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Upcoming action-learning journey: Accra, Ghana @ May 18, 2025

Our evaluation methodology is powered by a suite of technological tools designed to capture, process, and visualize the flow of multiple forms of capital throughout an action-learning journey. These tools work together to create a seamless evaluation experience that balances ease of use with analytical depth.

1. Telegram Timelining Bots

At the heart of our data collection system is a Telegram bot designed to capture reflections, observations, and attributions in accessible, low-friction ways:

Bot Capabilities

  • Voice Note Processing: Records, transcribes, and analyzes voice reflections

  • Text Input Analysis: Processes written reflections with natural language processing

  • Tagging System: Supports both explicit and AI-inferred tagging

  • Scheduled Prompts: Delivers contextual reflection prompts at key moments

  • Peer Attribution: Enables acknowledgment of value received from others

2. Data Submissions

  • github repos

3. Forms

  • long form reflections
  • ratings
  • short responses
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