White Paper · 2026

DOI 10.5281/zenodo.22114720

Which Jobs Will AI Disrupt?

It is the wrong question.

Disruption is not arriving job by job. It is arriving system by system — across hiring, training, credentialing, and regional economies. The IWI Framework™ gives leaders a structural way to prepare.

Cover of the white paper From Man and Machine to Humans and AI by Emma Bush, Ed.D.
About the White Paper

A new architecture for the Human-AI economy

We spend enormous energy asking which occupations AI will eliminate, automate, or disrupt. That question is too narrow. The more consequential question is whether our workforce infrastructure is ready to keep pace with the new skills, functions, and opportunities the AI Economy is creating.

The next century of work will be defined by the partnership between Humans and AI. This paper examines that transition and presents the Integrated Workforce Infrastructure Framework™ — a systems approach for modernizing regional talent architecture.

Drawing on practice across workforce boards, community colleges, employers, and economic development organizations, it offers a coherent architecture for talent strategy, employer engagement, and regional resilience.

The IWI Framework™

Integrated Workforce Infrastructure

01

Workforce Intelligence

Real-time labor-market insight

02

Workforce Coordination

Boards as regional conveners

03

Workforce Delivery

Modernized career & employer services

04

Workforce Learning & Opportunity

Colleges as talent engines

One coordinated regional talent ecosystem

Figure 1 — The Integrated Workforce Infrastructure Framework™
Why This Matters

The future of work is not simply about AI replacing people. It is about how humans and AI will work together—and whether our workforce, education, talent, and economic systems can evolve quickly enough to support that transformation.

From “Man + Machine”
to “Humans + AI”

Previous technological revolutions changed how people worked and the tools they used.

Artificial intelligence is changing the relationship between people, technology, and work itself.

We need to modernize and better connect the extraordinary workforce infrastructure we already have—and align it with the realities of the AI Economy.

Framework Highlights

The four pillars of the IWI Framework™

A field-tested architecture that connects the workforce system's strongest assets into a coordinated regional talent ecosystem.

01

Workforce Intelligence

Continuously monitor emerging technologies, labor-market trends, and evolving skill requirements so regional leaders can invest based on real-time employer demand.

02

Workforce Coordination

Position Local Workforce Boards as regional conveners aligning employers, education, and economic development around shared workforce priorities.

03

Workforce Delivery

Modernize American Job Centers into proactive solution hubs — career navigation, customized employer services, apprenticeships, and work-based learning.

04

Workforce Learning & Opportunity

Position community colleges as the collaborative engine, translating employer demand into customized training, short-term credentials, and industry-aligned pathways.

Who Should Read This

Written for the leaders shaping the future of work

  • Workforce Development Boards

    Regional conveners aligning talent strategy.

  • American Job Centers

    Frontline access points for workers and employers.

  • Community Colleges

    Anchors of regional talent and credentialing.

  • Economic Development Organizations

    Architects of regional competitiveness.

  • Employers

    Designers of work, roles, and career pathways.

  • State Workforce Agencies

    Stewards of policy, funding, and systems.

  • Policymakers

    Shapers of the rules that govern the future of work.

  • Workforce Professionals

    Practitioners advancing the field.

About the Author
Portrait of Emma Bush, Ed.D.

Emma Bush, Ed.D.

Workforce Strategist · Researcher · Executive Advisor

Dr. Bush is a workforce systems strategist specializing in regional talent ecosystems, workforce infrastructure, and Human-AI workforce transformation.

She has led registered apprenticeship initiatives, regional partnerships across employers and education, and large-scale transformation efforts inside workforce systems. Her current research focuses on the infrastructure regions need to compete in the next economy.

Through her writing, advisory work, and The Workforce Infrastructure Playbook™, she advances a systems approach to building durable, equitable, and resilient regional workforces.

Coming Early 2027

The Workforce Infrastructure Playbook™

The implementation companion to the IWI Framework™. It translates the Framework into practical tools, roadmaps, and templates that move regions and institutions from strategy to execution.

Request early access
  • Practical tools and templates
  • Implementation roadmaps
  • Governance and operating models
  • Workforce assessments
  • Regional planning resources
  • Employer engagement frameworks
Contact

Inquiries and engagements

For workshops, speaking engagements, technical assistance, workforce transformation initiatives, or consulting inquiries.