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upwork.com 🟢 2026-05-24

🔹 UK Women's College Basketball Historical Dataset (2005-2026)
👤 Client: 🇬🇧 United Kingdom Member since 2017-10-25
💰 Price: ****
🚩 Problem: Lack of a centralized database for British female athletes competing across various US collegiate sports divisions over a 20-year span.
📦 Existing: Not specified

Specifications:

[Target] Women's basketball players with UK/England/Wales nationality or connection
[Target] NCAA Division I, II, III, NJCAA, and NAIA institutions
[Method] Web scraping and manual research via Hoopsfix, RealGM, NCAA.com, NAIA.org, NJCAA.org, and Wayback Machine
[Format] Full Player Name, School(s) attended (non-deduplicated), Graduation Year/Final Season, Division/Level
[Format] Excel and Google Sheets
[Security] Source documentation list

Workflow:

1. Identification of UK-connected players via Hoopsfix and sports databases.
2. Cross-referencing player history across NCAA, NJCAA, and NAIA rosters.
3. Historical data recovery for 2005-2016 period using Wayback Machine.
4. Compilation of transfer history and multi-school attendance records.
5. Final validation and delivery of master spreadsheet.