GRIND won second place in Pharrell Williams' Black Ambition Prize. Photo via grindbasketball.com

Anyone who's witnessed even just a minute of basketball knows how important accuracy is in sinking shots on the court. One Houston startup has developed a device to help practice make perfect in a game.

GRIND’s portable basketball shooting machine, the first of its kind, was created by founder and CEO Thomas Fields, former basketball phenom at Houston’s Reagan High School (now Heights High School).

“I remember being on varsity as a freshman and shooting thousands of shots every day trying to be the best,” says Fields. “My school bought a shooting machine, but they never let me use it. It was a game-changing piece of equipment, and I didn’t even have access because the gyms were always closed or closing.

“And another major problem was getting your rebounds, so we set out to make a portable basketball rebounding machine, so you could take it anywhere like home, the park, or the gym. It was also important to make it affordable, too.”

The GRIND shooting machine is available online. Photo via grindbasketball.com

At just 110 pounds, the GRIND shooting machine is 54 percent lighter than other home shooting machines, has a 12-foot net, and needs just 90 seconds to set up or take down.

“Our portable shooting machine has been on the market for about three, four years now,” says Fields. “So now it's time to kind of accelerate the growth, and that’s pretty exciting. We really have our sights on NBA Africa for a partnership there. Another one is Adidas; we are collaborating with them right now and they're also one of the sponsors of Black Hat Mission. And hopefully, we would like to land some NBA guys to invest and really get behind our sportstech company, but also make a significant impact in the community by getting kids into tech through sports.”

To that end, GRIND recently won second place in a competition from Black Ambition, an organization founded by Pharrell Williams. With the tagline, “Uninterrupted ambition. Unmatched impact,” the Black Ambition Prize celebrates underrepresented founders globally.

“When I initially heard of Black Ambition, I just kind of heard that Pharrell had started a venture fund aimed at uplifting black and brown entrepreneurs,” says Fields. “And when I read more about it, I realized that their mission perfectly aligned with GRIND. Our goal is to try to get kids into tech and STEM, but use sports as the conduit and the bridge to get them there.

“We applied for the million-dollar cash prize for first place, but took second place, which is a $250,000 investment in the company. So now that Pharrell and Black Ambition are behind us, we are going out and raising some more capital to hit that hyper stage that we're going into. We are launching our software next year and our hardware has really been growing.”

Fields pitched GRIND on Shark Tank in May of 2021, where he was offered a joint deal for $250,000 for 25 percent of the company from both Mark Cuban and Barbara Corcoran. While Fields agreed on the show, the finalized terms of the deal were not disclosed.

- YouTubeThomas Fields is seeking $250000 for a 5% stake of GRIND. From Season 12 Episode 23 Watch Now: ...

As a startup, GRIND, a consumer brand developing the world’s first smart ecosystem of sports equipment products, represents the continued uptick with sportstech innovation in Houston.

“We want to revolutionize the world of sports equipment by leveraging cutting edge technology by developing sports equipment that can seamlessly connect to software, enhancing athletic performance, and pushing athletes to achieve their peak potential,” Fields says.

As GRIND continues to push forward and expand its footprint, it’s also looking to expand its customer base.

“I think the target users are middle school and high school athletes,” says Fields. “These are the kids that are striving to be great athletes and striving to get into college. We also have colleges that have our product, as well. But mostly, the customer is the parents of those athletes. That's really who we're trying to get excited.

“And then, of course, there are the coaches and trainers. They own gyms; they own organizations and need equipment for their schools and universities. That's another target customer of ours for sure.”

Ultimately, GRIND will continue to build on Fields’ initial inspiration to design products and technologies with the athletes — especially hoopers — in mind.

“Our goal in the next few years is to really amp up the scholarships that we facilitate to funnel kids into STEM tech careers and pathways,” says Fields. “GRIND Day, which is a proclamation the City of Houston gave us for August 12 each year, is a day where we bring sports, tech, and culture all under one umbrella. Kids see us using 3D printers and lasers to cut the products that we make in our warehouse, which is in an underserved community, which hopefully makes them think it’s cool and want to get into technology.”

Here's your latest roundup of innovation news you may have missed. Photo via Getty Images

3 Houston startups join accelerators, PE-backed biz names new execs, and more innovation news

short stories

It's been a busy month so far with plenty of Houston startup news, major ecosystem events, and more — and there might be some headlines you may have missed.

