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