UH researchers secure $3.3M for AI-powered subsurface sensing system to revolutionize underground power lines

going under

Researchers have secured $3.3 million in funding to develop an AI-powered subsurface sensing system aimed at improving the safety and efficiency of underground power line installation. Photo by Matthew Henry on Unsplash

Researchers from the University of Houston — along with a Hawaiian company — have received $3.3 million in funding to explore artificial intelligence-backed subsurface sensing system for safe and efficient underground power line installation.

Houston's power lines are above ground, but studies show underground power is more reliable. Installing underground power lines is costly and disruptive, but the U.S. Department of Energy, in an effort to find a solution, has put $34 million into its new GOPHURRS program, which stands for Grid Overhaul with Proactive, High-speed Undergrounding for Reliability, Resilience, and Security. The funding has been distributed across 12 projects in 11 states.

“Modernizing our nation’s power grid is essential to building a clean energy future that lowers energy costs for working Americans and strengthens our national security,” U.S. Secretary of Energy Jennifer M. Granholm says in a DOE press release.

UH and Hawaii-based Oceanit are behind one of the funded projects, entitled “Artificial Intelligence and Unmanned Aerial Vehicle Real-Time Advanced Look-Ahead Subsurface Sensor.”

The researchers are looking a developing a subsurface sensing system for underground power line installation, potentially using machine learning, electromagnetic resistivity well logging, and drone technology to predict and sense obstacles to installation.

Jiefu Chen, associate professor of electrical and computer engineering at UH, is a key collaborator on the project, focused on electromagnetic antennas installed on UAV and HDD drilling string. He's working with Yueqin Huang, assistant professor of information science technology, who leads the geophysical signal processing and Xuqing Wu, associate professor of computer information systems, responsible for integrating machine learning.

“Advanced subsurface sensing and characterization technologies are essential for the undergrounding of power lines,” says Chen in the release. “This initiative can enhance the grid's resilience against natural hazards such as wildfires and hurricanes.”

“If proven successful, our proposed look-ahead subsurface sensing system could significantly reduce the costs of horizontal directional drilling for installing underground utilities,” Chen continues. “Promoting HDD offers environmental advantages over traditional trenching methods and enhances the power grid’s resilience.”

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This article originally ran on EnergyCapital.

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A UH-affiliated project won $3.6M to develop microreactor technology that turns carbon dioxide into methanol using renewable energy. Photo via uh.edu

UH-backed project secures $3.6M to transform CO2 into sustainable fuel with cutting-edge tech

funds granted

A University of Houston-associated project was selected to receive $3.6 million from the U.S. Department of Energy’s Advanced Research Projects Agency-Energy that aims to transform sustainable fuel production.

Nonprofit research institute SRI is leading the project “Printed Microreactor for Renewable Energy Enabled Fuel Production” or PRIME-Fuel, which will try to develop a modular microreactor technology that converts carbon dioxide into methanol using renewable energy sources with UH contributing research.

“Renewables-to-liquids fuel production has the potential to boost the utility of renewable energy all while helping to lay the groundwork for the Biden-Harris Administration’s goals of creating a clean energy economy,” U.S. Secretary of Energy Jennifer M. Granholm says in an ARPA-E news release.

The project is part of ARPA-E’s $41 million Grid-free Renewable Energy Enabling New Ways to Economical Liquids and Long-term Storage program (or GREENWELLS, for short) that also includes 14 projects to develop technologies that use renewable energy sources to produce sustainable liquid fuels and chemicals, which can be transported and stored similarly to gasoline or oil, according to a news release.

Vemuri Balakotaiah and Praveen Bollini, faculty members of the William A. Brookshire Department of Chemical and Biomolecular Engineering, are co-investigators on the project. Rahul Pandey, is a UH alum, and the senior scientist with SRI and principal investigator on the project.

Teams working on the project will develop systems that use electricity, carbon dioxide and water at renewable energy sites to produce renewable liquid renewable fuels that offer a clean alternative for sectors like transportation. Using cheaper electricity from sources like wind and solar can lower production costs, and create affordable and cleaner long-term energy storage solutions.

