The new Solugen facility is expected to reduce annual carbon emissions by up to 18 million kilograms. Photo courtesy of Solugen

Houston-based Solugen has secured financing from the U.S. Department of Energy's Loan Programs Office to support its mission of producing clean chemicals.

The LPO's $213.6 million loan guarantee will go toward the construction of the company's 500,000-square-foot Bioforge Marshall facility in Southwest Minnesota, which broke ground in April and will produce bio-based chemical products to be used in wastewater treatment, construction, agriculture, and the energy sector. According to Solugen, the facility is expected to reduce annual carbon emissions by up to 18 million kilograms.

"American manufacturing is at a turning point, and we are proud to have the opportunity to work with the DOE in bringing critical chemical production capabilities onshore to communities like Marshall," Gaurab Chakrabarti, CEO of Solugen, says in a news release. "By scaling cutting-edge technologies, we are meeting domestic demand for innovative solutions and setting global standards for sustainable biomanufacturing."

The new facility, originally announced last year, is expected to go online in the fall of 2025 and will create up to 100 temporary construction jobs as well as 56 full-time manufacturing jobs once the facility is up and running.

"Today’s announcement reflects President Biden’s commitment to building a thriving bioeconomy that benefits all Americans and ensures the United States leads the world in emerging biomass industries," the DOE writes in its announcement.

Bioforge Marshall is a scaled-up version of the company's first project, Bioforge Houston, which has been operating since 2021 and will continue to act as Solugen's research and development and innovation center.

"Scaling our Bioforge platform is not only a technological advancement, but a strategic move to fortify the domestic supply chain for critical chemicals," adds Sean Hunt, CTO of Solugen. "This project will serve as a model for how innovative technologies can revive American industries and maintain our competitive edge on a global scale."

Solugen will be required to meet certain DOE standards to move forward with the financing. Additionally, the company has created partnerships with regional educational and workforce development organizations for training and recruiting.

Founded in 2016, the Houston company has raised over $600 million, per Crunchbase, and clinched unicorn status with a $1 billion valuation in 2021. Last month, Solugen ranked at No. 36 on CNBC’s annual Disruptor 50 list, and in 2023, Chakrabarti and Hunt were named winners at the EY Entrepreneur of the Year awards.

Solugen claims a spot on CNBC’s annual Disruptor 50 list, which highlights private companies that are “upending the classic definition of disruption.” Photo via Getty Images

Houston-based cleantech unicorn named among annual top disruptors

on the rise

Houston-based biotech startup Solugen is making waves among innovative companies.

Solugen appears at No. 36 on CNBC’s annual Disruptor 50 list, which highlights private companies that are “upending the classic definition of disruption.” Privately owned startups founded after January 1, 2009, were eligible for the Disruptor 50 list.

Founded in 2016, Solugen replaces petroleum-based products with plant-derived substitutes through its Bioforge manufacturing platform. For example, it uses engineered enzymes and metal catalysts to convert feedstocks like sugar into chemicals that have traditionally been made from fossil fuels, such as petroleum and natural gas.

Solugen has raised $643 million in funding and now boasts a valuation of $2.2 billion.

“Sparked by a chance medical school poker game conversation in 2016, Solugen evolved from prototype to physical asset in five years, and production hit commercial scale shortly thereafter,” says CNBC.

Solugen co-founders Gaurab Chakrabarti and Sean Hunt received the Entrepreneur of The Year 2023 National Award, presented by professional services giant EY.

“Solugen is a textbook startup launched by two partners with $10,000 in seed money that is revolutionizing the chemical refining industry. The innovation-driven company is tackling impactful, life-changing issues important to the planet,” Entrepreneur of The Year judges wrote.

In April 2024, Solugen broke ground on a Bioforge biomanufacturing plant in Marshall, Minnesota. The 500,000-square-foot, 34-acre facility arose through a Solugen partnership with ADM. Chicago-based ADM produces agricultural products, commodities, and ingredients. The plant is expected to open in the fall of 2025.

“Solugen’s … technology is a transformative force in sustainable chemical manufacturing,” says Hunt. “The new facility will significantly increase our existing capabilities, enabling us to expand the market share of low-carbon chemistries.”