In this roundup of short stories within Houston startups and tech, three startups join three different accelerator programs, a Houston innovator publishes a book, and a PE-backed tech company makes changes to its C-suite.

Rivalry Tech snags spot in Comcast NBCUniversal SportsTech Accelerator

Rivalry Tech, the parent company for stadium mobile ordering platform sEATz, was selected for a prestigious program. Photo via rivalrytech.com

A Houston-based startup has been selected for the third cohort for the Comcast NBCUniversal SportsTech Accelerator. Rivalry Tech, a software company that provides mobile ordering technology platform sEATz to stadiums, is one of 10 startups in the program.

The new cohort was selected from over 920 applicants across 40 countries. The six-month program — expanded from its previous 12-week format — allows access to access to leaders and decision makers from across the partner consortium, including NBC Sports, Sky Sports, Comcast Spectacor, Golf, NASCAR, WWE, PGA TOUR, U.S. Ski & Snowboard, USA Swimming, and USA Cycling.

Since the first class in 2021, SportsTech startup alumni have participated in 90 pilots, partnerships, and commercial deals with consortium partners.

"Our alumni from the first two classes of the Comcast NBCUniversal SportsTech accelerator continue to display a prowess for delivering impactful technology while unlocking new revenue opportunities, and I look forward to seeing what powerful innovations and unique partnerships emerge from this year’s program,” says Jenna Kurath, vice president of Startup Partnerships and Head of Comcast NBCUniversal SportsTech, in a news release. "As we evaluated how to bring even more value to our startups and SportsTech partners, a clear need emerged - more time collaborating to tackle complex business challenges. The new six-month format creates additional space for focused testing and experimentation with a curriculum designed for business refinement while allowing the enterprise-ready startups we've selected to continue serving their existing customers.”

PE-backed HungerRush names new execs

HungerRush has a handful of new execs. Photo via Getty Images

Houston-based HungerRush, a cloud software provider for the restaurant industry, announced new leaders within its C-suite. The company, recently backed by New York City-based private equity firm Corsair Capital New York City-based private equity firm Corsair Capital, announced three new executives.

  • David Tabachnick has been named CFO. He joins the company from Acoustic where he most recently served as CAO. He brings more than 20 years’ experience to his new role as CFO, including extensive private equity experience through Vista Equity Partners.
  • Patrick Hughes joins as vice president of finance. He will focus on emphasizing longstanding partnerships, reporting, automation, and environment of controls and advise on growth paths for HungerRush. With more than 15 years’ experience in both accounting and FP&A, he excels in high growth environments focused on technology advancements.
  • Jim DaBroi has been appointed COO. He has more than 25 years of experience in developing and growing customer support operations for various SaaS and payments companies. In his role at HungerRush he will be focused on leading the deployment and installations of customer success and technical support efforts.
  • Ashishh Desai has been named vice president of independent operators sales following the company's acquisition of Menufy acquisition. He was previously a co-founder of Kansas City-based Menufy, an industry-leading online food ordering platform acquired in October 2021 and will continue to build and grow HungerRush’s I/O sector.

“We are excited to attract this caliber of world-class Fintech and PE-based talent with the addition of David and Patrick, who together will be key to our rapid growth strategy. In addition, the appointments of Jim and Ashishh bring deep experience in SaaS, payments and sales to our team that is unmatched," says HungerRush CEO Perry Turbes in a news release. "With our now robust leadership team, we will continue to accelerate our commitment to elevate the restaurant technology space and meet the evolving needs of our customers to help them achieve their own goals in the restaurant industry.”

Heroshe named to nonprofit accelerator's spring cohort

The Heroshe team will participate in a hybrid accelerator program. Photo via heroshe.com

A Houston-based tech startup called Heroshe has joined Virgina-based hybrid accelerator Lighthouse Labs for their spring 2023 cohort. Heroshe, according to its website, is a purpose-driven technology company solving the problem of access to global commerce for African businesses.

"We are on a mission to bridge the commerce gap, simplify imports and empower Africans to access global markets," reads the website.

Its eleventh year, Lighthouse Labs, a nonprofit organization, named eight companies to its Batch 14, which begins March 13 in Richmond, Virginia, and ends with Demo Day on May 23.

“This cohort’s companies offer bold solutions to address current-day problems in industries ranging from logistics to cybersecurity, health/wellness to retail, and real estate to software,” says Paul Nolde, managing executive director at Lighthouse Labs, in a news release. “This group of startups represents the best of innovation and entrepreneurship across the Commonwealth and beyond.”