Researchers Rahul Pandey, senior scientist with SRI and principal investigator (left), and Praveen Bollini, a University of Houston chemical engineering faculty, are key contributors to the microreactor project. Photo via uh.edu

“As a proud UH graduate, I have always been aware of the strength of the chemical and biomolecular engineering program at UH and kept myself updated on its cutting-edge research,” Pandey says in a news release. “This project had very specific requirements, including expertise in modeling transients in microreactors and the development of high-performance catalysts. The department excelled in both areas. When I reached out to Dr. Bollini and Dr. Bala, they were eager to collaborate, and everything naturally progressed from there.”

The PRIME-Fuel project will use cutting-edge mathematical modeling and SRI’s proprietary Co-Extrusion printing technology to design and manufacture the microreactor with the ability to continue producing methanol even when the renewable energy supply dips as low as 5 percent capacity. Researchers will develop a microreactor prototype capable of producing 30 MJe/day of methanol while meeting energy efficiency and process yield targets over a three-year span. When scaled up to a 100 megawatts electricity capacity plant, it can be capable of producing 225 tons of methanol per day at a lower cost. The researchers predict five years as a “reasonable” timeline of when this can hit the market.

“What we are building here is a prototype or proof of concept for a platform technology, which has diverse applications in the entire energy and chemicals industry,” Pandey continues. “Right now, we are aiming to produce methanol, but this technology can actually be applied to a much broader set of energy carriers and chemicals.”

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This article originally ran on EnergyCapital.

The HyVelocity Hub, representing the Gulf Coast region, will receive $1.2 billion to strengthen and further build out the region's hydrogen production. Photo via Getty Images

Houston-area selected among 7 regions for $7B federal hydrogen hub investment

hi, hydrogen

A Houston-area project got the green light as one of the seven regions to receive a part of the $7 billion in Bipartisan Infrastructure Law funding to advance domestic hydrogen production.

President Joe Biden and Energy Secretary Jennifer Granholm named the seven regions to receive funding in a White House statement today. The Gulf Coast's project, HyVelocity Hydrogen Hub, will receive up to $1.2 billion — the most any hub will receive, per the release.

“As I’ve stated repeatedly over the past years, we are uniquely positioned to lead a transformational clean hydrogen hub that will deliver economic growth and good jobs, including in historically underserved communities," Houston Mayor Sylvester Turner says in a news release. "HyVelocity will also help scale up national and world clean hydrogen economies, resulting in significant decarbonization gains. I’d also like to thank all the partners who came together to create HyVelocity Hub in a true spirit of public-private collaboration.”

Backed by industry partners AES Corporation, Air Liquide, Chevron, ExxonMobil, Mitsubishi Power Americas, Ørsted, and Sempra Infrastructure, the HyVelocity Hydrogen Hub will connect more than 1,000 miles of hydrogen pipelines, 48 hydrogen production facilities, and dozens of hydrogen end-use applications across Texas and Southwest Louisiana. The hub is planning for large-scale hydrogen production through both natural gas with carbon capture and renewables-powered electrolysis.

The project is spearheaded by GTI Energy and other organizing participants, including the University of Texas at Austin, The Center for Houston’s Future, Houston Advanced Research Center, and around 90 other supporting partners from academia, industry, government, and beyond.

“Prioritizing strong community engagement and demonstrating an innovation ecosystem, the HyVelocity Hub will improve local air quality and create equitable access to clean, reliable, affordable energy for communities across the Gulf Coast region,” says Paula A. Gant, president and CEO of GTI Energy, in a news release.

According to the White House's announcement, the hub will create 45,000 direct jobs — 35,000 in construction jobs and 10,000 permanent jobs. The other selected hubs — and the impact they are expected to have, include:

