# Player's Intentional Walks to At-Bats Ratio

> Measures the ratio of intentional walks to at-bats for players, indicating strategic pitching decisions against them.

## At a glance

- **Publisher:** Spartera
- **Data source:** mlb.com
- **Category:** Professional Baseball
- **Price:** 0 credits (about $0.00 per request, billed on a successful response)
- **Type:** CALCULATION
- **URL:** https://marketplace.spartera.com/products/players-intentional-walks-to-at-bats-ratio/0ccf39dd-70b2-4eb0-8388-05b9b2017fb4

## Machine-readable

- Sample data (JSON): https://marketplace.spartera.com/sample/0ccf39dd-70b2-4eb0-8388-05b9b2017fb4
- Full page (HTML, with schema.org Dataset markup): https://marketplace.spartera.com/products/players-intentional-walks-to-at-bats-ratio/0ccf39dd-70b2-4eb0-8388-05b9b2017fb4
- Catalog index: https://marketplace.spartera.com/llms.txt
- Product sitemap: https://marketplace.spartera.com/server-sitemap.xml

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Published by Spartera on the Spartera Analytics Marketplace. Licensed under https://marketplace.spartera.com/terms.