This week's roundup of Houston innovators includes Andrew Chang of United Airlines Ventures, Omair Tariq of Cart.com, and Gaurab Chakrabarti and Sean Hunt of Solugen. Photos courtesy

4 Houston innovators to know this week

who's who

Editor's note: In this week's roundup of Houston innovators to know, I'm introducing you to four local innovators across industries — from aviation to biotech — recently making headlines in Houston innovation.


Andrew Chang, managing director of United Airlines Ventures

Andrew Chang, managing director of United Airlines Ventures, joins the Houston Innovators Podcast. Photo via LinkedIn

When it comes to the future of aviation — namely, making it more sustainable, a rising tide lifts all boats. Or, in this case, planes.

Andrew Chang, managing director of United Airlines Ventures, explains that working together is the key for advancing sustainable aviation fuel, or SAF. That's why United Airlines started the Sustainable Flight Fund, a $200 million initiative with support from industry leaders, including Air Canada, Boeing, GE Aerospace, JPMorgan Chase, Honeywell, Aramco Ventures, Bank of America, Hawaiian Airlines, JetBlue Ventures, and several others.

"We all recognize that we may compete in our core business, but with the importance of sustainable aviation fuel and given that it's an industry that doesn't exist — you can't compete for something that doesn't exist — let's collaborate and work together to explore technologies that can directly or indirectly support the commercialization and production of sustainable aviation fuel," he says on the Houston Innovators Podcast. Read more.

Omair Tariq, founder and CEO of Cart.com

Omair Tariq's Cart.com is coming home. Photo via Cart.com

While originally founded in Houston in 2020, Cart.com has called Austin home for the past two years. Now, the scaling software company is coming home.

Cart.com, a tech company providing commerce and logistical solutions for businesses, announced today that its corporate headquarters has returned to Houston amid its rapid growth.

“I couldn’t be happier to bring Cart.com back home to Houston as we continue to revolutionize how merchants sell and fulfill products to meet customers anywhere they are,” Cart.com Founder and CEO Omair Tariq says in a news release. “The idea for Cart.com was born in Houston and we’ve always maintained a strong local presence with the majority of our executive team and board based here. As our customer mix increasingly moves upmarket and our own needs evolve, I’m confident Houston has what we need as we look towards the next stage of Cart.com’s growth story.” Read more.

Gaurab Chakrabarti and Sean Hunt, co-founders of Solugen

Gaurab Chakrabarti and Sean Hunt were originally named regional winners in this year's competition this summer along with nine other Houston entrepreneurs. Photos via solugen.com

Houston’s Gaurab Chakrabarti and Sean Hunt, the founders of the transformative chemical manufacturing company Solugen, have been named EY’s US National Award winners for Entrepreneur of the Year.

Solugen, also recently named a finalist in the 2023 Houston Innovation Awards, is an environmentally friendly approach that relies on smaller chemical refineries that helps in reducing costs and transportation-related emissions. Some of their noted accomplishments includes innovations like the proprietary reactor, dubbed the Bioforge, which is a carbon-negative molecule factory and manufacturing process produces zero wastewater or emissions compared with traditional petrochemical refineries.The Bioforge uses a chemienzymatic process in converting plant-sourced substances into essential materials that can be used instead of fossil fuels.

Chakrabarti and Hunt were originally named regional winners in this year's competition this summer along with nine other Houston entrepreneurs. Read more.

Gaurab Chakrabarti and Sean Hunt were originally named regional winners in this year's competition this summer along with nine other Houston entrepreneurs. Photos via solugen.com

Houston founders named winners for 2023 Entrepreneur of the Year awards

winner, winner

Houston’s Gaurab Chakrabarti and Sean Hunt, the founders of the transformative chemical manufacturing company Solugen, have been named EY’s US National Award winners for Entrepreneur of the Year.

Solugen, also recently named a finalist in the 2023 Houston Innovation Awards, is an environmentally friendly approach that relies on smaller chemical refineries that helps in reducing costs and transportation-related emissions. Some of their noted accomplishments includes innovations like the proprietary reactor, dubbed the Bioforge, which is a carbon-negative molecule factory and manufacturing process produces zero wastewater or emissions compared with traditional petrochemical refineries.The Bioforge uses a chemienzymatic process in converting plant-sourced substances into essential materials that can be used instead of fossil fuels.

Chakrabarti and Hunt were originally named regional winners in this year's competition this summer along with nine other Houston entrepreneurs.

