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The Coevolution of Technology and Talent: Workforce Readiness in the Age of AI

Timothy J. Wilson, PhD Timothy J. Wilson, PhD
Oct 08, 2026

At SME FUSION, the Building the AI-Ready Manufacturing Workforce session explored how organizations must prepare technology and talent as one integrated strategy as artificial intelligence reshapes manufacturing skills, transforms employee responsibilities, and redefines workforce preparedness.

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Mission Critical Peer Community Spotlights Front-Line Leadership at Toyota Material Handling

John Hindman John Hindman
Oct 05, 2026

How can we develop strong front-line leaders without disrupting production? A recent session with Toyota Material Handling North America explored an approach combining training, advanced planning, continuous improvement, and follow-ups to help leaders apply new skills on the job.

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Earn-and-Learn in Practice: A Proven Model for Talent Development

Elizabeth Hibner Elizabeth Hibner
Sep 30, 2026

At SME FUSION, the session Earn-and-Learn in Practice A Proven Model for Talent Development explored how Mckee Food Company partnered with local college to improve their talent pipeline.

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From Classroom to Career: How Universities Are Using Tooling U-SME to Close the Manufacturing Skills Gap

Tooling U-SME Tooling U-SME
Aug 18, 2026

Higher education institutions are playing an increasingly important role in addressing these challenges. Through partnerships with Tooling U-SME, universities are building programs that better align education with workforce needs while creating stronger pathways into manufacturing careers.

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Celebrating 20 Years of Lean Certification: A Legacy of Continuous Improvement

Tooling U-SME Tooling U-SME
Aug 18, 2026

The pursuit of operational excellence is a journey, not a destination. For two decades, thousands of professionals and organizations have used the Lean Certification program as a guide on that path.

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As in most areas of the country, manufacturers in Tennessee are facing a critical talent shortage driven by an aging workforce, rising demand for skilled workers, and quickly changing technology. Especially for many small and mid-sized manufacturers, that has impacted productivity, growth and competitiveness.

At the same time, thousands of justice-involved individuals reenter communities each year without the credentials or training needed to secure stable employment.

A novel program is bridging these two challenges by meeting critical workforce demand through education and workforce development that removes barriers to reentry for justice-impacted individuals.

The partnership between The University of Tennessee Center for Industrial Services’ Tennessee Manufacturing Extension Partnership Program (TMEP), Orijin, Tooling U-SME, Smith County Jail, the Upper Cumberland Local Workforce Development Board, and the Tennessee Department of Labor & Workforce Development - Office of Reentry—and involving local manufacturers—is transforming lives while strengthening the local economy.

Tennessee Advanced Manufacturing Fast Facts

  • Tennessee ranked #1 state for manufacturing (2025)1
  • 3,700 advanced manufacturers2
  • 167K employed3
  • $29.7B+ products exported in 20244
  • Top industries: automotive; food & beverage; chemicals; aerospace & defense; appliances/electrical; and advanced manufacturing (including medical devices)


1 Site Selection Group, “Best States for Manufacturing in 2025,” accessed May 18, 2026, https://info.siteselectiongroup.com/blog/best-states-for-manufacturing-in-2025
2 Tennessee Department of Economic and Community Development, “Advanced Manufacturing,” accessed May 18, 2026, https://tnecd.com/industries/advanced-manufacturing
3 Ibid.
4 Ibid.


How it Works

In 2025, a pilot program was launched at the Smith County Jail in Middle Tennessee with a clear goal: prepare incarcerated individuals with industry-recognized skills and credentials that would translate into employment after release.

“We continually hear from manufacturers, especially small- and medium-size companies, that they need skilled labor,” said Todd Reeves, business development manager, Tennessee Manufacturing Extension Partnership, UT Center for Industrial Services. “Our role is to help generate more potential workers and this statewide collaboration provides access to untapped talent.”

The structured program delivers a blend of digital learning, hands-on instruction and certification.

An initial cohort of eight incarcerated learners had the opportunity to complete 25 one-hour courses in subjects like CNC machining, robotics, safety procedures, and quality control through Tooling U-SME’s online classes. This evidence-based curriculum ensures learners have access to industry-relevant training tailored to correctional environments. 

Self-paced classes, typically one hour, are delivered via secure tablets, provided by Orijin, at the detention centers, allowing participants to progress at their own pace over six to eight weeks. 

These classes helped learners prepare for SME’s Certified Manufacturing Associate (CMfgA) credential, an industry certification focused on basic manufacturing concepts, demonstrating an individual’s potential for high-demand, entry level manufacturing roles.

