OpenStacks

OpenStacksfor Change

An index of open-source work on development research, data and policy. Twenty-five public repositories by Varna Sri Raman, most of them about India, grouped by what they are for. Each one has a status label; the labels are defined below and in the maintenance policy.

0repositories
0live sites
0active
0stable

Start here

Three sites built on the repositories below. If you want to use the work rather than read the code, go to these.
impactmojo.in

Impact Mojo

Teaching and practice platform for development economics and social research: courses, case studies and open teaching material.

Open ↗
janvayu.in

JanVayu जनवायु

A citizen-led national archive of India's air quality crisis: data, stories and sensor readings.

Open ↗
whatcounts.in

The Measurement Trap

Companion site to the forthcoming Routledge book on India's eight decades of counting itself.

Open ↗

What this is

and what the labels mean

This site is an index. It holds no code or data of its own; every link goes to a repository on GitHub or to a live site built from one.

It started in 2025 as the home page for eight related "stacks". Five of them are in use and are listed under research toolkits. The other three (RootStack, BridgeStack and ViewStack) were a database, an API and a dashboard that the toolkits did not need; they are archived and listed at the bottom of the page.

Every repository has one of the four labels on the right. The maintenance policy says what each label commits the maintainer to. Code is MIT-licensed unless a repository says otherwise; some written material is under Creative Commons. Each repository stands on its own, with its own README and no shared dependency.

Active

Being worked on. Issues and pull requests get a reply within days.

Stable

Works as described and is not being developed. Bug reports are welcome and may wait weeks for a reply. New features are unlikely.

Prototype

Unfinished, and shared as it is. Prototypes are not indexed here; they stay in the Experiments sandbox until they get a repository of their own or are dropped.

Retired

Archived on GitHub and read-only. Kept public so that links, citations and forks continue to work.

Teaching and practice

case studies, libraries, practice data
active

Dev Case Studies

200 real development case studies from 117 countries, searchable, filterable and fully cited.

github.com/Varnasr/dev-case-studiesJavaScript
active

Development Discourses

A curated open-access library of 500+ research papers, books and grey literature for practitioners in South Asia.

varnasr.github.io/development-discoursesJavaScriptopen access
stable

DevData Practice

Realistic practice datasets for development economics: 10 generators producing 350k+ rows for teaching and training.

github.com/Varnasr/devdata-practicePython
stable

DevEconomics Toolkit

11 interactive Shiny apps for impact evaluation, poverty analysis, program design and data exploration.

github.com/Varnasr/deveconomics-toolkitRShiny
active

ImpactLex

Development-sector glossary and companion to Impact Mojo: 390+ terms merged from 20 course lexicons, with 5 case studies, 10 worked formulae and cross-references to where each term is taught. Offline-capable PWA.

impactmojo.in/impactlexglossaryPWA

Research toolkits

the five stacks
stable

InsightStack

The largest of the set. MEL calculators, visual frameworks, research documentation templates and a full econometrics module (DiD, PSM, IV/2SLS, RDD, sensitivity analysis). Has a DOI: 10.5281/zenodo.15245182.

github.com/Varnasr/InsightStackStataPythonRObservable
stable

FieldStack

The applied fieldwork lifecycle: survey design, sample size, sampling weights, complex survey analysis, cost-effectiveness, qualitative coding and batch Quarto reporting.

github.com/Varnasr/FieldStackRQuartoKoboToolbox
stable

EquityStack

Development data workflows across health, gender, education and climate equity. An impact evaluation module and a data-cleaning pipeline with automatic logging.

github.com/Varnasr/EquityStackPythonJupyterpandas
stable

PolicyStack

South Asia policy tracker: 15 flagship schemes, 4 years of budget data and performance indicators. Superseded for new work by PolicyDhara.

github.com/Varnasr/PolicyStackPythonCSV
stable

SignalStack

Companion archive for the Research Rundown newsletter: issues, featured tools, method spotlights and curated resources.

github.com/Varnasr/SignalStackMarkdownSubstack

Writing and utilities

books, fiction, small tools
active

The Measurement Trap

Companion site for the forthcoming Routledge book on India's quest for social progress through eight decades of measurement.

github.com/Varnasr/the-measurement-trapHTML
active

The Very Last Superhero

An illustrated speculative fiction novel set in a climate-collapsed India, following a 14-year-old girl through AI, memory and resistance.

postheroic.worldAstrofiction
stable

CandidateDossier

CSV to LaTeX to PDF generator for uniform, privacy-masked candidate dossiers. Runs via Netlify Functions or Overleaf.

github.com/Varnasr/CandidateDossierLaTeXNetlify
active

Experiments

The sandbox. Small browser tools are built and indexed there, and are not listed here; anything that lasts moves to a repository of its own and appears on this page.

varnasr-experiments.netlify.app · github.com/Varnasr/ExperimentsHTMLno dependencies

Retired

Archived and read-only. The code is still public and can be forked or cited.

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 were a database, an API and a dashboard, built as one pipeline. It cost the most to maintain, was used the least, and the research toolkits never depended on it.

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

People working on health, education, gender, climate and governance, mostly in India and South Asia.

Practitioners

Analysis tools for monitoring and evaluation, impact assessment and programme design.

Researchers and evaluators

Scripts, sample data and evaluation frameworks from fieldwork in South Asia.

Analysts in NGOs

Python, R and Stata templates for the data formats the sector uses.

Students and teachers

Practice datasets, notebooks, case studies and worked 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. Twenty years of work on public health, education, gender and climate in India and South Asia.

Has led programme design, evaluation and research for Oxfam, UNICEF, the Gates Foundation, PLAN India and BBC Media Action. Founder of StoryWell Books.

If this work is useful to you, you can support it by UPI.

Support via UPI