This document discusses how non-programmers can work with data through various tools and platforms. It mentions Google Spreadsheets and APIs as ways to acquire, represent, and cleanse data without programming skills. Visualization tools like Google Refine, Stanford Data Wrangler, and Many Eyes are presented as options for analyzing structured and unstructured data through visual and human-readable representations.