Business Operations

How will the 5G transition affect manufacturing? If you ask Ericsson Senior Vice President Åsa Tamsons, enormously.

5G will help drive global transformation, innovation and sustainability in our sector, Tamsons recently told the NAM’s Manufacturing Leadership Council. She sat down with MLC Co-Founding Executive Editor and Senior Content Director Paul Tate at Ericsson’s new 5G Smart Factory in Lewisville, Texas, to tell us more.

About Ericsson: Founded in 1876, Ericsson Inc. is a leading provider of information and communication technology. The company is now a $25 billion global enterprise with 100,000 employees serving clients in 180 countries.

About the Lewisville plant: Ericsson describes its Lewisville plant, which opened in March 2020, as a “5G-enabled, digital native” facility.

• “We wanted to be able to obtain data from every single source, device, machine and person operating in the facility, both now and in the future,” she said. “One part was implementing 5G, but we also needed a data architecture to secure that and to use equipment that is able to extract both production data and operational status.”

Development process: In its journey to Manufacturing 4.0, Ericsson used a particularly agile development process.

• “We had a mission to develop 25 use cases within a year,” Tamsons said. “In the first eight months, we launched seven of those 25 use cases. In the remaining four to five months, we launched the other 18. It just shows the power of doing that groundwork, while also demonstrating that you can launch end-to-end solutions in rapid time. Then you really start to have platforms that you can scale.”

Measuring impact: The Lewisville facility serves one of Ericsson’s biggest and most important markets in the world—yet it is operated by just 100 people.

• The plant delivers 2.2 times more output than similar sites that don’t have the same degree of automation or technology in place.

Lighthouse status: Lewisville is also one of the world’s first manufacturing plants to achieve Global Lighthouse Network status under the World Economic Forum’s new sustainability category.

•  A combination of recyclable and reused materials, renewable energy, an ideal location close to a major airport and advanced manufacturing technologies supported this award.
• “Innovation is not all about technology,” Tamsons said. “It’s about how you apply it and how you can use the best of technology to create better solutions that are also more sustainable.”

What’s next: The Lewisville plant has plans for further innovation.

• “We’ll continue to build out the data structure and cloud capability, really focusing on how we can scale up the value of existing use cases and applications and on what the next use cases will be,” she said. “We’re continuing to invest in upgrading our manufacturing sites to develop a reliable, sustainable, global supply chain, not only in Lewisville, but across the world.”

Attend a plant tour: Join the MLC in Texas for the Ericsson Lewisville Plant Tour on Oct. 4–5 to see Ericsson’s 5G-enabled digital native, double Lighthouse award-winning plant for yourself. Save the date and watch for more details.

A group of world-class manufacturers and their leaders have been recognized for their achievements by the 2022 Manufacturing Leadership Awards.

About the awards: Presented by the Manufacturing Leadership Council, a division of the NAM, the awards recognize excellence in digital manufacturing. Since the program’s founding in 2005, more than 1,000 high-performing projects and individual leaders have been honored with an award. Winners represent companies of varying sizes in a wide array of industries.

This year’s awards were given in nine project categories and two individual categories. Some project categories include AI and Machine Learning, Digital Supply Chains and Digital Network Connectivity. Judging is done by a panel of industry experts, many of whom are past winners themselves.

Why it matters: The movement toward smart factories allows manufacturers to leverage data to become more efficient, productive, sustainable and competitive. In the difficult business conditions that many are experiencing, data-driven operations can mitigate disruptions and even predict them before they happen.

“This year’s winners are exemplary for their compelling use of technology, innovative approach to problem solving and overall commitment to furthering the progress of Manufacturing 4.0,” said Manufacturing Leadership Council Co-Founder, Vice President and Executive Director David R. Brousell.

Gala coming in June: Winners will be honored at the Manufacturing Leadership Awards Gala on Wednesday, June 29, 2022, at the JW Marriott Marco Island Beach Resort in Florida. The gala will also feature the announcement of this year’s Large Enterprise Manufacturer of the Year, Small/Medium Enterprise Manufacturer of the Year and Manufacturing Leader of the Year.

Select winners will present their projects at Rethink: The Manufacturing Leadership Council Summit, the industry’s premier event focused on Manufacturing 4.0.

See the complete list of winners here.