The certification exam is proctored by a UT CIS TMEP resource and delivered safely and securely through Orijin’s Managed Learning Platform. 

To support learners at every step, the program includes: 

Workforce-Ready Skills: Tailored courses developed by the Upper Cumberland Workforce Board and Tennessee’s Department of Labor & Workforce Development ensure learners are fully prepared for certification. 

Comprehensive Support: Through partnerships with Adult Education and Title I programs, learners receive the guidance they need. Additionally, Orijin’s motivational messaging provides personalized encouragement to keep learners on track. 

Practical Applications: Subject matter experts and hands-on simulations, led by UT CIS’s TMEP team, enhance learning and prepare participants for real-world challenges.

Orijin: Rewriting Life Stories

Orijin partners with facilities and the workforce to empower justice-impacted individuals with the educational tools they need to build career paths for impactful employment upon reentry. The company provides secure tablet computers connected to a cloud-based learning and communications platform that is used by the Tennessee program and others at correctional facilities across the U.S. In Tennessee, the platform taps into Tooling U-SME classes based on industry-driven curriculum. Orijin offers customized pathways for incarcerated individuals in county jails with shorter stays and in state prisons for those serving longer-term sentences.


Strong Outcomes

The pilot program delivered an encouraging outcome.

The eight participants successfully completed all 25 courses and earned the nationally recognized SME CMfgA credential, validating both the curriculum and delivery model. 

Since then, the program has expanded across multiple regions in Tennessee including Middle, East and West Tennessee, with approximately 75 to 100 individuals earning certifications to date.

This early success has served as a model for other communities, driving continued adoption and expansion into additional detention facilities across the state.

Employer Perspective

“We partner with Tennessee manufacturers to strengthen and improve their performance and profitability,” said Reeves. “This program helps them access untapped talent to meet their workforce challenges.”

While not all employers initially consider hiring justice-involved individuals, workforce realities are shifting perspectives. Local employers are recognizing this is a new pool of candidates that are job-ready with verified, industry-recognized credentials. 

Learner Perspective

Reeves said learners express appreciation for the opportunity to gain meaningful skills that can help them when they return to the workforce. Graduation ceremonies within detention centers have become important milestones, recognizing achievement and potential.

“The program is becoming an important piece in preparing folks for their life beyond being incarcerated,” said Reeves. “It builds confidence with participants as they learn advance manufacturing concepts, and they look forward to contributing to the workforce as skilled employees.”

While long-term tracking remains a challenge, the program is showing lives are being changed as individuals find a stable foundation for employment and a path forward.

Education and Reentry

With nearly 6.9 million people involved in the U.S. criminal justice system at any given time and more than 600,000 individuals released from state and federal prisons each year, creating effective reentry pathways is critical for strengthening communities and reducing recidivism.

Employment-focused programs — including career pathways in manufacturing — can play a transformative role by equipping incarcerated and reentering individuals with in-demand skills, stable employment opportunities, and a pathway to long-term economic mobility.

Because more than two-thirds of formerly incarcerated individuals are rearrested within three years, successful workforce development efforts can help reduce crime, ease pressure on public systems, strengthen families, and improve community stability.

In Tennessee, the latest data shows the recidivism rate for offenders released from the Tennessee Department of Correction facilities is now at its lowest in more than a decade, dropping below 30 percent.

This Tennessee workforce program shows employment, education, and supportive services are essential to help individuals successfully reintegrate, improve well-being, and become productive contributors to their communities.



5 U.S. Department of Health and Human Services, Office of the Assistant Secretary for Planning and Evaluation,
6 “Incarceration & Reentry,” accessed May 18, 2026, https://aspe.hhs.gov/topics/human-services/incarceration-reentry-0
Ibid.
7 Tennessee Department of Correction, “Frequently Asked Questions/Statistics,” accessed May 18, 2026, https://www.tn.gov/correction/statistics/frequently-asked-questions.html


Scalable National Model

Tennessee is showing how states can successfully address critical talent shortages while providing economic opportunity for justice-involved individuals.

Despite requiring upfront coordination including technology integration, curriculum development and operational logistics, the program is now a seamless, scalable model connecting training to workforce demand.

The program’s greatest strength is collaboration across multiple partners: workforce development boards, education partner, correctional facilities, learning and technology companies and employers.

Through education, job readiness, and strong partnerships, this direct-to-jobs-program does more than fill roles—it strengthens communities and empowers vibrant futures.

♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦ ♦
  • gretchen-schultz
    Gretchen Schultz
    Director of Workforce Development / Tooling U-SME