Holistic Computation gRMDS AI

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Join & Get Started with Holistic Computation (HC)

Ecosystemic 4C–4E Causal AI at ResearchMethods.org

A simple path to connect, learn, collaborate and make impacts.


1) SPECIAL WELCOME — if you are…

  • Researchers, data scientists, analysts, policy/health/AI teams, civic & nonprofit leaders

  • Looking for benefits like causal clarity, ethical & fair decisions, and multi‑capital impact (Material • Intellectual • Social • Spiritual)

  • New to HC or already exploring — everyone is welcome to learn, try examples, and collaborate for positive impacts


2) How to Join

Pick any channel that works for you (no formal membership required):

(We’ll send updates, event invites, collaboration opportunities, and starter materials.)


3) Explore & Study HC

Go deeper with concise guides, checklists, and notebooks.


4) Explore Use Cases of HC

See how HC works end‑to‑end and adapt templates to your context.

  • Use Case Page /hc-usecases.htm
    Healthcare, Climate & Resilience, Policy/Urban, Responsible AI — each with DAG, estimand, notebook, and policy/impact card

  • Use Case Development Collaboration is welcome — contribute a domain template or co‑develop a new case
    Please email us to get started.

  • Consulting & Solution Collaboration is welcome — partner with us to apply HC in your organization
    Please email us to get started.


5) Build With Us — HC AI Agents & Tools

Co‑develop open source tools that operationalize HC (E4C4E) for teams.

  • Ideas: DAG & Estimand Studio, 4E workflow runner, 4C capital tracker, fairness & recourse audits, domain plugins, agents that guide end‑to‑end projects

  • Start contributing on GitHub — good‑first‑issues, docs, examples, testing
    Please email us to get started.

  • Tooling collaboration is welcome — propose features, integrate with your stack, or pilot with your team
    Please email us to get started.


Quick Start (3 steps)

  1. Join one channel (LinkedIn, Meetup, or Collaboration Groups)

  2. Open the Primer + a starter notebook from Holistic Computation - a unified framework from data to intelligence to wisdom , then email us to get started.

  3. Pick a use case from Holistic Computation - a unified framework from data to intelligence to wisdom and try the template, then email us to get started.


Global Association for Research Methods, Data Science and Artificial Intelligence (GrmdsAI)
Website: https://www.ResearchMethods.org