To help manufacturers navigate Manufacturing 4.0, the NAM’s Manufacturing Leadership Council launched the MLC Master Class Series. This series includes regular virtual events designed to explore new technologies, address pain points and showcase opportunities—all while connecting forward-thinking manufacturing leaders. Sessions in the series include interactive webinars, Technology Deep Dives and Tech Talks.

Webinars: With formats such as panel discussions, use cases and executive interviews, the Master Class webinars are especially beneficial to manufacturers who want to learn about the innovative technologies that have the potential to enhance their operations. These virtual sessions are a chance to hear directly from the digital manufacturing experts moving our industry forward. Content and discussions during these sessions provide insights on identifying, evaluating and implementing new technologies as well as providing strategies for leadership in the age of digital progress.

Deep dives: Deep dives are 60-minute interactive sessions that continue and expand the learning necessary to be successful with new technologies. They provide a more in-depth understanding of specific technologies, where they can be applied and how they can lead to new competitive advantages. Each deep dive also features short breakout sessions focused on either “How Do I Get Started?” or “How Do I Further Leverage?”

Tech talks: Tech talks are 30-minute candid conversations with subject-matter experts who provide insights into how specific technologies are designed to accelerate and drive the journey to Manufacturing 4.0. From purpose and adoption, to challenges with implementation and best practices on operations, MLC’s tech talks will enable you to stay abreast of new and evolving manufacturing technologies within the marketplace.

Master Class events take place throughout the year. Manufacturers at all stages of digital transformation are invited to participate in the entire series or choose individual events based on their needs and interests. To see upcoming classes and access recordings of past sessions, click here.

Given the many uncertainties brought about by COVID-19, supply chain disruptions, labor shortages and more, it might seem as though what happens in the coming decade is anyone’s guess. But on closer examination, there are signposts signaling some of what’s to come—and a closer look at them can help manufacturers plan for the coming years.

At the recent “Manufacturing in 2030: The Shape of Things to Come” event hosted by the NAM’s Manufacturing Leadership Council, in-person and virtual attendees heard from experts, examined trends, explored technologies and discussed upcoming challenges. The goal: to look into the future of manufacturing.

“We can’t be certain about what tomorrow will bring, let alone what might be in 2030,” said MLC Co-Founder David Brousell in his opening remarks. However, “we can project or extrapolate based on current trends and conditions, with a reasonable amount of probability, what the shape of manufacturing will look like in 10 years’ time.”

Why Manufacturing in 2030: Everything in manufacturing is changing, driven by technologies capable of giving decision makers more information than ever before. Prior to the pandemic, companies were already making changes to their organizational structures, shifting from hierarchical models to more collaborative means of organizing people and processes. COVID-19 has only accelerated this change.

Brousell explained: “All around us, conventional notions of what can be accomplished in production … are being reimagined.”

Challenges and opportunities: Upcoming challenges discussed included continued global supply chain disruptions, climate change and the redefinition of the human–machine relationship. Speakers examined the technological, organizational and leadership characteristics that can set manufacturers apart and provide them with a competitive advantage.

What’s next: The MLC will soon launch its yearlong “Manufacturing in 2030” project, which will help manufacturers explore, understand and plan for the future of the manufacturing industry in the next decade.

Said Brousell: “If we do things right in the next 10 years, we have the opportunity to create the greatest engine of manufacturing production humankind has ever seen.”

Washington, D.C. – National Association of Manufacturers President and CEO Jay Timmons today announced plans to continue the NAM’s ambitious organizational growth by combining with the Innovation Research Interchange.

The IRI is a leader in helping companies drive innovation and develop the cutting-edge technologies that keep manufacturing strong. The NAM’s growing array of services and thought leadership represents another key milestone in the vision adopted by the NAM Board of Directors to become the one-stop shop for manufacturers.

“The modern association must constantly innovate and evolve to best serve its industry, and with the addition of the Innovation Research Interchange, NAM members will have access to the widest array of expertise and services in the history of the association. With this transformational development, the NAM and our industry will benefit from world-class R&D thought leadership and the proven strategies that the IRI has perfected. The IRI will continue to support organizations in their mission to drive innovation, and it will enjoy access to the largest network of manufacturing companies and leaders,” said Timmons. “This development enhances the value proposition for NAM members and is part of our ongoing commitment to provide programming that exceeds our members’ expectations.”

IRI President Ed Bernstein will continue to lead the IRI’s day-to-day operations as vice president and executive director, reporting to NAM Chief Operating Officer Todd Boppell.

