
Ecosystemic 4C–4E Causal AI at ResearchMethods.org
A simple path to connect, learn, collaborate and make impacts.
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
Pick any channel that works for you (no formal membership required):
LinkedIn Group — Announcements,
discussions, calls for collaboration
RMDSai (Research
Methods, Data Science and AI) | Groups | LinkedIn
Meetup Community — Events,
webinars, local/virtual study sessions
RMDSai (Research Methods, Data
Science and AI) | Meetup
Sign up for Collaboration Groups
— Healthcare, Climate & Resilience, Policy/Urban, Responsible AI, and
more
Please
email us to get started.
(We’ll send updates, event invites, collaboration opportunities, and starter materials.)
Go deeper with concise guides, checklists, and notebooks.
HC Resource Page →
Holistic
Computation - a unified framework from data to intelligence to wisdom
Primer, DAG/Estimand guide, Evaluation & Fairness checklists,
4C utility worksheet, starter notebooks
Research Collaboration is welcome
— propose a project, share a dataset, co‑author a case study
Please
email us to get started.
Training Collaboration is welcome
— workshops, guest lectures, course modules
Please
email us to get started.
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.
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.
Join one channel (LinkedIn, Meetup, or Collaboration Groups)
Open the Primer + a starter
notebook from
Holistic
Computation - a unified framework from data to intelligence to wisdom
, then
email us to get started.
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