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Open Workflow: 3-Month Living Laboratory Cycle 

This framework establishes the operational open workflow for managing citizen science studies, ensuring data privacy compliance, AI integration, and long-term institutional memory.​

The first Living Laboratory Cycle will be a shorter 2-month pilot. New Citizen Science Studies will be published on the 1st of October 2026.

1. Launch & Active Phase

(a) Studies are published online and conducted via Google Forms hosted within the @auroville.org.in Workspace environment, with a dedicated and secure email address.

(b) Each active data collection phase runs for 3-months from the initial launch date.

2. Temporarily Pause Studies (Interim Period)

Upon reaching the 3-month mark, the study is temporarily suspended for a few days to process data. A prominent notice will be displayed online informing users that data processing is under way.

2.1 Anonymisation

(a) To ensure complete anonymisation, all participants email addresses are permanently unlinked from their survey responses before being integrated with any AI-supported or automated systems - no personal data will be entered into any AI generator. 

(b) Additionally, email addresses and raw data will be deleted from the Google Form entirely. 

(c) This structural pseudo-anonymisation ensures participants can safely join future study cycles with fresh inputs, allowing new outcomes to evolve over time.

3. AI Integration & Human Review

(a) Study facilitators export the anonymised dataset into Google AI (NotebookLM) to generate initial summary reports.

(b) To ensure the AI-generated summaries are safe, accurate, and harmonious, study facilitators (Human-in-the-Loop) will conduct a thorough human review of all generated materials before public distribution.

4. Integrate Feedback & Re-launch (The Living Laboratory)

(a) Following the review, feedback from participants is integrated and an updated version of the same study is re-activated for a new 3-month cycle using the same Google Form and URL.

(b) The updated version will feature a dated summary report of the previous cycle, ensuring prior outcomes remain accessible to everyone online.

5. Institutional Memory & Long-Term Storage

(a) Final summary reports and project outcomes are stored in (Central Archive) a dedicated Citizen Science folder within the CIRHU Google Drive. This archive serves as the institutional memory of the project and remains accessible to CIRHU at all times.

(b) The pseudo-anonymised raw data from all Citizen Science studies will be stored securely on the cirhu_citizenscience Google Drive to be available for use in future CIRHU research studies.  

6. Annual Review (After 4 Completed Cycles / 12 Months)

(a) Verify if 12 months of data collection has yielded a sufficient volume of valid input.

(b) Gather the facilitation team to evaluate the effectiveness of the 3-month timeline and make adjustments if necessary.

(c) Publish topics/areas for further research suggested by the community.

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