“The NAM is the perfect partner for the IRI,” said Bernstein. “Together, we will be the preeminent thought leadership organization for innovation management. We have a proud history of helping manufacturers and others lead R&D that produces lifechanging products and technologies. As part of the NAM, we will be able to equip even more industry leaders with the tools to ensure that innovation is impactful throughout the entire enterprise.”

The combination with the IRI follows the NAM’s acquisition of the Manufacturing Leadership Council in 2018. “As a member of the Manufacturing Leadership Council, I’ve seen firsthand how the MLC has been strengthened since becoming part of the NAM,” said Entegris Director of Digital Transformation and IRI Board Chairman Steven Moskowitz. “The access to even more resources and an incredible network has been invaluable—especially through the ongoing pandemic and supply chain disruptions. That’s why I believe that bringing the IRI, MLC and NAM together is the right move for everyone—IRI members, NAM members and the entire industry. The combination of the IRI, MLC and NAM will not only provide continued leadership from each individual organization for their members, but also create opportunities for new value across the entire product lifecycle, thus demonstrating the old adage that the total is greater than the sum of the parts. This positions all of us for even greater success and creates the future-facing organization we need.”

As part of the transition, IRI staff will join the NAM team. More information on the IRI can be found here.

-NAM-

The National Association of Manufacturers is the largest manufacturing association in the United States, representing small and large manufacturers in every industrial sector and in all 50 states. Manufacturing employs 12.5 million men and women, contributes $2.52 trillion to the U.S. economy annually and has the largest economic multiplier of any major sector and accounts for 58% of private-sector research and development. The NAM is the powerful voice of the manufacturing community and the leading advocate for a policy agenda that helps manufacturers compete in the global economy and create jobs across the United States. For more information about the NAM or to follow us on Twitter and Facebook, please visit www.nam.org.  

-Innovation Research Interchange-

Innovation Research Interchange (formerly the Industrial Research Institute) is an inclusive membership organization with hundreds of global members in private-sector companies, federally funded laboratories, universities and others. Founded in 1938, we lead and advance the field of innovation management by creating contemporary practices. Some of the world’s most widely adopted models—such as “open innovation,” “front end of innovation” and “stage-gate”—were born from the work of our members. We value strength in cooperation and partner with other organizations at the forefront of developments in innovation management, creating a hub for all to convene and contribute in an experimental, noncompetitive and noncommercial environment. For more information, visit www.iriweb.org.

Washington, D.C. – The National Association of Manufacturers announced new 2022 leadership for its Council of Manufacturing Associations at the CMA 2022 Winter Leadership Conference. Philip Bell, president of the Steel Manufacturers Association, will serve as chair, and Melissa Hockstad, president and CEO of the American Cleaning Institute, will serve as vice chair. Made up of 220 industry-specific manufacturing associations representing 130,000 companies worldwide, the CMA creates powerful partnerships across the industry and ensures manufacturers have the strongest possible voice.

“Steelmakers and manufacturers are a force for good in the world. We support innovation, efficiency and sustainability. We help our employees build their lives, our customers build their businesses and the communities where we operate build their futures,” said Bell. “During this very dynamic time in our country, I am honored to articulate the important role manufacturing plays in America’s economic success and national security.

“Americans are counting on manufacturers to lead our economic recovery, deliver promising career opportunities and solve our global health crises, and the collaboration made possible through the CMA empowers our entire industry to rise to the challenge,” said NAM President and CEO Jay Timmons. “Philip and Melissa are trusted and tested leaders who will continue to cultivate the collaborative, cooperative spirit that has made the CMA such a consequential organization for our industry and country. I look forward to working with them to advance policies and plans that uphold the values that have made America exceptional and keep manufacturing strong: free enterprise, competitiveness, individual liberty and equal opportunity.”

The CMA’s mission is focused on bolstering the industry’s nationwide grassroots mobilization efforts and improving the competitiveness of manufacturers in the United States. CMA members work with the NAM to unite the manufacturing association community, and ultimately the broader business community, around strategies for increased manufacturing job creation, investment and innovation in America.

Bell is a 25-year industry veteran. Prior to leading the SMA, Bell served as director of external communications and public affairs for Gerdau Long Steel North America based in Tampa, Florida. Bell previously served as CMA vice chair.