Founded in 2016 by Hunt and Gaurab Chakrabarti, Solugen has raised over $600 million from investors like Sasol that believe in the technology's potential. The company is valued at reportedly over $2 billion. Solugen is headquartered in Houston, not because it is the hometown of Chakrabarti, but for what Houston brings to the company.

“There’s no way our business could succeed in the Bay Area," Chakrabarti said in a 2023 interview at SXSW where he detailed the offers Hunt and he received to move the business out of state. “For our business, if you look at the density of chemical engineers, the density of our potential customers, and the density of people who know how to do enzyme engineering, Houston happened to be that perfect trifecta for us.”

Even though they are headquartered in Houston, Solugen recently secured plans to expand to the Midwest, as in November they announced its newest strategic partnership with sustainable solutions company ADM (NYSE:ADM) in Marshall, Minnesota. The partnership includes plans for Solugen to build a 500,000-square-foot biomanufacturing facility next to an existing ADM facility , with the two companies working together on producing biomaterials to replace fossil fuel products.

“The strategic partnership with ADM will allow Solugen to bring our chemienzymatic process to a commercial scale and meet existing customer demand for our high-performance, cost-competitive, sustainable products,” Chakrabarti said in a news release. “As one of the few scaled-up and de-risked biomanufacturing assets in the country, Solugen’s Bioforge platform is helping bolster domestic capabilities and supply chains that are critical in ensuring the U.S. reaches its ambitious climate targets.”

For Chakrabarti and Hunt, Solugen was born out of a 12-year friendship, and the journey began after a friendly card game. After an entrepreneurship contest at MIT, which earned them second place and a $10,000 prize, they invested the winnings to work on what would become Solugen, a proof-of-concept reactor with materials bought from a local home improvement store.

"We had a conviction that we were building something that could be impactful to the rest of the world,” Chakrabarti said at SXSW in 2023.

The 11 executives now will move on to national Entrepreneur Of The Year program. National winners will be named in November. Photos courtesy

Houston innovators recognized at annual regional entrepreneur competition

Meet the winners

Eleven Houston-based executives have been crowned regional winners in the Entrepreneur Of The Year program, run by professional services firm EY.

The 11 executives now will move on to national Entrepreneur Of The Year program. National winners will be named in November.

“Every year, we are completely blown away by the accomplishments of our Entrepreneur Of The Year Regional Award winners, and 2023 is no different,” AJ Jordan, director of the Entrepreneur Of The Year program for EY Americas, says in a news release. “They are change-makers and champions of business and community, and we are so proud to be honoring them. We can’t wait to see how these leaders will continue to improve lives and disrupt industries.”

Here are the 11 local winners from the program’s Gulf South region.

Steve Altemus, president and CEO of Intuitive Machines

Intuitive Machines, founded in 2013, is a publicly traded space exploration company. The company’s upcoming mission will send the first U.S. spacecraft to the moon since 1972 as well as the first-ever commercial lunar lander. Its Nova-C spacecraft will carry commercial and NASA payloads.

Earlier this year, a joint venture led by Intuitive Machines nabbed a contract valued at up to $719 million for work on NASA’s Joint Polar Satellite System. The company, which went public in February 2023, forecasts revenue of $174 million to $268 million this year.

“Steve’s visionary mindset and ability to assemble and inspire a talented team have been instrumental in our collective success,” the company says in a statement about the Entrepreneur Of The Year award. “He consistently fosters a culture of excellence, empowering our diverse group of engineers, scientists, and visionaries to pioneer groundbreaking solutions and deliver outstanding results.”

Gaurab Chakrabarti, co-founder and CEO of Solugen, and Sean Hunt, co-founder and CTO

Solugen, founded in 2016, makes and distributes specialty chemicals derived from feedstock. The startup is reportedly valued at more than $2 billion. To date, Solugen has raised $642.2 million, according to Crunchbase.

In naming Solugen one of the most innovative companies of 2022, Fast Company noted that the carbon-negative process embraced by Solugen and the startup’s “ability to sell flexible amounts of chemicals to companies looking to lower their own footprint have helped the company make inroads in a traditionally slow-moving industry.”

Daryl Dudum and Matthew Hadda, founders and co-CEOs of Specialty1 Partners

Specialty1 Partners, which launched in 2019, supplies business services to dental surgery practices. These services include HR, recruiting, payroll, accounting, operations, marketing, business development, compliance, IT, and legal.

In 2022, Specialty1 Partners appeared at No. 72 on the Inc. 5000 list with two-year revenue growth of 2,921 percent.

