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
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Voice Note Processing: Records, transcribes, and analyzes voice reflections
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Text Input Analysis: Processes written reflections with natural language processing
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Tagging System: Supports both explicit and AI-inferred tagging
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Scheduled Prompts: Delivers contextual reflection prompts at key moments
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Peer Attribution: Enables acknowledgment of value received from others
2. Data Submissions
- github repos
3. Forms
- long form reflections
- ratings
- short responses