The Data Science Alliance is a verifiable San Diego-based 501(c)(3) nonprofit with significant financial backing (~$968k revenue in 2024 via ProPublica), contradicting the confusing 'marketcap: 50000' claim. While the organization delivers tangible local value through data projects (e.g., Feeding San Diego dashboard), the submission suffers from severe quality issues, including exaggerated reach ('everyone'), false traction claims ('most people have used my product'), and likely inflated team size (claiming 125 vs. ~20 actual staff/core volunteers). The project demonstrates real-world utility as a consultancy-style nonprofit but lacks the scalable digital traction of a high-growth tech product.
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