OpenStacks for Change

An index of open-source work on development research, data, and policy. Built in India, shared for impact.

20+Public Repositories
10Live Sites
5Research Toolkits
MITLicensed

Start Here

If you want the reader-facing version of this work rather than the source code, begin with these.

What This Is

This site is an index, not a product. It points to the open-source repositories behind work in development economics, evaluation, and public-interest data.

It began in 2025 as the hub for a family of eight interlocking “stacks.” Some of those turned out to be genuinely useful and are still here, still working. Others were scaffolding for an ecosystem that never needed to exist, and have been retired.

Rather than leave that ambiguous, every repository below carries a status label that means something specific.

Status Labels
Active
Under development. Issues get
answered in days.

Stable
Works and is correct. Not being
developed. Bug reports welcome;
replies take weeks.

Retired
Archived, read-only. Kept public
so links and citations survive.

Projects

Grouped by what they are for, with an honest status on each.

Data and Policy

PolicyDhara

Active

Auto-updating tracker of Indian government policy across development sectors. The maintained successor to PolicyStack.

AstroOpen Data

How India Lives

Active

205 state-level choropleth maps and 10 visual stories on India’s diversity across demography, health, gender, economy, education, and environment.

HTMLMaps

Bihar Electoral Dashboard

Active

Analysis of Bihar electoral roll anomalies — voter deletion patterns, demographic shifts, and election data integrity.

ElectionsData Integrity

SDG Progress Tracker

Active

India’s progress on all 17 UN Sustainable Development Goals — scores, trends, radar charts, and category breakdowns.

Chart.jsSDGs

India Development Indicators

Active

Interactive dashboard across economic, health, education, infrastructure, and environmental indicators — pulling live from the World Bank Open Data API.

World Bank APIChart.js

Climate TRACE India

Active

Satellite-verified, facility-level greenhouse-gas emissions for India — power, manufacturing, transport, fossil fuels, agriculture, and waste, including the top-emitting coal and steel plants.

Climate TRACEEmissions

Industry Conglomerates Tracker

Active

Open geographic database of 444 major Adani and Ambani infrastructure projects, 1999–2026 — searchable and filterable, with government-support classification.

Open DataMapping

WhoGaveTheOrder.in

Active

Citizen-led accountability archive asking who authorised the use of state power against citizens. A six-state evidence grammar, a chain-of-command map, and an RTI register with a live reply-due clock.

Evidence ArchiveRTI

Some Perspective

Stable

Unfunded empirical study of India’s political economy, 2004–2026. Three constructed indices, full dataset, replication code, and a working paper.

DataReplication

H-VSAINC

Stable

Hyderabad voting patterns and public infrastructure, 1999–2023, across five assembly seats with party-wise vote share trends.

HTMLElections

Bihar Parichay

Stable

Interactive bilingual resource on Bihar — society, economy, caste, migration, climate, culture. A single offline-capable HTML file.

D3LeafletBilingual
Retired — archived and read-only

RootStack

SQLite and PostgreSQL schemas for the shared data layer

BridgeStack

FastAPI backend serving RootStack to frontends

ViewStack

React dashboard for exploring the data

These three formed a database → API → dashboard pipeline. It was the most expensive part of this project to maintain and the least used — and the research toolkits never depended on it. Nothing has been deleted: the code stays public, forkable, and citable.

ImpactLex is not on this list. Its old repository is archived, but the project graduated into Impact Mojo rather than winding down — it is listed under Teaching and practice above. An archived repository and a finished project are not the same thing.

Four further stacks — ClimateStack, EduStack, SocialStack, and InfraStack — sat on a published roadmap for a year without a line of code written. That roadmap has been withdrawn rather than left standing as a promise to readers. The needs behind it are better served by How India Lives, PolicyDhara, and JanVayu.

Who This Is For

Development practitioners working across health, education, gender equity, climate, and governance — primarily in India and South Asia.

Development Practitioners

Ready-to-use analysis tools for MEL, impact assessment, and program design across health, education, gender, and climate.

Researchers and Evaluators

Reproducible scripts, sample data, and evaluation frameworks grounded in real South Asian fieldwork.

Data Analysts in NGOs

Python, R, and Stata templates that work with the data formats and analysis patterns you actually use.

Students and Educators

Practice datasets, guided notebooks, case studies, and real-world examples for development economics and public policy courses.

Dr. Varna Sri Raman

Dr. Varna Sri Raman

Development economist, social researcher, and licensed social justice worker with 20+ years of experience across public health, education, gender equity, and climate resilience in India and South Asia.

Has led programme design, MEL strategies, and research with Oxfam, UNICEF, Gates Foundation, PLAN India, and BBC Media Action. Founder of StoryWell Books.

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