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Home›Research

Research when there's data, not before.

The studies below are the programme Nishwik is building from platform-scale operational data. Each publishes only when the dataset is real and the methodology can be attached — no invented statistics, ever.

Planned studies

Each study ships with methodology, sample description, and date — or it doesn't ship.

School Digital Operations Index

How Indian schools digitise fees, attendance, and parent communication — from anonymised platform-scale data.

Institutional Reconciliation Benchmark

What reconciliation discipline looks like across institution types — and what its absence costs.

School Fee Collection Trends

Collection timing, reminder effectiveness, and EMI adoption patterns in Indian schools.

Hospital Digital Operations Benchmark

Billing accuracy, pharmacy discipline, and collections across digitising hospitals.

Housing Society Collections Benchmark

Collection rates, reminder response, and corpus practices across Indian societies.

Institutional Inventory Benchmark

Expiry losses, reorder behaviour, and stock discipline across institutional stores.

Why nothing is published yet

Every study requires: a real anonymised dataset of sufficient scale, a methodology section, and a publication date. Each study is green-lit for publication as platform data reaches publishable scale with sound methodology. Empty research is worse than no research — so the programme page is honest about its state.

Frequently asked questions

When its dataset is real and its methodology holds — the programme note tracks readiness per study.
No — studies use anonymised, aggregated data; institutions are never identifiable without explicit permission.
Platform institutions contribute automatically through anonymised aggregates; opt-in deeper participation will be offered per study.

Get notified on publication

Research announcements will run through Insights — the blog is the channel.