  • Tied with HyVelocity in terms of funding amount, the California Hydrogen Hub — Alliance for Renewable Clean Hydrogen Energy Systems (ARCHES) — will also receive up to $1.2 billion to create 220,000 direct jobs—130,000 in construction jobs and 90,000 permanent jobs. The project is expected to target decarbonizing public transportation, heavy duty trucking, and port operations.
  • The Midwest Alliance for Clean Hydrogen (MachH2), spanning Illinois, Indiana, and Michigan, will receive up to $1 billion. This region's efforts will be directed at optimizing hydrogen use in steel and glass production, power generation, refining, heavy-duty transportation, and sustainable aviation fuel. It's expected to create 13,600 direct jobs—12,100 in construction jobs and 1,500 permanent jobs.
  • Receiving up to $1 billion and targeting Washington, Oregon, and Montana, the Pacific Northwest Hydrogen Hub — named PNW H2— will produce clean hydrogen from renewable sources and will create over 10,000 direct jobs—8,050 in construction jobs and 350 permanent jobs.
  • The Appalachian Regional Clean Hydrogen Hub (ARCH2), which will be located in West Virginia, Ohio, and Pennsylvania, will tap into existing infrastructure to use low-cost natural gas to produce low-cost clean hydrogen and permanently and safely store the associated carbon emissions. The project, which will receive up to $925 million, will create 21,000 direct jobs—including more than 18,000 in construction and more than 3,000 permanent jobs.
  • Spanning Minnesota, North Dakota, and South Dakota, the Heartland Hydrogen Hub will receive up to $925 million and create around 3,880 direct jobs–3,067 in construction jobs and 703 permanent jobs — to decarbonize the agricultural sector’s production of fertilizer, decrease the regional cost of clean hydrogen, and advance hydrogen use in electric generation and for cold climate space heating.
  • Lastly, the Mid-Atlantic Clean Hydrogen Hub (MACH2), which will include Pennsylvania, Delaware, and New Jersey, hopes to repurposing historic oil infrastructure to develop renewable hydrogen production facilities from renewable and nuclear electricity. The hub, which will receive up to $750 million, anticipates creating 20,800 direct jobs—14,400 in construction jobs and 6,400 permanent jobs.

These seven clean hydrogen hubs are expected to catalyze more than $40 billion in private investment, per the White house, and bring the total public and private investment in hydrogen hubs to nearly $50 billion. Collectively, they aim to produce more than three million metric tons of clean hydrogen annually — which reaches nearly one third of the 2030 U.S. clean hydrogen production goal. Additionally, the hubs will eliminate 25 million metric tons of carbon dioxide emissions from end uses each year. That's roughly equivalent to annual emissions of over 5.5 million gasoline-powered cars.

“Unlocking the full potential of hydrogen—a versatile fuel that can be made from almost any energy resource in virtually every part of the country—is crucial to achieving President Biden’s goal of American industry powered by American clean energy, ensuring less volatility and more affordable clean energy options for American families and businesses,” U.S. Secretary of Energy Jennifer M. Granholm says in the release. “With this historic investment, the Biden-Harris Administration is laying the foundation for a new, American-led industry that will propel the global clean energy transition while creating high quality jobs and delivering healthier communities in every pocket of the nation.”

HyVelocity has been a vision amongst Houston energy leaders for over a year, announcing its bid for regional hydrogen hub funding last November. Another Houston-based clean energy project was recently named a semi-finalist for National Science Foundation funding.

“We are excited to get to work making HyVelocity come to life,” Brett Perlman, president and CEO of Center for Houston’s Future, says in the release. “We look forward to spurring economic growth and development, creating jobs, and reducing emissions in ways that will benefit local communities and the Gulf Coast region as a whole. HyVelocity will be a model for creating a clean hydrogen ecosystem in an inclusive and equitable manner.”

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This article originally ran on EnergyCapital.

Both Rice University and the University of Houston were selected by the Department of Energy to receive funds for ongoing research projects. Photo via Getty Images

Houston researchers snag government funds for net-zero emissions projects

seeing green

Rice University and the University of Houston were two of four national institutions to receive sizable grants from the Department of Energy last month to go toward the research and development of projects that will improve CO2 storage to help move the country toward the goal of net-zero emissions by 2050.

Each of the four projects works to advance long-term, commercial-scale geologic sequestration of CO2. According to a release from the DOE, the process of carbon capture and storage (known as CSS) separates and captures CO2 from the emissions of industrial processes before it is released into the atmosphere. Once captured, the CO2 is then injected into deep underground geologic formations, known as caprock.

However, during seismic events, like an earthquake or volcanic eruption, the CO2 can leak through the ground and contaminate the water supply.

"Large scale carbon capture efforts are vital to getting America emissions free by 2050, and how we store this CO2 must be safe, secure and permanent," said U.S. Secretary of Energy Jennifer M. Granholm. "The R&D investments in new tools and technology to monitor underground activity near CO2 storage sites will help us minimize risk from natural events like earthquakes, safeguard the environment and water supply, and get us that much closer to our clean energy goals."

