Skip to main content

Utility

  • Current Students
  • Faculty & Staff
  • Alumni
  • Office Directory

Actions Menu

  • Visit
  • Give

Main navigation

  • About

    • About Carnegie Mellon
    • Leadership
    • Vision, Mission & Values
    • History
    • Traditions
    • Rankings & Awards
    • Pittsburgh
    • Global Locations
    Students walking up outdoor stairs with backpacks
    Our Strategic Framework.

    The Persistent Pursuit of Excellence

    As we celebrate our 125th year, we do so with a renewed sense of purpose. Guided by our strategic vision and driven by our shared values, we are confident that we will rise to meet this moment and continue to lead with distinction in the decades to come.

  • Academics

    • Academics at CMU
    • Majors & Programs
    • Graduate Programs
    • Interdisciplinary Programs
    • Online Education
    • Continuing Education
    • Academic Calendar
    • Pre-College Programs
    • Learning for a Lifetime
    Students on campus with a clock and CMU125 banner
    Top 20 University in the United States

    Earning a place among the top 20 universities in the United States, Carnegie Mellon ranks No. 1 in seven undergraduate programs, including analytics and programming languages, artificial intelligence, cybersecurity, information systems, mobile/web applications and software engineering.

  • Admission

    • Admission at CMU
    • Undergraduate Admission
    • Graduate Admission
    • Access & Affordability
    CMU campus from above
    2025 Fulbright Recipients

    Carnegie Mellon University’s dedication to global engagement continues with seven members of its community accepting Fulbright grants for the 2025-26 academic year.

  • Campus Life

    • Campus Life at CMU
    • Student Activities
    • Living in Pittsburgh
    • Student Affairs
    • Living on Campus
    • Athletics
    CMU125 The Power of Possibilities decorative graphic
    CMU125

    This 125th anniversary year is a celebration of the milestone moments of the university’s history to date, as well as what CMU will make possible in its next 125 years.

  • Research

    • Research & Creativity at CMU
    • AI Research at CMU
    • Undergraduate Research
    • Centers & Institutes
    • Libraries
    • Scholars
    Student wearing a machine on her head in the neuroscience lab
    Work That Matters

    From improving health outcomes and enhancing education, to strengthening national security and advancing trustworthy artificial intelligence, our work makes life better for people everywhere. We ask bold questions, solve complex problems and make real change.

Utility

  • Current Students
  • Faculty & Staff
  • Alumni
  • Office Directory

Actions Menu

  • Visit
  • Give

What can we help you find?

Popular Searches

  • Undergraduate Admissions
  • Career Center
  • Majors and Programs
  • Work That Matters
  • Cancer Research
  • Pulitzer Prize

Identifying the Workers We Need and Where To Find Them

By: Workforce Supply Chains (WSC) Initiative is a Carnegie Mellon-led research effort that builds and deploys analytical methods to quantify the readiness of regional labor markets to meet skill demand. These methods have been used to evaluate workforce gaps to meet the needs of a variety of industries, including commercial semiconductor and battery production.

Selecting a category from over 1,000 occupations (or a custom occupation), across any industry, the WSC methodology identifies which other occupations may have a minimum level of readiness to meet the requirements of the needed occupation. With these inputs, the tool estimates:

  • The number of workers available in any region of the country to meet a given level of demand.
  • Their demographics and their current wages (hence, the potential economic attractiveness of transitioning to a new role).
  • How many may change occupations each year. 

This methodology identifies gaps between skill demand and supply both at a moment in time and over a given period, and quantifies which skills are most frequently missing in a region (such as a county or a metropolitan area).

What we’ve found: Our work has shown that: 

  1. Rural regions, especially Pennsylvania communities, have essential skills for scale-up of energy systems and infrastructure.
  2. Demand for workers in manufacturing and deployment of critical grid infrastructure could be served quickly through pipelines from occupations that are projected to decline.
  3. Automation can close labor gaps, but make some skills matching more difficult.

The bottom line: Meeting the energy needs of re-industrialization and strategic AI capacity will require a construction, manufacturing and operational workforce. CMU integrates the analytics capability to evaluate the skills that are needed, where they can be found and the gaps between demand and supply, with the capability to design and execute digital training solutions to close gaps at scale.

Download White Paper PDF

More on Maximizing Sustainability and Protecting Communities

Data Center Growth Could Increase Electricity Bills 8% Nationally and as Much as 25% in Some Regional Markets

5000 Forbes Avenue 
Pittsburgh, PA 15213  
(412) 268-2000

About CMU

  • Athletics
  • Events Calendar
  • Careers at CMU
  • Maps, Parking & Transportation
  • Health & Safety
  • News

Academics

  • Majors
  • Graduate
  • Undergraduate Admission
  • Graduate Admission
  • International Students
  • Scholarship & Financial Aid

Our Impact

  • Centers & Institutes
  • Business Engagement
  • Global Locations
  • Work That Matters
  • Regional Impact
  • Libraries

Top Tools

  • Office Directory
  • Academic Calendar
  • Bookstore
  • Canvas
  • The HUB
  • Workday

Copyright © 2025 Carnegie Mellon University

  • Title IX
  • Privacy
  • Legal

Follow Lee on X/Twitter - Father, Husband, Serial builder creating AI, crypto, games & web tools. We are friends :) AI Will Come To Life!

Check out: eBank.nz (Art Generator) | Netwrck.com (AI Tools) | Text-Generator.io (AI API) | BitBank.nz (Crypto AI) | ReadingTime (Kids Reading) | RewordGame | BigMultiplayerChess | WebFiddle | How.nz | Helix AI Assistant