“Supporting our partners and helping them grow while continuing to build partnerships with industry-leading, innovative surgical specialists is what we focus on every day,” Dudum says in a 2022 news release. “It’s not just about growing our network — we are committed to helping our partner practices grow and succeed on their terms.”

Ludmila Golovine, president and CEO of MasterWord Services

MasterWord Services offers translation and interpretation in more than 400 languages for customers such as energy, health care, and tech companies. The woman-owned business was founded in 1993.

“I’m grateful to our exceptional team and to each of our translators and interpreters who every day live our mission of connecting people across language and culture,” Golovine says in a news release about the Entrepreneur Of The Year honor.

Roger Jenkins, president and CEO of Murphy Oil

Murphy Oil is involved in oil and natural gas exploration and production primarily onshore in the U.S. and Canada, and offshore along the Gulf of Mexico. The publicly traded Fortune 1000 company, founded in 1944, racked up revenue of nearly $4 billion in 2022.

“Over the years, the company has grown and evolved to become a leading independent energy company, with strategic assets around the world,” Murphy says on its website. “All the while, we have remained true to our mission — to challenge the norm, tap into our strong legacy, and use our foresight and financial discipline to deliver inspired energy solutions.

Mohammad Millwala, founder and CEO of DM Clinical Research

DM Clinical Research, founded in 2006, runs 13 sites for clinical trials. Its areas of specialty include vaccines, internal medicine, pediatrics, gastrointestinal, psychiatry, and women’s health.

“DM Clinical Research is in a period of rapid growth with multiple new study sites added over the last two years in addition to the quadrupling of our staff to over 500 employees,” Millwala says in a January 2023 news release. “We expect this transformational growth trajectory to continue for the foreseeable future, on the road to becoming the leading independent clinical research network in the nation.”

Mark Walker, co-founder, chairman and CEO of Direct Digital Holdings, and Keith Smith, co-founder and president

Publicly traded Direct Digital Holdings owns three operating companies that offer online platforms for advertising. Three years after its founding in 2018, the company became the ninth Black-owned business to go public in the U.S.

The company posted revenue of $88 million in 2022, up 131 percent from the previous year.

“Direct Digital Holdings’ success is rooted in the hard work and commitment we have long seen in taking advantage of advertising opportunities targeting underserved communities and [that] markets often overlook,” Smith says in a news release about the Entrepreneur Of The Year award.

Omair Tariq, co-founder and CEO of Cart.com

While technically headquartered in Austin, Houston-funded Cart.com's co-founder and CEO, Omair Tariq, also was a Gulf South winner in the Entrepreneur Of The Year program.

The e-commerce company moved its headquarters from Houston to Austin in 2021. However, Tariq remains in Houston. In May 2023, Tariq delivered the commencement address to MBA recipients from Rice University’s Jones Graduate School of Business, where he earned his MBA.

Cart.com, founded in 2020, offers software and services to thousands of online merchants. To date, the pre-IPO company has raised $421 million in funding, according to Crunchbase.

“We want to be the commerce-enablement infrastructure for the largest brands in the world,” Tariq told the Insider news website in 2022.

This week's roundup of Houston innovators includes Bill Snyder of Vivante Health, Kelly McCormick of UH, and Sean Hunt of Solugen. Courtesy photos

3 Houston innovators to know this week

who's who

Editor's note: In this week's roundup of Houston innovators to know, I'm introducing you to three local innovators across industries — from health tech to synthetic biology — recently making headlines in Houston innovation.

Bill Snyder, CEO of Vivante Health

Houston startup exec, Bill Snyder, has fresh funding for growth. Photo via vivantehealth.com

Houston-based VivanteHealth closed a $16 million series A funding round, and the fresh funding will support commercial scaling and growth of the company, which is based in Houston's JLABS @ TMC space.

"The Series A financing round represents another pivotal milestone in our mission to improve our member's digestive health and provide outcomes at scale for our enterprise partners," says Bill Snyder, Vivante Health CEO, in a news release. "We are thrilled to partner with premier investors in this latest round of funding that will enable us to continue our rapid growth trajectory and further establish ourselves as the leader in digestive health."

The company is reinventing the way chronic conditions are managed through its digital health program, GIThrive, which equips people with digestive issues with technology, advanced science, and on-demand support. Click here to read more.

