Data Science + Melanin

Data Science + Melanin is a business whose own site puts it this way: "is an African American creative, and data scientist whose research intersects race, social justice, coding, and big data whose grass roots originates from Birmingham, Alabama, USA." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

On the page it is passable on a workable page structure and basic crawler access. What holds it back is structured data describing the business, a clearly stated business identity, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.

Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).