Research Archive · Transparent & Reproducible

A living library for human-first systems

This archive hosts survey instruments, interview protocols, and the evolving respondent dataset from Project Nagrik and SARAL. The aim is simple: let anyone trace how raw signals inform design and policy decisions.

Open Drive folder

Datasets & Instruments

• Questionnaires (English / Hindi / Marathi)
• Interview guides (citizens & officers)
• Respondents.xlsx (working file; anonymized export to follow)
• Synthetic SARAL demo sample planned for v2

Access all via the Drive folder above.

Methods

Field methodology overview (pilot), sampling rationale (urban/rural clusters), and consent/ethics summary (bilingual). A lightweight bias-audit framework for SARAL is in development and will be added after v1 validation.

Code & Analysis — coming soon

Cleaned notebooks, reproducible figures, and a toy “Reproduce SARAL logic” demo will be published after v1 field testing.

Documentation

Version notes for instruments and the plan for field validation (Dec 2025 – Feb 2026). A public changelog will be posted once testing begins.

Access & Attribution

Shared data will be anonymized and released for academic / non-commercial use.
Suggested citation: “Mody, P. (2025). Project Nagrik — SARAL Research Archive (v1).”

Note: Until v1 validation, only instruments and the working respondents file are available. Personally identifying information is never published.

Archive Navigator · Data Dictionary & Changelog

Data Dictionary (Project Nagrik v1)

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    Variable Detail & Changelog

    v1 · Dec 2025

    Select a variable on the left

    Click any field to view its definition, type, allowed values, and privacy notes. You can copy the variable name for your analysis notebook.

    Archive Changelog

    • v1 instruments uploaded — questionnaires (EN/HI/MR), interview guides (citizens & officers), respondents working sheet.
      Current
    • Planned — anonymized CSV export; bias-audit memo; analysis notebooks (access, thresholds, process clarity).
      Post field validation
    • Planned — SARAL synthetic sample + “reproduce logic” toy demo.
      With v2

    Development Dashboard · Iteration in Progress

    Development

    Actively in build

    Each phase brings SARAL closer to real-world testing. The focus is on reliability, human-centered workflows, and scalable SMS/IVR deployment for low-connectivity environments.

    Phase 1

    Prototype Foundation

    Core SMS/IVR flow, eligibility logic, and UI wireframes completed. Internal demo validated.

    Done
    Phase 2

    AI Integration & Field Prep

    Lightweight ML modules for message classification & bias detection; UI refinement; preparing test scripts for fieldwork.

    In progress
    Phase 3

    Field Testing & Validation

    Planned for Dec 2025–Feb 2026: Ground trials with citizens and operators, feedback collection, model audit.

    Scheduled
    Phase 4

    Open Source Release

    Public repo with sandbox datasets, API documentation, and bias-audit utilities. Target release: mid-2026.

    Planned