Around 200 companies applied and were evaluated. Of the applications, 49 moved forward to the first round of reviews, and 17 participated in interviews. All companies will receive $20,000 in equity-free funding, participate in weekly educational programming, get mentorship from Lighthouse’s extensive mentor network, and connect directly with local partners and investors.

Houston innovator publishes first book

Kara Branch's book is available on Amazon. Image via Amazon

A Houston innovator — an award-winning one at that — has published a book Kara Branch is the CEO of Black Girls Do Engineer, an organization on a mission to inspire future women in science, technology, engineering, and mathematics.She released her first book, “What is S.T.E.M.?”

"Many are familiar with the acronym S.T.E.M. but don’t necessarily understand what the term means," reads the book's description. "This book will help you understand what is S.T.E.M. and introduce you to S.T.E.M. careers that falls under each letter."

IncentiFind finds spot in growth-focused program

IncentiFind was selected for a new program. Photo courtesy of IncentiFind

IncentiFind, a Houston-based startup that helps the real estate industry find grant opportunities, has joined Chicago-based Moderne Ventures' inaugural "Passport Class," which is a six-month program providing its participants education, exposure, insight, and relationships to drive customer growth.

"Unlike a traditional accelerator, Moderne Passport is a comprehensive industry immersion program that helps companies of all stages – seed through pre-IPO – hone their go-to-market strategies in the real estate sector, build relationships with industry leaders and execute pilot programs and customer relationships with some of the largest companies in the world," says Carolyn Kwon, Moderne Passport director, in a news release.

IncentiFind, founded by Natalie Goodman, is one of six companies selected for the first batch of startups. Moderne Ventures is a venture capital firm focused on the industries of real estate, finance, insurance, ESG, and home services.

"Moderne most often looks outside its industries to find technologies that can be applicable within them," says Constance Freedman, founder and managing partner at Moderne Ventures. "This latest Passport cohort was curated to include innovative solutions that are highly applicable to some of our industry's most pressing challenges. We look forward to helping these companies optimize their products and services and connect with partners in the Moderne Network who can benefit most from them."

Teamates, a new, Houston-based, multi-sport meetup app, connects like-minded sporty types who want to connect and run, hike, surf, or play golf, pickleball, and more. Photo courtesy of TeeMates

Smart new Houston-based app helps sporty locals connect and get their game on

play on

Active Houstonians who're looking to meet up with fellow locals and get their sports on now have a new app for that.

Teamates, a new, Houston-based, multi-sport meetup app, connects like-minded sporty types who want to connect and run, hike, surf, or play golf, pickleball, and more. Users can download the app on Apple IOS or Google Play.

Specifically, users follow their favorite sports, while the app then filters meetups and social feed for those sports. Users can join in, favorite friends, post meetups with photos, group message, request to join meetups, and post and share on the feed and stories.

Seriously competitive users can soon earn rewards and get on the leaderboard to win biweekly sports prizes. Friends can award others "Mate Medals" for being top-rated buddies and true MVPs.

Founder Lydia Davies created Teamates after launching TeeMates Golf last year. Her inspiration came out of necessity: Davis simply wanted to help her “golf-addicted husband” who travels frequently and was constantly playing rounds alone.

“I have noticed more and more over the years that it is hard for adults to find friends, especially to find friends to play sports with,” said Davies in a press release. “Why not get active and use it as an icebreaker? Let us come out of the last few years healthier and happier by linking together to get outside and get active. Teamates makes it so easy to join a meetup with just one click.”

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This article originally ran on CultureMap.

This Houston startup has fresh funding to build out its data intelligence platform. Photo via aim7.com

Houston sportstech platform raises $1.3M seed round

fresh funding

How many times have you forced yourself to do an arduous workout when you just weren’t feeling it? Despite what some trainers will tell you, you probably didn’t feel any better after. Sports scientist Dr. Erik Korem could have told you that, but more importantly, so could his creation, AIM7.

Marketed as “the fastest, easiest way to change your habits and improve your health,” Korem just raised a $1.3 million seed round that will bring his ambitious app to consumers in its beta form early next month.

The data intelligence platform would know that on a day that you’re stressed, that Peloton tabata ride might not be in your best interest. How? “The data from your Apple Watch or your Fitbit is just data. ‘I walked 7000 steps or I slept 8 hours,’” explains Korem. “We are the recommendation engine that makes this usable for you.”

