Houston ranks No. 16 in the Brookings Institution’s list of metros that are AI “stars.” Photo via Getty Images.

A new report declares Houston one of the country’s 28 “star” hubs for artificial intelligence.

The Houston metro area appears at No. 16 in the Brookings Institution’s ranking of metros that are AI “stars.” The metro areas earned star status based on data from three AI buckets: talent, innovation and adoption. Only two places, the San Francisco Bay Area and Silicon Valley, made Brookings’ “superstar” list.

According to Brookings, the Houston area had 11,369 job postings in 2024 that sought candidates with AI skills, 210 AI startups (based on Crunchbase data from 2014 to 2024), and 113 venture capital deals for AI startups (based on PitchBook data from 2023 to 2024).

A number of developments are boosting Houston’s AI profile, such as:

Brookings also named Texas’s three other major metros as AI stars:

  • No. 11 Austin
  • No. 13 Dallas-Fort Worth
  • No. 40 San Antonio

Brookings said star metros like Houston “are bridging the gap” between the two superstar regions and the rest of the country. In 2025, the 28 star metros made up 46 percent of the country’s metro-area employment but 54 percent of AI job postings. Across the 28 metros, the number of AI job postings soared 139 percent between 2018 and 2025, according to Brookings.

Around the country, dozens of metros fell into three other categories on Brookings’ AI list: “emerging centers” (14 metros), “focused movers” (29 metros) and “nascent adopters” (79 metros).

San Antonio-based Nukudo is bridging the global cybersecurity talent gap through immersive training and job placement in Houston. Photo via Getty Images

Texas cybersecurity co. expands unique train-to-hire model to Houston

job search

It’s increasingly more difficult to ensure the confidentiality, integrity, and availability of proprietary data and information in the ever-changing, ever-evolving digital world.

Cyberattacks, including malware, phishing, and ransomware, are becoming increasingly common and sophisticated, posing a consistent threat to a company’s sustainability and bottom line.

To combat that trend, Nukudo, a San Antonio-based cybersecurity workforce development company, is expanding its initiative to bridge the global cybersecurity talent gap through immersive training and job placement to Houston.

“We saw that there was a need in the market because there's a shortage of skilled manpower within the cybersecurity industry and other digital domains,” says Dean Gefen, CEO of NukuDo. “So, our initial goal was to take a large pool of people and then make them to be fully operational in cybersecurity in the shortest amount of time.”

The company refers to the plan as the “training-to-employment model,” which focuses on providing structured training to select individuals who then acquire the skills and knowledge necessary to secure and maintain fruitful careers.

The company identifies potential associates through its proprietary aptitude test, which recognizes individuals who possess the innate technical acumen and potential for success in various cybersecurity roles, regardless of their level of education.

“We take in people from all walks of life, meaning the program is purely based on the associate’s potential,” Gefen says. “We have people who were previously aircraft engineers, teachers, graphic designers, lawyers, insurance agents and so forth.”

Once selected, associates are trained by cybersecurity experts while gaining hands-on experience through scenario-based learning, enabling them to be deployed immediately as fully operational cybersecurity professionals.

The program training lasts just six months—all paid—followed by three years of guaranteed employment with NukuDo.

While in training, associates are paid $ 4,000 per month; then, they’re compensated by nearly double that amount over the next three years, ultimately pushing their salaries to well into the six figures after completing the entire commitment.

In addition to fostering a diverse talent pipeline in the cybersecurity field, NukuDo is creating a comprehensive solution to address the growing shortage of technical talent in the global workforce.

And arming people with new marketable skills has a litany of benefits, both professional and personal, Gefen says.

“Sometimes, we have associates who go on to make five times their previous salary,” says Gefen. “Add to that fact that we had someone that had a very difficult life beforehand and we were able to put him on a different path. That really hits home for us that we are making a difference.

Nulkudo currently has partnerships with companies such as Accenture Singapore and Singapore Airlines. Gefen says he and his team plans to have a new class of associates begin training every month by next year and take the model to the Texas Triangle (Houston, Austin and Dallas)—then possibly nationwide.

“The great thing about our program is that we train people above the level of possible threat of replacement by artificial intelligence,” Gefen says. “But what we are also doing, and this is due to requirements that we have received from clients that are already hiring our cyber professionals, is that we are now starting to deliver AI engineers and data scientists in other domains.”

“That means that we have added more programs to our cybersecurity program. So, we're also training people in data science and machine learning,” he continues.

All interested candidates for the program should be aware that a college degree is not required. NukuDo is genuinely interested in talented individuals, regardless of their background.

“The minimum that we are asking for is high school graduates,” Gefen says. “They don't need to have a college degree; they just need to have aptitude. And, of course, they need to be hungry to make this change.”

Remote workers in Houston earn 40 percent more than their commuting counterparts, according to recent data from the U.S. Census Bureau. Photo via Getty Images.

Remote workers in Houston earn far more than commuters, data shows

by the numbers

In the Houston metro area, it pays to work from home.

Data published recently by the U.S. Census Bureau shows remote workers in the Houston metro earn 40 percent more than their commuting counterparts. For remote workers in the Houston area, median earnings stood at $67,500 in 2023, compared with $48,200 for other workers.

Federal data cited by Visual Capitalist indicates 11.8 percent of the Houston area’s labor pool, or nearly 460,000 people, were remote workers in 2023.

In the Dallas metro area, the difference in median earnings between remote workers and non-remote workers is even more stark. According to Census Bureau data, remote workers there earned $77,000 in 2023 — 50.7 percent more than the $51,100 for traditional workers.

