# An Open Call to Institutions, Researchers, AI Labs, Educators, and Citizen Scientists
**URL:** https://connect.oeglobal.org/t/an-open-call-to-institutions-researchers-ai-labs-educators-and-citizen-scientists/7852
**Category:** OEGlobal Spotlight
**Tags:** presentation, cooltech, research, ai
**Created:** [July 18, 2025, 9:42am UTC](https://connect.oeglobal.org/t/an-open-call-to-institutions-researchers-ai-labs-educators-and-citizen-scientists/7852 "2025-07-18T09:42:00Z")
**Posts on this page:** 3
**Page:** 1
### Author:  [@hardiktiwari](https://connect.oeglobal.org/u/hardiktiwari)
#### Post date: [July 18, 2025, 9:42am UTC](https://connect.oeglobal.org/t/an-open-call-to-institutions-researchers-ai-labs-educators-and-citizen-scientists/7852/1 "2025-07-18T09:42:00Z")
## **Can AI validate scientific claims, without a statistician in the loop?**
That’s not just a question. It’s the crisis of our time in the age of LLMs.
🚨 As AI floods research with machine-generated hypotheses, the bottleneck isn’t in creation it’s in validation. Manual statistical testing is too slow, too exclusive, and not scalable.
### 🎯 That’s exactly what I’ve set out to solve.
#### 📢 Introducing: A Framework for Automated Hypothesis Testing
#### 🔗 DOI: 10.5281/zenodo.16054306
## What it does:
✅ Accepts hypotheses in natural language
✅ Uses transformer-based NLP to parse statistical intent
✅ Automatically selects & executes the right statistical tests
✅ Summarizes results in plain English via LLMs
> Think SPSS × ChatGPT but built for open science, reproducibility, and scale.
### Why now?
Unlike agentic systems like POPPER (Stanford), which are powerful but complex, this framework is modular, lightweight, explainable, and made for non-experts too like educators, students, policymakers, and independent researchers.
### I am looking to collaborate with:
🔹 Universities & research labs
🔹 AI/ML developers
🔹 Citizen science platforms
🔹 EdTech innovators
### If you’re working on democratizing science, automating data workflows, or enabling reproducible research let’s talk.
## 📬 Interested?
#### 👉 Fill this form to explore collaboration: [NocoDB](https://app.nocodb.com/p/researchinterest)
#### Or read the preprint here: [A FRAMEWORK FOR AUTOMATED HYPOTHESIS TESTING](https://zenodo.org/records/16054306)
#### DM me or reach out at [i@hardiktiwari.com](mailto:i@hardiktiwari.com) or [https://linkedin.com/in/itiwarihardik/](https://linkedin.com/in/itiwarihardik/)
> 💬 Would you use this in your research workflow? Comment below or tag someone who should see this.
# Empowering Open Education Through Automated Scientific Reasoning and Hypothesis Testing
In the spirit of open education, This **Framework for Automated Hypothesis Testing** breaks down the technical barriers that often exclude learners from engaging with real-world research. By enabling students, educators, and independent scholars to formulate hypotheses in plain language and receive statistically valid results without requiring advanced training, the system transforms passive learning into active scientific exploration. It serves as an AI-powered research assistant bridging statistics, critical thinking, and computational literacy while promoting reproducible research practices. **_This aligns with the core mission of open education (atleast according to me):_** _to make high-quality, interactive, and participatory learning accessible to all._
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### Author:  [@cogdog](https://connect.oeglobal.org/u/cogdog)
#### Post date: [July 21, 2025, 4:05pm UTC](https://connect.oeglobal.org/t/an-open-call-to-institutions-researchers-ai-labs-educators-and-citizen-scientists/7852/2 "2025-07-21T16:05:38Z")
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### Author:  [@system](https://connect.oeglobal.org/u/system)
#### Post date: [July 31, 2025, 8:30pm UTC](https://connect.oeglobal.org/t/an-open-call-to-institutions-researchers-ai-labs-educators-and-citizen-scientists/7852/3 "2025-07-31T20:30:58Z")