Available for collaborations

Get in touch

The Sreeram Venugopal Record

Sreeram Venugopal

Founder ★ Leader ★ Speaker ★ Researcher ★ Author

Puducherry, India — OCTOBER 2026

Papers · Journals · Conferences

Research Supplement

  • Research papers
  • Journals
  • Conferences
  • Peer review
  • Open data

Research brief · Open access · 1,471,473 schools

RESEARCH PAPERS,
JOURNALS & CONFERENCES

ORCID iD0009-0009-2916-7633GitHubVenu2328PreprintOpen access · CC BY 4.0Peer review pending
63.5%
of schools can run a cloud-connected virtual laboratory — at most
537,486
schools cannot, under any reading of the government data
124,741
secondary schools have no functional science laboratory
59.2%
of all schools are in states short of both

What stands behind it

  1. 01Backed by researchers
  2. 02Future trend analysis
  3. 03Personal theses & big data collection
  4. 04Original work took 14 months
  5. 05Validated by top-tier researchers, scholars & PhD professors
  6. 06Documented on GitHub
Research brief14 months of original work

Where Virtual Laboratories Cannot Reach

At least 537,486 Indian schools cannot run a cloud-connected virtual science laboratory — and the schools that lack physical laboratories are disproportionately among them. An analysis of UDISE+ 2024–25 covering all 1,471,473 recognised schools, deriving sharp Fréchet–Hoeffding bounds rather than assuming the three infrastructure distributions are independent.

PDFResearch-Whitepaper.pdf
Where Virtual Laboratories Cannot Reach

Contact

Let's work together.

Open to collaborations, consulting, and conversations about education and civic work. Email reaches me fastest.

sreeram23db@gmail.com