Kelly McCormick, managing director of RED Labs

Kelly McCormick wanted to help support UH small business owners. Photo via UH.edu

For years, the University of Houston and Rice University have been working together to support tech startups. Now the pair has announced two new programs — RED Launch and BlueLaunch, respectively — to focus on small businesses. The programs are open to University of Houston and Rice University affiliates who are interested in starting or growing a small business.

"Since inception, RED Labs programming focused mostly on tech entrepreneurship," says Kelly McCormick, managing director of RED Labs. "A few years ago, we began to build out course offerings at the Wolff Center for Entrepreneurship for students interested in small businesses.

"Through those courses, I saw incredible engagement and enthusiasm from students interested in starting a small business, but recognized the need for intensive support beyond classes," she continues.

McCormick says that last summer, UH piloted the first iteration of RED Launch with a small group of UH students, and now UH has brought in Rice to the initiative as well. Click here to read more.

Sean Hunt, co-founder and CTO of Solugen

Solugen has been named among the most innovative companies in the world — and was deemed the No. 1 most innovative manufacturers. Photo via LinkedIn

Houston-based Solugen has ranked second on Fast Company’s 2022 list of the 50 most innovative companies in the world. It also sits at No. 1 on the magazine’s list of the world’s most innovative manufacturers.

Last year, Solugen announced it raised $357 million in a Series C round, catapulting it to “unicorn” status. The Series C round bumped up the startup to a valuation of $1.8 billion, pushing it well past the $1 billion mark required for a unicorn designation.

“This fundraising round allows us to continue expanding the footprint of our Bioforge technology to give industries the products they need to reduce emissions in their existing supply chains, without compromising on performance or economics,” Sean Hunt, co-founder and chief technology officer of Solugen, said in a news release about the $357 million round. Click here to read more.

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3 Houston innovators to know this week

who's who

Editor's note: Every week, I introduce you to a handful of Houston innovators to know recently making headlines with news of innovative technology, investment activity, and more. This week's batch includes an e-commerce startup founder, an industrial biologist, and a cellular scientist.

Omair Tariq, co-founder and CEO of Cart.com

Omair Tariq of Cart.com joins the Houston Innovators Podcast to share his confidence in Houston as the right place to scale his unicorn. Photo via Cart.com

Houston-based Cart.com, which operates a multichannel commerce platform, has secured $105 million in debt refinancing from investment manager BlackRock.

The debt refinancing follows a recent $25 million series C extension round, bringing Cart.com’s series C total to $85 million. The scaleup’s valuation now stands at $1.2 billion, making it one of the few $1 billion-plus “unicorns” in the Houston area.

Cart.com was co-founded by CEO Omair Tariq in October 2020. Read more.

Nádia Skorupa Parachin, vice president of industrial biotechnology at Cemvita

Nádia Skorupa Parachin joined Cemvita as vice president of industrial biotechnology. Photo courtesy of Cemvita

Houston-based biotech company Cemvita recently tapped two executives to help commercialize its sustainable fuel made from carbon waste.

Nádia Skorupa Parachin came aboard as vice president of industrial biotechnology, and Phil Garcia was promoted to vice president of commercialization.

Parachin most recently oversaw several projects at Boston-based biotech company Ginkjo Bioworks. She previously co-founded Brazilian biotech startup Integra Bioprocessos. Read more.

Han Xiao, associate professor of chemistry at Rice University

The funds were awarded to Han Xiao, a chemist at Rice University.

A Rice University chemist has landed a $2 million grant from the National Institute of Health for his work that aims to reprogram the genetic code and explore the role certain cells play in causing diseases like cancer and neurological disorders.

The funds were awarded to Han Xiao, the Norman Hackerman-Welch Young Investigator, associate professor of chemistry, from the NIH's Maximizing Investigators’ Research Award (MIRA) program, which supports medically focused laboratories. Xiao will use the five-year grant to advance his work on noncanonical amino acids.

“This innovative approach could revolutionize how we understand and control cellular functions,” Xiao said in the statement. Read more.

Houston chemist lands $2M NIH grant for cancer treatment research

future of cellular health

A Rice University chemist has landed a $2 million grant from the National Institute of Health for his work that aims to reprogram the genetic code and explore the role certain cells play in causing diseases like cancer and neurological disorders.

The funds were awarded to Han Xiao, the Norman Hackerman-Welch Young Investigator, associate professor of chemistry, from the NIH's Maximizing Investigators’ Research Award (MIRA) program, which supports medically focused laboratories.