Newly appointed 2022 CMA board members include the following:

• Alison Bodor, president and CEO, American Frozen Food Institute

• Nicole Harris, president and CEO, National Glass Association

• David Loftus, president and CEO, Electronic Components Industry Association

-NAM-

The National Association of Manufacturers is the largest manufacturing association in the United States, representing small and large manufacturers in every industrial sector and in all 50 states. Manufacturing employs more than 12.5 million men and women, contributes $2.52 trillion to the U.S. economy annually and has the largest economic multiplier of any major sector and accounts for 58% of private-sector research and development. The NAM is the powerful voice of the manufacturing community and the leading advocate for a policy agenda that helps manufacturers compete in the global economy and create jobs across the United States. For more information about the NAM or to follow us on Twitter and Facebook, please visit www.nam.org.

When it comes to sustainability, the question is no longer whether manufacturing needs to work to create a greener industrial future—it’s when.

To help manufacturers advance their sustainability efforts and achieve net-zero emissions by 2050, the NAM’s Manufacturing Leadership Council has dedicated the December/January issue of the Manufacturing Leadership Journal to Manufacturing 4.0 sustainability.

Key Highlights from the Latest ML Journal

• Sustainability survey: Review the results of the MLC’s latest M4.0 sustainability survey to understand manufacturing-leader sentiment about climate change. Learn how the pandemic is changing the way leaders prioritize sustainability and net-zero strategies. Plus, find out how sustainability can affect future growth and competitiveness.
• Practical examples: See what forward-thinking companies such as Procter & Gamble are doing to slash emissions and fight climate change. Also, discover M4.0 strategies and technologies to help you develop your own net-zero action plan.
• Current conversation: Understand the successes, opportunities and challenges in the race to achieve net zero by 2050. Hear from thought leaders such as MLC Co-Founder David Brousell and Lisle Corporation President Mary Lisle Landhuis.
• Potential obstacles: Learn the roadblocks to developing a sustainability program and how to overcome them. Know the challenges of adopting a circular-economy mindset and why it’s well worth having.

Why the ML Journal matters: Sustainability is just one of the exciting topics discussed in the ML Journal. Throughout the year, you’ll find case studies, interviews, technology showcases and deep insights on M4.0 from manufacturers working on the front lines. The Journal is a quick, easy way to stay current on the digital revolution—and sharpen your company’s competitive edge.

Click here to receive trial access to the entire December/January issue on M4.0 sustainability or to browse articles on a range of topics from past issues.

Washington, D.C. – National Association of Manufacturers President and CEO Jay Timmons today announced an evolution of the NAM management team that will expand capabilities, leadership opportunities and innovations and strengthen manufacturing in the United States for 2030 and beyond. Amid an unprecedented pandemic, historic workforce shortages, supply chain and opportunity gap challenges, new and emerging threats to U.S. manufacturing and the country, the digital transformation and once-in-a-generation policy and legal achievements, manufacturers in the U.S. and the NAM continue to play an outsized role in creating the future for people, communities and the country.

These leadership promotions will bolster the NAM’s impact as the industry’s unified voice. They will promote, perpetuate and preserve the values that guide manufacturers’ unrivaled contributions to society and make America exceptional: free enterprise, competitiveness, individual liberty and equal opportunity.

“More than six years ago, the NAM Board of Directors put its support behind a vision to strengthen our association and make the NAM a ‘one-stop shop’ for manufacturers by expanding and diversifying the NAM’s portfolio of offerings in advocacy, operational excellence, legal action, workforce development and news and insights,” said Timmons. “The NAM’s record-breaking results in 2020 and 2021—in the face of crises many of us have never seen in our lifetimes—were a direct result of turning that vision into reality with an entire team resolutely focused on supporting manufacturers and America’s business sector every day. So, now we are putting more responsibility in the hands of this immensely talented team that has proven in the best and worst circumstances to be the strongest, most effective voice and resource for manufacturers in the United States. We are ready to create the future for our industry and our country, with a focus on 2030 and beyond.”

The NAM ends 2021 with a net membership retention rate on track to be in the top historical tier in the 126-year history of the association. Initiatives realized during the pandemic spurred tremendous growth for the association in 2020 and 2021. Those initiatives included efforts to mobilize and support manufacturers’ pandemic response and personal protective equipment production; advance vaccinations; provide greater operational insights to the industry; run momentous campaigns for policy and legal wins, notably infrastructure investment and pandemic relief; and deliver comprehensive solutions to the industry’s most pressing issues, including workforce development.

“Our capability to drive solutions for manufacturers is central to everything we do, and we are aligning this team to provide even more solutions moving forward,” said Timmons.

