Some occupation values may look unrealistic because the dataset is still synthetic

Good Next Steps

  • replace synthetic values with real employment, pay, and outlook data
  • document the exact source and transformation for each metric
  • add reproducible ingestion scripts for official Europe labor datasets
  • add methodology notes for AI exposure scoring

License / Usage

No explicit license has been added yet. If you plan to reuse or publish this publicly, add a license file first.

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EU-focused interactive job market visualizer with a compact report, treemap exploration, GitHub Pages deployment, and source transparency.

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