When using AIM7, there’s no sticking to a set schedule of workouts. With both short term and long term goals in mind, the technology tells you what your body needs when you need it. On a day that your health tracking device notes that you haven’t slept well and your body is stressed, Korem says, the run you had planned may be replaced by a more realistic 20 minutes of yoga.

Korem’s team member, Dr. Chris Morris coined the term “fluid periodization” and has published academic work on the concept.

“Just because you have something written on paper doesn’t mean that your body is going to adapt to that stress,” says Korem. In the sports world, that means tailoring workouts to the immediate situation — and reaping improvements in performance.

Korem should know. He’s been using this concept for years as a High Performance director for both college and professional football teams, a trainer for gold medal Olympians and even working with the United States Department of Defense. In 2016, then-GM of the Houston Texans, Rick Smith, hired Korem to work his magic on his team as one of pro football’s first directors of sports science. His time with the Texans ended in 2018, but it provided him with a key investor—Smith himself.

The $1.3 million, which Korem says AIM7 will use to hire more engineers to add to his team, owes much to his success at last month’s Houston-based Dress Up Buttercup pitch contest, Build Up Buttercup. Hosted by local fashion blogger and influencer Dede Raad and her husband, Ted, the contest gave Korem a forum to share his story.

“I didn’t quite understand the scope of it,” he admits. “I didn’t realize it was going to be this full ‘Shark Tank’ thing, but I prepared and memorized my pitch. It’s just game time, right?”

Other investors include John Jarrett of Academy Sports and Outdoors, former Cleveland Browns coach Freddie Kitchens, and Jamaican track-and-field Olympian Veronica Campbell Brown, whom Korem has trained for years.

Currently, AIM7 boasts a remote team of five full-time employees as well as many more part-time helpers. As the brand, which Korem started in 2020, takes off, Korem says, “My dream is to build a standalone health and wellness tech company in Houston… I want to set up something really special in Houston.”

Erik Korem founded AIM7, which just closed $1.3 million in seed funding. Photo via aim7.com

Houston-based AiKYNETIX is equipping runners with high-tech tracking tools. Image courtesy of AiKYNETIX

Houston sports tech startup is enhancing performance metrics for runners and athletes

sweat tech

With the Houston Marathon only five months away, a new application using human motion insights could help a runner refine their form to reach peak performance – all from the convenience of their smart phone.

While traditional treadmills are limited in training feedback and wearables are not designed to track elevation, Houston-based AiKYNETIX uses real-time technology to provide a new option for runners on treadmills.

“Runners spend a lot of time, energy and money to run better,” says Denis Akhiyarov, CEO and co-founder. “In my personal life with training for nine marathons, I’ve seen limitations with wearables, they don’t actually track running form while running. Overall, our technology tracks not only your basic parameters but it can also analyze the human running form while in motion.”

AiKYNETIX, which was founded in January 2021, is positioned to replace power meters and can make a treadmill smarter. It has ability to plug into interactive video platforms for sports and serves as a much cheaper and more widely available analysis tool outside of motion capture labs, he says.

“Motion analysis is becoming important in sports,” says Akhiyarov, a data scientist who previously worked as a developer in machine learning. “We want to make this expensive fitness technology available for everyone.”

The current target market for the technology is tech-savvy triathletes, however, there are wider applications for the technology including for coaches to get real-time performance metrics. Also, there are medical applications such as for rehabilitation and injury prevention.

“One of the discoveries for us is seeing differences between runners using different shoes,” says cofounder and Rice University MBA Anton Galvas. “It’s very interesting to see how much energy you preserve depending on what kind of shoe you wear.”

The team’s primary market for sale is the IOS app store but they plan to expand to fitness platforms for integration and have seen interest from treadmill companies for potential partnerships.

There are other current competitor solutions that require special hardware and wearables but set up can be cumbersome and if performed in a running lab, it can be very costly for the user. The AiKYNETIX platform is a downloadable app that has a $10 monthly subscription and can be set up with only a tripod.

Within six months of launching, the technology was being tested in a professional lab to track 360 different running conditions. AiKINETIX is a finalist of CodeLaunch accelerator and has moved into phase 1 with America’s Seed Fund powered by the National Science Foundation.

AiKYNETIX has experts and consultants with experience at NASA, Major League Baseball, and European Soccer League.

