#014 Human Judgment in an AI World: How Public Systems Adapt with Connor Norwood, CEO, Delineate

AI is reshaping public services, from Medicaid eligibility to behavioral health treatment planning, but the biggest shift isn’t automation. It’s the rising importance of human judgment, governance, and critical thinking in a world flooded with machine-generated information.In this episode of Human Work After AI, host Chris Fanchi sits down with Connor Norwood, Founder & CEO of Delineate LLC, to explore how government, healthcare systems, and consulting firms are navigating AI adoption while protecting public trust and human responsibility.Connor brings a rare lens: academic researcher → state CDO → COVID-19 multi-agency data leader → founder. His perspective on AI governance, health workforce shortages, legal liability, and expert-human augmentation is one every tech leader needs to hear.🔑 Key Themes- Why critical thinking becomes the most important workforce skill in an AI-first world- Why AI will replace some jobs, but will create entirely new ones that require reskilling- How expert-human augmentation can ease the mental health provider shortage- The hidden risk for companies that “ban AI” but don’t create policies- Why public sector AI adoption is slowed by outdated statutes and risk-averse incentives- How AI changes discovery, research, and consulting workflows⏱️ Chapters00:00 — Opening highlight01:02 — Introduction to Connor Norwood & Delineate01:58 — From pre-med → academia → state government → data leadership04:28 — The origins of Delineate & the art of data storytelling06:39 — Why executives need narrative clarity, not more dashboards09:44 — What “tuning your message to the audience” really means10:52 — What Delineate does today (government + sports + healthcare + AI)12:55 — AI governance: why orgs can’t put their head in the sand13:03 — Expert human augmentation in healthcare15:26 — How clinicians perceive AI (and why definitions matter)18:48 — The fragmented regulatory landscape21:12 — Government constraints: legacy rules, risk tolerance, budget cycles23:34 — Why efficiency in public services matters26:23 — How Delineate uses AI to accelerate research & discovery28:21 — Are jobs being replaced? Connor’s view on job creation & reskilling30:38 — Why critical thinking still matters more than ever31:24 — Legal liability: AI outputs, copyright, and the black box34:03 — Why proactive guardrails matter36:17 — Creating realistic AI policies in organizations36:45 — Connor’s vision for improving public service with AI38:17 — Where to find Connor38:33 — Closing🔗 ResourcesDelineate LLC: https://delineateconsulting.comConnect with Connor: http://www.linkedin.com/in/connorwnorwoodChris Fanchi / Big North: https://bignorthnetwork.com📘 Order Chris’s Book — Managing AI: Humans, Agents, and the Future of WorkAvailable Now!👉 https://bignorthnetwork.com/managing-ai