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SayPro extract thematic topic lists related to each content module

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Step 1: Organize Your Content Modules

List your content modules clearly, for example:

  • Module 1: Introduction to Entrepreneurship
  • Module 2: Financial Literacy and Budgeting
  • Module 3: Marketing Strategies for Small Businesses
  • Module 4: Social Impact and Ethical Leadership

Step 2: Create GPT Prompts for Thematic Extraction

Use structured prompts like the following:

Prompt Template:
“Generate a list of 20 thematic discussion topics for a training module on [Module Topic]. Ensure the themes are relevant to learners in [target audience] and aligned with SCRR educational values (e.g., critical thinking, community relevance, inclusivity, innovation).”


Examples of GPT Prompts per Module


Module 1: Introduction to Entrepreneurship

“Generate 20 thematic topics that explore entrepreneurship fundamentals for emerging youth entrepreneurs. Topics should reflect innovation, local opportunity, and community empowerment.”


Module 2: Financial Literacy and Budgeting

“List 20 thematic training topics under financial literacy that include personal budgeting, business finance basics, and ethical decision-making in low-income communities.”


Module 3: Marketing Strategies for Small Businesses

“Produce 20 themed topics that teach cost-effective, digital, and inclusive marketing strategies suitable for township and rural entrepreneurs.”


Module 4: Social Impact and Ethical Leadership

“List 20 thematic educational topics exploring social entrepreneurship, ethical leadership, community-based decision-making, and sustainable impact.”


Step 3: Compile and Cluster the Output

Group the GPT-generated topics under:

  • Core themes (required knowledge/skills)
  • Supplementary themes (extended skills/optional topics)
  • Cross-cutting themes (e.g., gender inclusion, technology use)

Step 4: Validate Themes Against SCRR and SayPro Goals

Review the generated topic lists to ensure:

  • They support the intended learning outcomes
  • They include equity, transformation, and relevance principles
  • They fit within SayPro’s brand and mission

Optional Automation

If working with hundreds of modules:

  • Upload all module titles to GPT in a batch format.
  • Use a scripting interface or API (via OpenAI or a spreadsheet plugin) to auto-run the prompts.

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