The AiKYNETIX team is raising seed funding to help to accelerate the development of the app to go to a wider market. The team will also host a showcase of the technology at the grand opening of the fitness center at The Ion this month.

The Cannon's new sportstech hub is just one step in putting a national spotlight on Houston as a city for vibrant sports innovation. Graphic courtesy of The Cannon

Newly opened hub to put Houston on the map for sports innovation

sportstech

Silicon Valley emerged as a consumer tech capital, and Atlanta has carved out a niche for fintech — but as sports innovation continues to be driven by startups and new technology, where should the innovators set up shop?

"There isn't really a sports tech town, and we felt there's an opportunity to stick a stake in the ground and claim Houston as the sports tech capital of the world," says Lawson Gow, founder of The Cannon.

The Cannon in collaboration with Braun Enterprises and Gow Media opened Houston's first dedicated space to sports innovation. (Gow Media is the parent company of InnovationMap.) The new two-story space includes 23 offices and a 1,500-square-foot open space in 53 West, a Galleria-area office building recently renovated by Braun. The hub is adjacent to Gow Media's office alongside Gow Broadcasting LLC and the SportsMap Radio Network, which includes local sports station ESPN 97.5 as well as national syndicated content.

The idea for a sports-focused tech hub has been on the minds of The Cannon team since the early days of The Cannon, where sportstech activity started occurring naturally.

"The sportstech startup scene in Houston caught us by surprise at the very early stages of the Cannon," Gow tells InnovationMap. "We were created to transform Houston's innovation community and part of that was thinking about what things we could win at. Sportstech, for a lot of reasons, seemed really logical to us."

The Cannon's new space is in 53 West, a Galleria-area office building recently renovated by Braun Enterprises. Graphic courtesy of The Cannon

Over the years, The Cannon has grown its network of sportstech startups and developed its programming within the industry. Now, these efforts have a home in The Cannon Uptown - Sports + Media.

"Houston has never been able to attract tech entrepreneurs for any reason, and sports tech can be that reason," Gow says. "Having a sports innovation hub in Houston is only one of a dozen grand initiatives that needs to happen."

Some of those other initiatives include growing sports tech density, introducing new sports-focused accelerators, more events, funding — including venture capital and angel investment — and interest from professional teams.

Another recent sportstech opportunity that's come about in Houston is the SportsMap Tech Acquisition Corp. (NASDAQ: SMAPU) going public as a blank-check company last month at $115 million. The SPAC is run by David Gow, Lawson Gow's father and CEO of Gow Media, and plans to find a sports tech business to acquire, specifically in one of four categories within the industry: fan engagement, health and wellness, esports, or fantasy/gambling.

"With the IPO complete, we now begin the search for a company to acquire in the sports tech industry, which we define as the realm where technology is transforming sports," says David Gow. "We have not been able to talk with target companies yet, but have been doing our homework to develop a list. We also plan to tap into the extensive relationships of our board."

The company is backed by an all-star team making up the board, including Oliver Luck, Reid Ryan, David Graf, and Steve Webster.

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New Rice Brain Institute partners with TMC to award inaugural grants

brain trust

The recently founded Rice Brain Institute has named the first four projects to receive research awards through the Rice and TMC Neuro Collaboration Seed Grant Program.

The new grant program brings together Rice faculty with clinicians and scientists at The University of Texas Medical Branch, Baylor College of Medicine, UTHealth Houston and The University of Texas MD Anderson Cancer Center. The program will support pilot projects that address neurological disease, mental health and brain injury.

The first round of awards was selected from a competitive pool of 40 proposals, and will support projects that reflect Rice Brain Institute’s research agenda.

“These awards are meant to help teams test bold ideas and build the collaborations needed to sustain long-term research programs in brain health,” Behnaam Aazhang, Rice Brain Institute director and co-director of the Rice Neuroengineering Initiative, said in a news release.