Rice was awarded nearly $1.2 million from the DOE for its project that aims to develop a new strategy for monitoring seal integrity in the CCS process. The project "has the potential to provide a powerful platform for identifying CO2 leakage through reactivated faults or fracture zones," the statement said.

UH received a nearly $800,000 grant for its project that will work to determine cost-effective seismic data processing technologies that will automatically detect faults on 3D seismic migration images.

The project is being developed by Yingcai Zheng at the University of Houston in collaboration with Los Alamos National Lab and Vecta Oil and Gas and aims will help not only estimate seismic activity, but will also be able to estimate the fluid leakage pathways in certain regions, according to a separate release from UH.

"Most think of applied geophysics as linked to the oil and gas industry," Zheng said in the statement. "While that is true, when we think of the energy transition and how to achieve our goals, it is important to realize that this cannot happen without studying the geophysics of the subsurface – in a way, it literally holds the well-being of humanity's future."

The remaining two projects that received grants from the DOE come from the Battelle Memorial Institute in Ohio and The New Mexico Institute of Mining and Technology. In total the DOE issues $4 million to support the projects.

A number of Houston energy leaders are looking at smarter ways to store CO2. This spring, Joe Blommaert, the Houston-based president of ExxonMobil Low Carbon Solutions, said that he envisions creating a $100 billion carbon-capture hub along the Houston Ship Channel. And that same month Occidental's venture arm, Oxy Low Carbon Ventures, announced plans to construct and operate a pilot plant that would convert carbon dioxide into feedstocks.

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Artemis II makes historic call to space station with help from Houston Mission Control

History in the making

Still aglow from their triumphant lunar flyby, the Artemis II astronauts made more history Tuesday, April 7: calling their friends aboard the International Space Station hundreds of thousands of miles away as they headed home from the moon.

It was the first moonship-to-spaceship radio linkup ever. NASA's Apollo crews had no off-the-planet company back in the 1960s and 1970s, the last time humanity set sail for deep space.

"We have been waiting for this like you can’t imagine,” Artemis II commander Reid Wiseman called out.

For Christina Koch on Artemis II and Jessica Meir aboard the space station, it marked a joyous space reunion despite being 230,000 miles (370,000 kilometers) apart. The two teamed up for the world's first all-female spacewalk in 2019 outside the orbiting lab.

Koch told her “astro-sister” that she'd hoped to meet up with her again in space “but I never thought it would be like this — it's amazing.”

“I'm so happy that we are back in space together,” Meir replied, “even if we are a few miles apart.”

Houston's Mission Control arranged the cosmic chitchat between the four lunar travelers and the space station's three NASA and one French residents.

Koch described being awe-struck by not just the beauty of Earth, “but how much blackness there was around it.”

“It just made it even more special. It truly emphasized how alike we are, how the same thing keeps every single person on planet Earth alive,” she told the space station crew. “The specialness and preciousness of that really is emphasized” when viewing the home planet from the moon.

By late Tuesday afternoon, the Artemis II astronauts had beamed back more than 50 gigabytes' worth of pictures and other data from the previous day's lunar rendezvous, which set a new distance record for humanity. The highlight: an Earthset photo reminiscent of Apollo 8's Earthrise shot from 1968.

"While they are inspirational and, I think, allow all of us to really feel a little bit of what they were feeling, there's also a lot of science hidden inside of those images," said Mission Control's lead lunar scientist Kelsey Young. “The conversations and the science lessons learned are just beginning."

During a debriefing with Young, the astronauts recounted how they spotted a cascade of pinpricks of light on the lunar surface from impacting cosmic debris. The flashes lasted mere milliseconds and coincided by chance with Monday evening's total solar eclipse.

Young said it was too soon to know whether the crew witnessed an actual meteor shower or more random, run-of-the-mill micrometeoroid hits. Either way, there were “audible screams of delight” in the science operations center, she said.

Koch described being awe-struck by not just the beauty of Earth, “but how much blackness there was around it.”

“It just made it even more special. It truly emphasized how alike we are, how the same thing keeps every single person on planet Earth alive,” she told the space station crew. “The specialness and preciousness of that really is emphasized” when viewing the home planet from the moon.

The first lunar explorers since Apollo 17 in 1972, Wiseman and his crew are aiming for a splashdown off the San Diego coast on Friday to wrap up the nearly 10-day test flight. The recovery ship USS John P. Murtha left port Tuesday for the target zone.

