Proof of Usefulness Report

Society for Professional Data Managers

Analysis completed on 2/3/2026

+11
Proof of Usefulness Score
You're In Business

The submission represents a legitimate niche organization (Society for Professional Data Managers) but is severely undermined by poor data quality, contradictory categorization (Clinical vs. Energy), and blatantly false traction claims ('most people have used my product'). The input appears to be a low-effort or spam submission using a real URL, resulting in a minimal score.

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Score Breakdown

Real World Utility+5.0
Audience Reach Impact+1.0
Technical Innovation+0.75
Evidence Of Traction+1.25
Market Timing Relevance+1.5
Functional Completeness+0.0
Subtotal+9.5
Usefulness Multiplierx1.12
Final Score+11

Project Details

Description
The Society of Professional Data Managers is a not-for-profit and a member-driven professional society, providing data managers in the Energy sector the means to grow their careers and competencies through professional development, community events and meetings. This LinkedIn group is open to anyone who is interested in the SPDM.

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