Proof of Usefulness Report

The Center of Applied Data Science

Analysis completed on 1/31/2026

+491
Proof of Usefulness Score
Industry Mainstay

The Center of Applied Data Science (CADS) is a legitimate, established entity in the ASEAN region with verifiable government partnerships and significant corporate training traction (thousands of graduates), contrasting sharply with the low-quality submission claims. While the submitter provided hyperbolic and inaccurate data ('most people', 'everyone'), external verification confirms a mature business model (launched 2015) addressing a high-demand market (data literacy). The project scores well on utility and verifiable market presence but loses points on response quality and the vagueness of the submitted evidence.

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Score Breakdown

Real World Utility+20.0
Audience Reach Impact+9.6
Technical Innovation+6.0
Evidence Of Traction+10.5
Market Timing Relevance+8.0
Functional Completeness+0.5
Subtotal+54.6
Usefulness Multiplierx0.90
Final Score+491

Project Details

Project URL
Description
We are building an ecosystem of digital services for everything data-related.\n\n• Assessment: Assess and verify data literacy skills to identify skills gap individually and in the workforce.\n• Learning: Upskill and get certified to improve data literacy skills through 5 learning paths.\n• Resourcing: Get auto-matched with internal and external talents to hire for new roles or projects, and close the skills gap.\n• Alignment: Identify and analyze alignment gap to become data-driven organization between leadership teams and the workforce.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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