The following leadership promotions become effective Jan. 1:

• Erin Streeter will be named Executive Vice President of the NAM. Currently serving as Senior Vice President of Communications and Brand Strategy, Erin will work alongside the President and CEO to set the strategic direction of the association and align and integrate teams, strengthen internal and external communications and grow audiences toward that direction. She will continue to oversee all brand, communications and marketing activities but will also add public affairs and mobilization as well as advocacy campaigns to her portfolio. The integration of these critical portfolios will ensure the NAM is positioned to advance the needs and priorities of manufacturers by providing first-in-class advocacy.
• Carolyn Lee has been named President of The Manufacturing Institute by its board of directors. The workforce crisis of more than 1 million open jobs today isn’t just an existential threat to manufacturing in America; it also threatens the security of our country. To meet this moment, the MI continues to break new ground in supporting manufacturers’ efforts to recruit and retain a skilled, diverse workforce. Carolyn’s focus for 2022 will be on developing a strategic growth plan and expanding partnerships and thought leadership to carry the MI and the industry into the future.
• Carolyn has asked Keith Smith to serve as Chief Administrative Officer of the MI. In this new role, Keith will work with Carolyn and the MI team to develop and implement a new organizational growth plan and help achieve the strategic vision of the organization. As a member of the NAM Senior Staff, Keith will also continue his leadership of the Association Partnerships Division as an NAM Senior Vice President, overseeing the NAM’s membership programs with association partners at the national, state and local levels.
• In addition to her current responsibilities as NAM Chief of Staff, Alyssa Shooshan will assume leadership of NAM Board strategy. Alyssa will advance board engagement, initiatives, mobilization, partnerships and programming.

Six current NAM vice presidents will be promoted to the newly created role of managing vice president. This group will be charged with leading the NAM’s Leadership Team in creating new opportunities in advocacy, membership value/thought leadership and culture/operations. In addition to serving as counselors to the NAM President and CEO, they will work with senior staff on all issues impacting the association.

• Adria Brockman, Managing Vice President of Membership
• Jamie Hennigan, Managing Vice President of Communications and Public Affairs
• Chrys Kefalas, Managing Vice President of Brand Strategy
• Daryl Muller, Managing Vice President of Membership
• Chris Netram, Managing Vice President of Tax and Domestic Economic Policy
• Shonzia Thompson, Managing Vice President of Association Partnerships

Based on considerable input from across the association, the following team members will be promoted to vice president and named to the NAM Leadership Team, which meets quarterly to help enhance and strengthen the organization’s service to manufacturers and the country. The Leadership Team will be charged to work with the managing vice presidents in a select area of the team’s portfolio.

• Rob Damschen, Vice President of Strategic Communications
• Mark Isaacson, Vice President of Executive Communications and Chief Speechwriter
• Brian James, Vice President of Conference and Office Operations
• Mike O’Brien, Vice President of Public Affairs and Advocacy
• Chris Schmitt, Vice President of Strategic Partnerships
• Patrick Smith, Vice President of Member and Board Relations
• Megan Stewart, Vice President of National Department

In recognition of the expansive growth of the MI, the following MI vice presidents will be named to the NAM’s Leadership Team:

• Gardner Carrick, MI Vice President of Workforce Solutions
• Herb Grant, MI Vice President of Program Execution
• AJ Jorgenson, MI Vice President of Strategic Engagement and Inclusion
• David McKnight, MI Vice President of Strategic Partnerships

A new group of leadership influencers, recognized by their peers as agents of organization-wide progress, was also appointed for one-year terms to work directly with the NAM Leadership Team to provide insight and counsel on key issues that affect the strategic direction of the NAM.

• Cameron Alvarez, Art Director
• Kristie Arslan, Senior Director, Member and Board Relations
• Penny Brown, Content Director, Manufacturing Leadership Council
• Julie Chase, Senior Compliance Counsel
• Charles Crain, Senior Director, Tax and Domestic Economic Policy
• Kirk Fordham, Senior Director, Member and Board Relations
• Jeni Littlepage, Senior Manager, Benefits Administration
• Ryan Ong, Director, International Business Policy
• Cassi Zumbiel, Director, Workforce Programs and Policy, MI

-NAM-

The National Association of Manufacturers is the largest manufacturing association in the United States, representing small and large manufacturers in every industrial sector and in all 50 states. Manufacturing employs more than 12.5 million men and women, contributes $2.52 trillion to the U.S. economy annually and has the largest economic multiplier of any major sector and accounts for 58% of private-sector research and development. The NAM is the powerful voice of the manufacturing community and the leading advocate for a policy agenda that helps manufacturers compete in the global economy and create jobs across the United States. For more information about the NAM or to follow us on Twitter and Facebook, please visit www.nam.org.

