SayPro GPT Topic Classification Framework

Step 1: Define SayPro Strategic Program Clusters

Cluster Name	Description
Education & Skills	Topics related to formal and informal education, vocational training, literacy, STEM, lifelong learning.
Youth Empowerment	Topics focusing on youth leadership, employment, entrepreneurship, mentorship, and civic engagement.
Gender & Inclusion	Topics promoting gender equality, women’s empowerment, inclusion of marginalized groups.
Health & Well-being	Topics on physical and mental health, health education, community health initiatives.
Innovation & Technology	Topics on digital transformation, ICT4D, tech-enabled solutions for social impact.
Community Development	Topics on local governance, community resilience, social cohesion, and grassroots initiatives.
Environmental Sustainability	Topics on climate action, environmental education, sustainable livelihoods.

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Step 2: Sample Topic Classification

Let’s say you have a list of GPT topics. Here’s how you could classify a few sample topics:

GPT Topic	Assigned Cluster(s)	Notes
“Mobile apps to support remote learning in rural schools”	Education & Skills	Focus on digital education
“Youth entrepreneurship programs for unemployed graduates”	Youth Empowerment	Economic empowerment
“Women-led community health education campaigns”	Gender & Inclusion; Health & Well-being	Cross-cluster relevance
“ICT training for female farmers to increase market access”	Innovation & Technology; Gender & Inclusion	Tech + gender empowerment
“Community-based climate adaptation workshops”	Environmental Sustainability; Community Development	Local resilience focus

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Step 3: Classification Process Tips

• Assign primary and secondary clusters when topics span multiple areas.
• Create sub-themes within clusters if needed (e.g., under Education: Digital Literacy, Vocational Training).
• Use keyword matching or AI-assisted tagging tools to speed classification for large lists.
• Maintain a master glossary of keywords tied to clusters for consistency.

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Step 4: Output Format Example

Topic ID	Topic Title	Primary Cluster	Secondary Cluster(s)
001	Mobile apps for remote learning in rural schools	Education & Skills	Innovation & Technology
002	Youth entrepreneurship programs for unemployed grads	Youth Empowerment
003	Women-led community health education campaigns	Gender & Inclusion	Health & Well-being
004	ICT training for female farmers	Innovation & Technology	Gender & Inclusion
005	Community-based climate adaptation workshops	Environmental Sustainability	Community Development