Proof of Usefulness Report

Data Science Alliance

Analysis completed on 2/4/2026

+248
Proof of Usefulness Score
Gaining Momentum

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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Score Breakdown

Real World Utility+125.0
Audience Reach Impact+15.0
Technical Innovation+37.5
Evidence Of Traction+56.25
Market Timing Relevance+40.0
Functional Completeness+1.25
Subtotal+275
Usefulness Multiplierx0.9
Final Score+248

Project Details

Description
We're a San Diego-based nonprofit on a mission to use the power of data science and AI to drive positive change in our local communities. By leveraging cutting-edge technology, data analytics, and educational initiatives, we tackle pressing social issues, support sustainable development, and empower organizations and individuals with the knowledge and insights to make informed decisions. We aim to turn data into actionable solutions and foster a culture of data literacy, ensuring a brighter, more equitable future for our city. We believe that with your support, we can make a significant impact.

Algorithm Insights

Market Position
Growing utility with room for optimization
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline