Training Precision Manufacturers

Building Equitable Pathways into the Future of Manufacturing

A national model redesigning workforce culture, training, and advancement so women can thrive in precision robotics manufacturing.

The industries of the future—AI, robotics, and advanced manufacturing—are growing rapidly, yet women remain significantly underrepresented in the roles that will shape the next generation of U.S. innovation. SWF connects hands-on training with workplace culture transformation so women not only access these jobs, but advance and lead within them.

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A National Model

Opening high-wage technical careers to women.

Built with colleges, employers, and workforce partners to bring inclusive robotics manufacturing careers to rural and regional communities.

Hands-on Training Machining, robotics assembly, quality control, and digital shop-floor tools.
Culture Change Evidence-based standards for equity, safety, and advancement.
Rural Focus Designed for regional manufacturing hubs and rural communities.
Partner-Driven Colleges, employers, and workforce organizations working together.
The Program

Preparing women for high-wage roles in precision robotics manufacturing

SWF is a comprehensive training and workplace transformation program that connects women to high-quality jobs in robotics-enabled manufacturing while helping employers redesign culture for long-term equity and retention.

Hands-on technical training

Curriculum in machining, robotics assembly, quality control, and digital shop-floor tools—designed for learners who may be new to technical fields.

Culture, safety, and belonging

Integrated learning around safety, teamwork, communication, and navigating traditionally male-dominated environments.

Career pathways & advancement

Clear on-ramps into high-demand roles, plus coaching on advancement, promotion pathways, and long-term career planning.


Curriculum

What participants learn

Foundations

Shop safety, measurement and precision, print reading, and applied math for machining and quality control.

Robotics-integrated manufacturing

Machine operation, robotics systems used on the factory floor, quality processes, and troubleshooting.

Career, leadership & culture

Communication, teamwork, navigating bias, self-advocacy, and understanding advancement frameworks within partner employers.


Cohort Experience

How the program unfolds

1

Recruitment & onboarding

Participants are recruited with local partners, oriented to the program, and welcomed into a supportive cohort.

2

Training & applied learning

Hands-on labs, simulations, and projects aligned to real roles in regional manufacturing facilities.

3

Placement & ongoing support

Graduates transition into roles with partner employers, supported by coaching and employer-aligned culture standards.

Workplace Culture Standards

Redesigning workplaces so women can thrive

SWF pairs training for workers with a standards-based framework for employers. Together, we build environments where women can safely enter, stay, and advance in robotics-enabled manufacturing roles.

Why Culture Matters

Skills alone are not enough

Women entering advanced manufacturing often encounter environments that were not designed with them in mind: unsupported caregiving responsibilities, inconsistent safety practices, and cultures that normalize bias.

Our standards respond to these realities with concrete expectations, tools, and supports that employers can adopt and adapt to their context.

Our goal is durable, structural change.

We translate research and worker experience into specific policies, practices, and behaviors that leaders can implement—anchoring equity in day-to-day operations, not one-off initiatives.


Core Standards

Four areas of focus for equitable workplaces

Equity & belonging

Inclusive teams, prevention of harassment and discrimination, and voice in decision-making.

Safety & well-being

Physical and psychological safety, clear reporting pathways, and proactive responses to harm.

Advancement & accountability

Transparent promotion criteria, fair evaluations, pay equity, and leadership accountability.

Care, flexibility & life outside work

Scheduling, leave, and benefits that reflect real caregiving and community responsibilities.

Impact & Research

Learning in public as we build a national model

We measure outcomes for workers, employers, and regions—and share what we learn with the field.

Impact Framework

What we track

Participant outcomes

Entry, completion, placement, wages, advancement, and worker experience over time.

Employer outcomes

Retention, safety, representation, and adoption of equity-centered practices.

Regional outcomes

Strengthened local manufacturing ecosystems and scalable pathways into high-wage work.


Sample Metrics

What success looks like

Entry Number and percentage of women entering robotics-enabled manufacturing roles.
Retention Retention rates for SWF participants compared to site baselines.
Advancement Promotions and wage growth over time for SWF graduates.
Culture Improvements in safety, belonging, and equity indicators inside partner workplaces.
Partners

Building this model together

SWF is built with colleges, employers, workforce organizations, funders, and research partners who believe in an equitable future for advanced manufacturing.

Who We Work With

Partnerships across the ecosystem

Colleges & training providers

Co-design and deliver curriculum, host cohorts, and connect learners to supports.

Employers

Provide work-based learning, hire graduates, and implement culture standards.

Workforce & community organizations

Support recruitment, outreach, wraparound services, and regional coordination.

Funders & research partners

Invest in pilots, evaluation, and scale while helping share lessons learned.


Our Network

Founding and pilot partners

Get Involved

Help build the future of equitable manufacturing

Whether you’re a potential participant, employer, educator, funder, or community partner, there are ways to plug into SWF as we launch this model.

Individuals & future participants

Share your interest in joining a future cohort and get updates on locations and timelines.

Employers

Host work-based learning, hire graduates, and implement workplace culture standards.

Colleges & workforce organizations

Collaborate on curriculum, wraparound supports, and ecosystem building.

Funders & research partners

Support pilot implementation, evaluation, and storytelling for the broader field.


Stay Connected

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News & Updates

Follow the progress of SWF

Stories, announcements, and reflections from the team and our partners as we build and test this national model.

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Announcement

Pilot site selection update

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Brief description of a pilot site, region, or partner announcement.

Story

A participant perspective

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Highlight an individual story or early insight from participants or partners.

Research

Early learning brief

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Summarize early findings and point people to deeper research resources.

Contact

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workplace culture standards
details
impact
partners
get involved
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us