The seed funding has been awarded to the following principal investigators:

  • Kevin McHugh, associate professor of bioengineering and chemistry at Rice, and Peter Kan, professor and chair of neurosurgery at the UTMB. McHugh and Kan are developing an injectable material designed to seal off fragile, abnormal blood vessels that can cause life-threatening bleeding in the brain.
  • Jerzy Szablowski, assistant professor of bioengineering at Rice, and Jochen Meyer, assistant professor of neurology at Baylor. Szablowski and Meyer are leading a nonsurgical, ultrasound approach to deliver gene-based therapies to deep brain regions involved in seizures to control epilepsy without implanted electrodes or invasive procedures.
  • Juliane Sempionatto, assistant professor of electrical and computer engineering at Rice, and Aaron Gusdon, associate professor of neurosurgery at UTHealth Houston. Sempionatto and Gusdon are leading efforts to create a blood test that can identify patients at high risk for delayed brain injury following aneurysm-related hemorrhage, which could lead to earlier intervention and improved outcomes.
  • Christina Tringides, assistant professor of materials science and nanoengineering at Rice, and Sujit Prabhu, professor of neurosurgery at MD Anderson, who are working to reduce the risk of long-term speech and language impairment during brain tumor removal by combining advanced brain recordings, imaging and noninvasive stimulation.

The grants were facilitated by Rice’s Educational and Research Initiatives for Collaborative Health (ENRICH) Office. Rice says that the unique split-funding model of these grants could help structure future collaborations between the university and the TMC.

The Rice Brain Institute launched this fall and aims to use engineering, natural sciences and social sciences to research the brain and reduce the burden of neurodegenerative, neurodevelopmental and mental health disorders. Last month, the university's Shepherd School of Music also launched the Music, Mind and Body Lab, an interdisciplinary hub that brings artists and scientists together to study the "intersection of the arts, neuroscience and the medical humanities." Read more here.

Your data center is either closer than you think or much farther away

houston voices

A new study shows why some facilities cluster in cities for speed and access, while others move to rural regions in search of scale and lower costs. Based on research by Tommy Pan Fang (Rice Business) and Shane Greenstein (Harvard).

Key findings:

  • Third-party colocation centers are physical facilities in close proximity to firms that use them, while cloud providers operate large data centers from a distance and sell access to virtualized computing resources as on‑demand services over the internet.
  • Hospitals and financial firms often require urban third-party centers for low latency and regulatory compliance, while batch processing and many AI workloads can operate more efficiently from lower-cost cloud hubs.
  • For policymakers trying to attract data centers, access to reliable power, water and high-capacity internet matter more than tax incentives.

Recent outages and the surge in AI-driven computing have made data center siting decisions more consequential than ever, especially as energy and water constraints tighten. Communities invest public dollars on the promise of jobs and growth, while firms weigh long-term commitments to land, power and connectivity.

Against that backdrop, a critical question comes into focus: Where do data centers get built — and what actually drives those decisions?

A new study by Tommy Pan Fang (Rice Business) and Shane Greenstein (Harvard Business School) provides the first large-scale statistical analysis of data center location strategies across the United States. It offers policymakers and firms a clearer starting point for understanding how different types of data centers respond to economic and strategic incentives.

Forthcoming in the journal Strategy Science, the study examines two major types of infrastructure: third-party colocation centers that lease server space to multiple firms, and hyperscale cloud centers owned by providers like Amazon, Google and Microsoft.

Two Models, Two Location Strategies

The study draws on pre-pandemic data from 2018 and 2019, a period of relative geographic stability in supply and demand. This window gives researchers a clean baseline before remote work, AI demand and new infrastructure pressures began reshaping internet traffic patterns.

The findings show that data centers follow a bifurcated geography. Third-party centers cluster in dense urban markets, where buyers prioritize proximity to customers despite higher land and operating costs. Cloud providers, by contrast, concentrate massive sites in a small number of lower-density regions, where electricity, land and construction are cheaper and economies of scale are easier to achieve.

Third-party data centers, in other words, follow demand. They locate in urban markets where firms in finance, healthcare and IT value low latency, secure storage, and compliance with regulatory standards.

Using county-level data, the researchers modeled how population density, industry mix and operating costs predict where new centers enter. Every U.S. metro with more than 700,000 residents had at least one third-party provider, while many mid-sized cities had none.

ImageThis pattern challenges common assumptions. Third-party facilities are more distributed across urban America than prevailing narratives suggest.

Customer proximity matters because some sectors cannot absorb delay. In critical operations, even slight pauses can have real consequences. For hospital systems, lag can affect performance and risk exposure. And in high-frequency trading, milliseconds can determine whether value is captured or lost in a transaction.

“For industries where speed is everything, being too far from the physical infrastructure can meaningfully affect performance and risk,” Pan Fang says. “Proximity isn’t optional for sectors that can’t absorb delay.”

