Buy digital products for sale: Sports Analytics Starter Bundle for Beginners
Seller's description
Technical Specs
This is a curated data pack for sports enthusiasts entering the analytics space. Includes 12 pre-formatted CSV datasets from 2023-2024 season, covering player stats, team performance, and injury logs. Each file is cleaned and normalized with Python pandas scripts included.
You also get a 40-page PDF guide on interpreting the metrics, plus access to an interactive dashboard template (Power BI) that auto-updates with new data. Perfect for beginners who want to build their first sports model without scraping or cleaning.
Account History
This digital product has been maintained with regular updates since early 2024. The datasets are sourced from public APIs (like sportsdata.io) and manually verified for accuracy. I've used this bundle for my own side projects and it's been downloaded 340 times with a 4.8-star average rating.
The version history shows 6 major updates, adding new columns and fixing edge cases in the injury data. No broken files reported in the last 90 days.
Security Features
All files are delivered via a verified checksum to ensure integrity. The bundle includes a SHA-256 hash file so you can verify nothing was corrupted during transfer. You don't need an API key or OAuth setup — it's a one-time download, but I provide a lifetime access link for future dataset updates (quarterly patches).
No personal data is involved — all stats are public domain. The guide includes a section on responsible data usage and licensing for digital products for sale in the sports niche.
Transfer Method
Instant delivery via a secure cloud link (Google Drive or Dropbox, your choice). After purchase through Escrozon's escrow system, I'll send the link within 1 hour. The link is password-protected and expires in 7 days, but you can request a re-send anytime.
For beginners, I've included a quick-start video tutorial (10 min) on loading the CSV into Jupyter Notebook. If you get stuck, I'll respond to questions within 24 hours via the platform's messaging — all communication stays on Escrozon for safety.
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Product details
Stated by the seller and not checked by Escrozon. Ask for a demo or sample files before you pay.
- Niche
- Sports
- Product Type
- Data Bundle
- Delivery Time
- Within 1 hour
Price
$45.00
Held in escrow during the handover
Funds held safely in escrow while you check the transfer. The seller is paid when you confirm receipt, or automatically 30 days after delivery starts if you have neither confirmed nor opened a dispute. If anything goes wrong, open a dispute and a moderator will intervene.
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About this listing
Frequently asked questions
The bundle includes 12 cleaned CSV datasets from the 2023-2024 season, Python pandas scripts for data processing, a 40-page PDF guide, and an interactive Power BI dashboard template.
No, the bundle is designed for beginners. The PDF guide explains key metrics and how to interpret them, and the included scripts automate data cleaning and normalization.
You'll need Python with pandas installed to run the scripts, and Power BI for the dashboard template. The CSV files can be opened in any spreadsheet software like Excel or Google Sheets.
Delivery is within 1 hour via a secure download link sent to your email. The files are delivered through our escrow platform to ensure safe transaction.
The datasets are for personal and educational use only. Reselling or redistributing the raw data or scripts is not permitted. For commercial licensing, please contact us.
Digital product checklist
Quick checks before paying for files or course material.
- 1Ask for a sample or the table of contentsIt is the fastest way to establish that the product exists and matches the description.
- 2Establish the resale and distribution rightsResell rights and personal-use rights are priced very differently.
- 3Check whether third-party content is includedBundled stock assets are often not the seller's to pass on.
- 4Confirm the delivery format and total sizeAvoids a dispute over what 'the full package' meant.
- 5Ask whether updates are includedA course or template set without updates dates quickly.
- 6Keep delivery inside the deal chatA file sent off-platform is not evidence a moderator can rule on.
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