Xiao will use the five-year grant to develop noncanonical amino acids (ncAAs) with diverse properties to help build proteins, according to a statement from Rice. He and his team will then use the ncAAs to explore the vivo sensors for enzymes involved in posttranslational modifications (PTMs), which play a role in the development of cancers and neurological disorders. Additionally, the team will look to develop a way to detect these enzymes in living organisms in real-time rather than in a lab.

“This innovative approach could revolutionize how we understand and control cellular functions,” Xiao said in the statement.

According to Rice, these developments could have major implications for the way diseases are treated, specifically for epigenetic inhibitors that are used to treat cancer.

Xiao helped lead the charge to launch Rice's new Synthesis X Center this spring. The center, which was born out of informal meetings between Xio's lab and others from the Baylor College of Medicine’s Dan L Duncan Comprehensive Cancer Center at the Baylor College of Medicine, aims to improve cancer outcomes by turning fundamental research into clinical applications.

They will build upon annual retreats, in which investigators can share unpublished findings, and also plan to host a national conference, the first slated for this fall titled "Synthetic Innovations Towards a Cure for Cancer.”

Houston neighbor ranks as one of America's most livable small cities

mo city

Some Houston suburbs stick out from the rest thanks to their affluent residents, and now Missouri City is getting time in the spotlight, thanks to its new ranking as the No. 77 most livable small city in the country.

The tiny but mighty Houston neighbor, located less than 20 miles southwest of Houston, was among six Texas cities that earned a top-100 ranking in SmartAsset's 2024 " Most Livable Small Cities" report. It compared 281 U.S. cities with populations between 65,000 and 100,000 residents across eight metrics, such as a resident's housing costs as a percentage of household income, the city's average commute times, and the proportions of entertainment, food service, and healthcare establishments.

According to the U.S. Census Bureau, Missouri City has an estimated population of over 76,000 residents, whose median household income comes out to $97,211. SmartAsset calculated that a Missouri City household's annual housing costs only take up 19.4 percent of that household's income. Additionally, the study found only six percent of the town's population live below the poverty level.

Here's how Missouri City performed in two other metrics in the study:

  • 1.4 percent – The proportion of arts, entertainment, and recreation businesses as a percentage of all businesses
  • 29.9 minutes – Worker's average commute time

But income and housing aren't the only things that make Missouri City one of the most livable small cities in Texas. Residents benefit from its proximity from central Houston, but the town mainly prides itself on its spacious park system, playgrounds, and other recreational activities.

Missouri City, Texas

Missouri City residents have plenty of parkland to enjoy. www.missouricitytx.gov

The Missouri City Parks and Recreation Departmen meticulously maintains 21 parks spanning just over 515 acres of land, an additional 500 acres of undeveloped parkland, and 14.4 miles of trails throughout the town, according to the city's website."Small cities may offer cost benefits for residents looking to stretch their income while enjoying a comfortable – and more spacious – lifestyle," the report's author wrote. "While livability is a subjective concept that may take on different definitions for different people, some elements of a community can come close to being universally beneficial."

Missouri City is also home to Fort Bend Town Square, a massive mixed-use development at the intersection of TX 6 and the Fort Bend Parkway. It offers apartments, shopping, and restaurants, including a rumored location of Trill Burgers.

Other Houston-area cities that earned a spot in the report include

Spring (No. 227) and Baytown (No. 254).The five remaining Texas cities that were among the top 100 most livable small cities in the U.S. include Flower Mound (No. 29), Leander (No. 60), Mansfield (No. 69), Pflugerville (No. 78), and Cedar Park (No. 85).

The top 10 most livable small cities in the U.S. are:

  • No. 1 – Troy, Michigan
  • No. 2 – Rochester Hills, Michigan
  • No. 3 – Eau Claire, Wisconsin
  • No. 4 – Franklin, Tennessee
  • No. 5 – Redmond, Washington
  • No. 6 – Appleton, Wisconsin
  • No. 7 – Apex, North Carolina
  • No. 8 – Plymouth, Minnesota
  • No. 9 – Livonia, Michigan
  • No. 10 – Oshkosh, Wisconsin

The report examined data from the U.S. Census Bureau's 2022 1-year American Community Survey and the 2021 County Business Patterns Survey to determine its rankings.The report and its methodology can be found on

smartasset.com

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This article originally ran on CultureMap.