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upwork.com 2026-04-30 🟢

🔹 Technical Manifest for Sports Ecosystem Intelligence: Company & Talent Gap Analysis
👤 Client: 🇨🇦 Canada Member since 2019-04-28
💰 Price: $100
🚩 Problem: Integrate and analyze a comprehensive database of companies in sports and adjacent industries to support talent identification processes.
📦 Existing: Not specified

Specifications:

[Target] - Define target sectors including sports, media, technology, and related industries.
[Method] - Gather data from public sources, APIs, and web scraping for company profiles and talent gaps.
[UI/UX] - Not applicable as this is a backend project.
[Stack] - Python (Pandas, BeautifulSoup), SQL databases (PostgreSQL), ETL tools (Apache Airflow), Data visualization libraries (Plotly).
[Security] - Implement data encryption at rest and in transit. Ensure compliance with GDPR and other relevant regulations.
[Format] - JSON for structured storage, CSV for export, API endpoints for real-time access.

Workflow:

1. Define project scope and target sectors.
2. Identify and document data sources including public APIs, web scraping targets, and existing datasets.
3. Develop ETL processes using Python and Apache Airflow to gather and clean data.
4. Store cleaned data in a PostgreSQL database with appropriate normalization.
5. Create API endpoints for real-time access to the database.
6. Implement data visualization tools (Plotly) for insights presentation.