The Economics of Distance

For cloud providers, the picture looks very different. Their decisions follow a logic shaped primarily by cost and scale. Because cloud services can be delivered from afar, firms tend to build enormous sites in low-density regions where power is cheap and land is abundant.

These facilities can draw hundreds of megawatts of electricity and operate with far fewer employees than urban centers. “The cloud can serve almost anywhere,” Pan Fang says, “so location is a question of cost before geography.”

The study finds that cloud infrastructure clusters around network backbones and energy economics, not talent pools. Well-known hubs like Ashburn, Virginia — often called “Data Center Alley” — reflect this logic, having benefited from early network infrastructure that made them natural convergence points for digital traffic.

Local governments often try to lure data centers with tax incentives, betting they will create high-tech jobs. But the study suggests other factors matter more to cloud providers, including construction costs, network connectivity and access to reliable, affordable electricity.

When cloud centers need a local presence, distance can sometimes become a constraint. Providers often address this by working alongside third-party operators. “Third-party centers can complement cloud firms when they need a foothold closer to customers,” Pan Fang says.

That hybrid pattern — massive regional hubs complementing strategic colocation — may define the next phase of data center growth.

Looking ahead, shifts in remote work, climate resilience, energy prices and AI-driven computing may reshape where new facilities go. Some workloads may move closer to users, while others may consolidate into large rural hubs. Emerging data-sovereignty rules could also redirect investment beyond the United States.

“The cloud feels weightless,” Pan Fang says, “but it rests on real choices about land, power and proximity.”

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This article originally appeared on Rice Business Wisdom. Written by Scott Pett.

Pan Fang and Greenstein (2025). “Where the Cloud Rests: The Economic Geography of Data Centers,” forthcoming in Strategy Science.

Houston climbs to top 10 spot on North American tech hubs index

tech report

Houston already is the Energy Capital of the World, and now it’s gaining ground as a tech hub.

On Site Selection magazine’s 2026 North American Tech Hub Index, Houston jumped to No. 10 from No. 16 last year. The index relies on data from Site Selection as well as data from CBRE, CompTIA and TeleGeography to rank the continent’s tech hotspots. The index incorporates factors such as internet connectivity, tech talent and facility projects for tech companies.

In 2023, the Greater Houston Partnership noted the region had “begun to receive its due as a prominent emerging tech hub, joining the likes of San Francisco and Austin as a major player in the sector, and as a center of activity for the next generation of innovators and entrepreneurs.”

The Houston-area tech sector employs more than 230,000 people, according to the partnership, and generates an economic impact of $21.2 billion.

Elsewhere in Texas, two other metros fared well on the Site Selection index:

  • Dallas-Fort Worth nabbed the No. 1 spot, up from No. 2 last year.
  • Austin rose from No. 8 last year to No. 7 this year.

San Antonio slid from No. 18 in 2025 to No. 22 in 2026, however.

Two economic development officials in DFW chimed in about the region’s No. 1 ranking on the index:

  • “This ranking affirms what we’ve long seen on the ground — Dallas-Fort Worth is a top-tier technology and innovation center,” said Duane Dankesreiter, senior vice president of research and innovation at the Dallas Regional Chamber. “Our region’s scale, talent base, and diverse strengths … continue to set DFW apart as a national leader.”
  • “Being recognized as the top North American tech hub underscores the strength of the entire Dallas-Fort Worth region as a center of innovation and next-generation technology,” said Robert Allen, president and CEO of the Fort Worth Economic Development Partnership.

While not directly addressing Austin’s Site Selection ranking, Thom Singer, CEO of the Austin Technology Council, recently pondered whether Silicon Hills will grow “into the kind of community that other cities study for the right reasons.”

“Austin tech is not a club. It is not a scene. It is not a hashtag, a happy hour, or any one place or person,” Singer wrote on the council’s blog. “Austin tech is an economic engine and a global brand, built by thousands of people who decided to take a risk, build something, hire others, and be part of a community that is still young enough to reinvent itself.”

South of Austin, Port San Antonio is driving much of that region’s tech activity. Occupied by more than 80 employers, the 1,900-acre tech and innovation campus was home to 18,400 workers in 2024 and created a local economic impact of $7.9 billion, according to a study by Zenith Economics.

“Port San Antonio is a prime example of how innovation and infrastructure come together to strengthen [Texas’] economy, support thousands of good jobs, and keep Texas competitive on the global stage,” said Kelly Hancock, the acting state comptroller.