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SayPro GPT-Driven Topic Extraction Framework

For Strategic Insight on Populations Served

Objective:
To extract and curate detailed, AI-powered topic lists (100 per prompt) that surface critical issues, challenges, and solutions tailored to the diverse population groups SayPro serves. These topics will inform program planning, partnership development, advocacy, knowledge sharing, and innovation efforts within the SayPro ecosystem.


Step-by-Step Process

Step 1: Define Population Group Focus Areas

Segment the population SayPro serves into clearly defined categories, such as:

  1. Youth (ages 15–35)
  2. Women and Girls
  3. People with Disabilities
  4. Rural Populations
  5. Urban Poor
  6. Migrants and Refugees
  7. Indigenous Communities
  8. Elderly and Aging Populations
  9. LGBTQ+ Communities
  10. Children and Adolescents

Step 2: Craft GPT Prompts by Category

Each prompt should be structured to generate 100 well-scoped topics that highlight:

  • Key issues (social, economic, political, environmental)
  • Major challenges (access, policy gaps, systemic barriers)
  • Proven or innovative solutions (programmatic, tech-based, policy-driven)
Example Prompt Template:

“Generate a list of 100 detailed topics focusing on critical issues, challenges, and possible solutions related to [insert population group], especially in the context of development, empowerment, inclusion, health, education, and employment.”

Example Prompt (Youth):

“Generate 100 detailed topics on youth development in Africa, covering issues like education, unemployment, mental health, political participation, technology access, and community engagement. Include challenges and solutions for each.”


Step 3: Output Categorization

Structure each 100-topic output under sub-themes:

  • Social Development
  • Education & Skills
  • Health & Wellbeing
  • Economic Empowerment
  • Governance & Participation
  • Digital Inclusion
  • Gender & Identity
  • Environmental Resilience

This allows for easier tagging and thematic sorting.


Step 4: Use Cases for Extracted Topics

Use CaseDescription
Strategic PlanningHelps align programs with grassroots needs and global trends.
Grant WritingProvides issue-specific language and rationale for proposals.
Partnership MatchingIdentifies shared interest areas with potential partners.
Advocacy AgendasBuilds evidence-based campaigns and position statements.
PublicationsFeeds SayPro Magazine, white papers, and reports.
Program DesignInspires new interventions or improves existing ones.
Hackathons & LabsOffers problem statements for innovation challenges.

Step 5: Automation & Scaling (Optional)

  • Use prompt templates with parameterized inputs (e.g., location, age group, thematic focus).
  • Run bulk extractions through GPT-based automation tools.
  • Store results in a searchable database linked to SayPro’s knowledge management system.

Next Steps

Would you like me to generate a sample list of 100 topics for a specific population group now? Just name the group (e.g., rural women, youth with disabilities, urban unemployed men, etc.) and I’ll extract the list immediately.

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