It sets the stage for next year's Artemis III, a lunar lander docking demo in orbit around Earth. Artemis IV will follow in 2028 with two astronauts attempting to land near the lunar south pole.

As for the Orion capsule’s pesky potty, Mission Control assured the astronauts that no maintenance was required Tuesday. The toilet has been on-and-off limits to the crew ever since last week’s launch, prompting them to rely on a backup bag-and-funnel system for urinating.

NASA Administrator Jared Isaacman told the crew following the lunar flyby Monday night: “We definitely have to fix some of the plumbing” ahead of the next Artemis mission. Engineers suspect a clogged filter in the overboard flushing system.

Aside from the toilet and other relatively minor matters, the mission has gone well, Isaacman noted at a news conference Tuesday, “but I'll breathe easier when we get through reentry and everybody's under chutes and in the water.”

AI-powered Houston startup helps restaurants boost customer loyalty

order up

It’s no secret that restaurant trends move fast and margins run thin. And with the proliferation of platforms like Uber Eats, DoorDash and Easy Cater, customer loyalty is fleeting.

The solution?

How about an AI-powered restaurant technology platform that helps restaurant brands cut back on third-party platforms in favor of driving direct discovery, conversion and loyalty?

Enter Saivory. Founded in 2025 by Stephen Klein, a software investor, and Fajita Pete’s restaurateur Hugh Guill, the Houston-based startup aims to help eateries better understand and activate guest behavior across digital channels as AI increasingly reshapes how consumers discover and engage with brands.

In less than a year, Saivory has partnered with Shipley Do-Nuts and Fajita Pete’s to bring AI-powered ordering to life.

“With Saivory, we were able to answer the question of, ‘what if the ordering process could be reduced to a single step, where customers simply tell us what they want and AI takes care of the rest?’” Klein tells InnovationMap.

The Houston-based startup made such an immediate impact that it was selected as a semi-finalist during Start-Up Alley at MURTEC, the restaurant industry’s leading technology conference, which took place last month in Las Vegas.

“Houston is a great hub for technology innovation, and we were proud to represent the city at MURTEC this year,” says Klein. “We didn’t win, but we were able to talk about some of the work that we have existing in the market for clients right now and a little bit about what we’re working on in the future.”

In the current restaurant technology ecosystem, the third-party aggregators own the customer attention that brings volume to restaurants, while also taking big commissions and having control over the end relationships with the customer.

That can often make it difficult for restaurants to grow loyalty and repeat business from customers. Saivory aims to level the playing field for restaurants, helping them stay more connected to their customers.

Take Saivory’s recent application with Shipley’s Do-Nuts, for example.

Saivory powered the donut giant’s AI-ordering and launched Shipley's website and mobile app to support its over 300 locations in Texas alone.

Shipley’s new AI-powered assistant helps users create personalized order recommendations based on individual or group preferences. And unlike standard chatbox features, the new assistant makes custom recommendations based on multiple customer factors, including budgetary habits, individual flavor preferences and order size. It can also be used for large catering orders.

“They're seeing more traffic to the site and they're seeing when customers use our AI-enabled flows,” Klein says. “And they're seeing higher basket sizes, bigger tickets, by about 25 percent.”

Klein says Saivory’s technology helps strengthen first-party digital relationships, reduce friction and cart abandonment, improve average order value, and delivers personalized, efficient experiences.

“It’s a win-win: the customer gets the right order quickly, while the restaurant gets a bigger margin,” he adds.

Additionally, the technology makes it easier for restaurants to share rewards, loyalty and discounts, ultimately growing more direct traffic and making restaurants less reliant on third-party delivery apps.

Next up for Saivory is adding new components to its platform to enhance the relationship between restaurant and customer, as well as technology around making it easier for restaurants to get found on Google.

“A lot of people are still searching for the best donuts near me,” Klein says. “Or what’s the best Mexican food near me? Customers will increasingly move to AI, where they’re going to ask where they should eat dinner and expect it to just order them dinner. They will eventually expect the technology to know how to do that. So that’s what we’re driving at.”

Houston leads U.S. in population growth for 2025, Census says

Boomtown

Imagine that the Houston metro area swallowed a city the size of Pearland in just one year. That’s essentially what happened from 2024 to 2025, with the Houston metro ranking first in the U.S. for population growth based on the number of people.