Many manufacturers are ahead of the curve when it comes to digital 4.0, but not all may know about the numerous potential benefits of digital twins. A virtual replica of a physical product, asset or system, a digital twin makes the physical computable. It offers manufacturers a range of advantages, including better business visibility, increased product reliability and new revenue streams.

Is digital twinning right for your business? Below are some key considerations to weigh as you think about adopting this advanced manufacturing technology.

1. Digital twins are not complete representations of a product.
   Digital twins are akin to algorithms. They are highly reliant on data input, and since it’s nearly impossible to turn every aspect of a physical product into data, digital twins are not precisely twins, though they are pretty close. A digital twin is created by outfitting a product with sensors that can track functionality. These can then be used to study simulations of the product’s performance. So digital twins are made up of models and data, but their complexity is reliant on the data used to create them.
2. Digital twins evolve over time.
   As a product moves through its lifecycle, the information in its digital twin will shift in response to its performance, technical configurations and environmental parameters.
3. Information and data are key across a product’s lifecycle.
   For a digital twin to remain relevant and useful over time, make sure you are utilizing a data structure that can be easily used and exchanged over different systems and applications.
4. You can use digital threads to enable digital twins.
   Digital threads are a communication framework that link all elements of a product’s data, from design to obsolescence. Using them reduces the complexity of digital-twin implementation and increases digital twins’ accuracy.
5. Transparency is critical.
   Identify, classify and correlate data across various sources so there’s transparency and automated information-identification processing. These are crucial for smooth digital-twin deployment.
6. Open format is best.
   In contrast to a proprietary system, which ties an organization’s data to specific systems, limiting its use, an open format ensures that your digital twins can be easily updated, scaled and extended when new models and data representing new outcomes become available.
7. Your device management plan matters.
   In addition to ensuring that data is in a format that can be accessed and used over time, you should make similar considerations for devices that will access that data (i.e., phones, tablets and laptops). Make sure that your device plan can keep up with your needs for monitoring, updating and security.
8. The cloud is your friend.
   Cloud-based computing, storage, analytics and artificial intelligence/machine learning services enable operational technology and information technology managers to build, deploy and grow solutions quickly and affordably.
9. There are costs and benefits.
   Digital twins today may be expensive to build and maintain, but they enable technical agility and speed that foster easier scaling—and save money in the long run to boot.

Learn more about digital twins: As decision-makers in manufacturing embrace digital transformation, it is imperative to consider digital twins as key pieces of the process. For more insights on digital twins in manufacturing, read Digital Twins: The Key to Unlocking Value and Innovation.

Artificial intelligence offers manufacturers a host of benefits. These include better visibility into supply chains, insights from predictive analytics and the ability to respond to unexpected changes in demand more efficiently and quickly. Here’s a six-step roadmap for manufacturers looking to integrate AI into their business.

Six-Step AI Roadmap for Manufacturers

1. Acknowledge AI’s potential
   Engage the C-suite in dialogue about how best to use AI. Allocate resources for specific AI projects and set priorities across the business. Pick company AI “agents” who can create business cases, develop metrics and put AI solutions into action.
2. Transform and plan
   Create an AI plan that includes key performance indicators in line with your business strategy. Establish a special data unit to address needs AI could help support, such as data collection and cleansing.
3. Build your data foundation and structure
   Convert any remaining nondigital data, “clean up” other data sources so they don’t contain errors or duplicates and add structure to boost your data quality and effectiveness.
4. Create an external “partnership ecosystem”
   If your business doesn’t have in-house AI expertise, engage outside experts such as start-ups, academic specialists and consultancies.
5. Leverage in-house AI expertise
   Employ outside AI experts to teach other staff members about data science. Your existing workforce will need this information to learn new skills and fulfill new responsibilities.
6. Create architecture and infrastructure
   Consider using standardized infrastructure service offerings that can slot easily into your existing business setup. This will make integration much smoother.

Why does AI matter? Manufacturers that create AI-friendly cultures today are positioning themselves to boost customer and employee satisfaction tomorrow—and they’re gaining a competitive edge to boot.