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Knowledge

Resource Hub

Practical knowledge for the work you do. Briefings, research summaries, white papers, webinars, podcasts, and toolkits from practitioners across the field. Summaries are open to everyone; full resources are a benefit of membership.

Summaries and abstracts are open to all. Full white papers, webinars, toolkits, and reports are for members. Each month, one featured journal article is free to everyone.

Type
Topic
Annual ReportField Trends

State of Health Data Science 2025

The Society's flagship annual survey of 3,400 practitioners on tools, salaries, hiring, and the questions keeping the field up at night.

White PaperModel Governance

Documenting Clinical Models: A Field Guide

A practical template for documenting what a model does, who owns it, and how to know when it is failing.

BriefingRegulation

What the New AI Transparency Rules Mean for Health Systems

A plain-language summary of recent regulatory changes and a short checklist of what your organization likely needs to do.

WebinarLLMs in Care

Evaluating an LLM Before You Trust It With Notes

A 50-minute walkthrough of how to test a language model for clinical use, with a downloadable evaluation rubric.

ToolkitHealth Equity

The Algorithm Equity Audit Starter Kit

A step-by-step kit for checking whether a deployed model treats patient groups fairly, with worked examples.

PodcastCareer

From Analyst to Architect: Career Paths in Health Data Science

Three practitioners on how they moved up, what they wish they had known, and which certifications actually mattered.

BriefingData Governance

Who Should Own Your Data Pipeline?

A short briefing on assigning clear ownership so governance happens in practice rather than only on paper.

White PaperMLOps

Monitoring Models in Production: A Reference Architecture

A reference design for catching model drift early, drawn from real health-system deployments.

WebinarClinical NLP

Getting Started With Clinical Text Extraction

An introductory session for analysts new to NLP, covering tools, pitfalls, and where to find usable datasets.

ToolkitCertification Prep

CAHDS Exam Readiness Toolkit

A self-assessment, study plan, and practice questions to help early-career members prepare for the CAHDS credential.

Featured report

State of Health Data Science 2026

Our annual report on where the field stands and where it is headed, based on a survey of thousands of practitioners. The summary is open to all; the full report is for members.