New estimates from the U.S. Census Bureau show the 10-county Houston metro added 126,720 residents from July 1, 2024, to July 1, 2025. That’s just shy of Pearland’s roughly 133,000-resident tally.

To calculate population, the Census Bureau counts births, deaths, new residents, and moved-away residents.

Region’s population approaches 8 million

On July 1, 2025, the Houston metro’s population hovered slightly above 7.9 million, up 1.6 percent from the same time in 2024. In the very near future, the region’s population should break the eight million mark.

This follows massive growth in the past 20 years. From 2005 to 2025, the region’s population soared by 39 percent. By comparison, the growth rate from 2021 to 2025 sat at nine percent.

A forecast from the Texas Demographics Center indicates that under a middle-of-the-road scenario, the Houston metro’s population will reach nearly 8.5 million in mid-2030 and more than 9.5 million in mid-2040.

Dan Potter, director of Rice University’s Houston Population Research Center, attributes much of the region’s population surge to people moving to the area from outside the U.S. In Harris County, this means a combination of military personnel returning home, people living or working overseas coming back to the U.S., and immigrants relocating to the U.S., he tells CultureMap.

But Harris County fell short from 2024 to 2025 when it comes to people moving here from elsewhere in the U.S., according to Potter. Counties surrounding Harris County benefited from that trend, drawing new residents who preferred to settle in the suburbs.

“The incredible pull and attraction of the Houston area is its economy, its people, and its affordability, and the significant growth that was observed in 2024 and again in 2025 speaks to the magnetism of the region,” Potter says. “That pull to Houston is too strong to be turned off overnight.”

Cooling economy and immigration shifts slow down growth

Whether looking at urban or suburban places, population growth in the Houston area slowed in 2025 and appears to be slowing even more this year, Potter says.

“A cooling economy and changes to immigration policy are a one-two combination that could knock out the region’s population growth,” says Potter, citing the region’s addition of a less-than-expected 14,800 jobs in 2025 as an example.

Weaker population growth may not be felt evenly across the metro area, according to Potter.

A continuing influx of people from Houston to outlying counties such as Brazoria, Fort Bend, Liberty, Montgomery, and Waller could curb growth in Harris County, Potter said. Why? If the number of people arriving from other other countries flattens or even drops, then there could be “doughnut-style population growth for the next few years, where Harris County and Houston see declines while the suburban counties see an increase.”

Harris County represents 40 percent of region’s population lift

Houston-anchored Harris County accounted for almost 40 percent of the region’s population spike from 2024 to 2025. In one year, Harris County grew by 48,695 residents, or 1 percent, pushing its population past five million. That increase put Harris County in first place for numeric growth (rather than percentage growth) among all U.S. counties.

From 2020 to 2025, Harris County’s growth rate was 6.6 percent. It remains the country’s third largest county based on population, behind Southern California’s Los Angeles County and Illinois’ Chicago-anchored Cook County.

Harris County is on track to surpass Cook County in size in the near future. As of July 1, 2025, a nearly 150,000-resident gap separated population-losing Cook County and fast-growing Harris County.

The Texas Demographics Center predicts Harris County’s population will be 5.37 million in mid-2030 and just short of six million in mid-2040.

Suburban counties see significant population gains

Harris County isn’t the only county in the area that experienced a growth spurt from 2024 to 2025:

  • Waller County’s population climbed 5.69 percent, winding up at 69,858. Its growth rate ranked second among U.S. counties.
  • Liberty County’s population rose 4.4 percent to 121,364, putting its growth rate in eighth place among U.S. counties.
  • Montgomery County gained 30,011 residents, with its population landing at 781,194. That placed it at No. 4 among U.S. counties for numeric growth.
  • Fort Bend County picked up 24,163 residents, arriving at a total of 975,191 and positioning it at No. 8 among U.S. counties for numeric growth. Fort Bend County, the region’s second largest county based on population, is projected to break the one million-resident mark by July 2030, according to the Texas Demographics Center.

“Lower mortgage rates from 2009 to 2022 and the rise of remote work have made suburban housing more attractive, especially for families seeking affordability,” Pramod Sambidi, the Houston-Galveston Area Council’s assistant director of data analytics and research, said last year. “Additionally, suburban areas are seeing more multifamily developments than before the pandemic.”

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This article originally appeared on CultureMap.com.

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