Why the wide gap in pay? The Census Bureau says remote workers are more likely to be older, more likely to be white and less likely to live below the poverty line. All of these traits contribute to higher income.

Among home-based workers in the country’s five biggest metros, median earnings for remote workers were highest in the New York and Chicago areas (over $80,000) and lowest in the Houston area (under $70,000), according to the Census Bureau.

The five-metro comparison also reveals that the Houston area had the highest share (6.8 percent) of all workers, both remote and non-remote, living below the federal poverty level.

In a recent Substack post, urban planner Bill Fulton notes that remote workers in major cities typically earn 50 percent to 80 percent more than other workers do. He declares that “remote workers are far more affluent than everybody else. They are, of course, office workers, not blue-collar or service workers, and they tend to be more highly educated.”
Houston saw the biggest year-over-year jump in tech job postings among the top 25 U.S. cities for tech job growth, according to this report. Photo via Getty Images

Houston ranks as the top market for tech job growth

By the numbers

Houston is experiencing a boom in tech employment.

A recent report from Dice, a job platform for the tech industry, says Houston saw the biggest year-over-year jump in tech job postings among the top 25 U.S. cities for those postings.

From January through October this year, the number of tech job postings in Houston soared 45.6 percent versus the same period a year earlier. That compares with a 22.8 percent statewide increase during the same time span.

“Although sometimes overshadowed by the cachet of Dallas, Austin, and San Antonio, Houston is absolutely a tech hub in its own right, attracting a mix of major tech companies and VC-backed startups to join its already established base of aerospace, defense, and energy companies,” Dice says.

For the one-year period covered by the Dice report, San Antonio witnessed a 17.3 percent rise in tech job postings, with Austin at 9.6 percent and Dallas at 7.7 percent.

In citing Houston’s astronomic showing, Dice notes that the region benefits from the presence of tech employers like Asurion, AWS, Fiserv, Dell, IBM, and Siemens, along with a number of venture-backed startups.

Top tech occupations in the Houston area include software developer/engineer, business analyst, .NET developer, data analyst/engineer/scientist, DevOps engineer, network engineer, and full stack engineer, according to Dice. The region’s average tech salary is $100,341.

More broadly, the Greater Houston Partnership forecasts healthy job growth in 2023 while noting that a recession could temper the growth.

A “short and shallow” recession in the first half of 2023 would mean a net gain of 60,800 jobs next year, the partnership says. If no recession hits Houston, that number could climb as high as 79,200 jobs. However, a prolonged recession would limit job growth to about 30,400 jobs.

The partnership predicts 2023 job growth will be strongest in the region’s construction, energy, government, health care, professional services, and restaurant sectors. Within the professional category, which includes tech services, the partnership anticipates the addition of anywhere from 2,000 to 7,900 new jobs next year.

Through the first 10 months of this year, the Houston area added 144,000 new jobs, according to data from the Texas Workforce Commission. In November, the region’s unemployment rate stood at 4 percent, down from 5.1 percent a year earlier.

“As we look ahead to 2023 and what the future has in store, I’m incredibly optimistic about Houston’s prospects, despite a possible recession,” Bob Harvey, president of the partnership, says in a news release. “We have our challenges — from ensuring we lead on the energy transition to effectively competing for top talent — but each time Houston has been underestimated, we’ve come out on top. I believe that will be the case once again.”

Workers here earn their keep. Photo by Tom Werner/Getty Images

Hardworking Houston clocks in as top-10 U.S. labor market, report says

job juggernaut

Houston is proving its worth as a robust employment center.

A new report from Dallas-based ThinkWhy, a producer of talent intelligence software, ranks the Bayou City No. 8 overall in the top-performing labor markets in the country.

The Greater Houston area scored highly in net migration, job gain, and college degree holders, per ThinkWhy's LaborIQ Market Index.

Meanwhile, Houston is expected to fully recover jobs lost to the pandemic by 2023, the report adds.

Elsewhere in Texas, Dallas-Fort Worth clocks in as the No. 1 metro labor market, Austin comes in at No. 3, and San Antonio at No. 24. The most recent index is based on 10 key economic indicators from September for 150 metro areas.

"All four of Texas' major metros — which rank among the largest in the country — are expected to remain top-performing metros for an extended period. Due to the sheer size of these labor markets, their recovery will significantly impact the national economy," ThinkWhy says.

In August, Austin became one of the three largest metros — along with Salt Lake City and Phoenix — to recover all jobs lost to the pandemic, according to ThinkWhy. DFW and San Antonio are set to join those ranks 2022, with Houston expected to fully recover lost jobs in 2023.

"Retention of talent will be a major risk for businesses the remainder of this year," Jay Denton, chief labor market analyst at ThinkWhy, says in a news release. "With a record number of job openings, businesses are trying different methods to retain and attract employees, and compensation has been a critical part of that equation."

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This article originally ran on CultureMap.

Houston was recognized as a growing hub for tech jobs. Photo via VioletaStoimenova/Getty Images

Now hiring: Houston companies are looking to fill thousands of tech positions, according to a new report

by the numbers

Houston isn't stereotypically viewed as a tech hub like Silicon Valley or Austin. Yet the Houston metro area's tech employment base continues to grow at an impressive hub-type pace.

According to CompTIA, a trade group for the IT industry, employers in the Houston area posted openings for 14,714 tech jobs in the third quarter of 2021, up 44 percent from the same period last year. Through the first nine months of this year, Houston-area employers listed nearly 39,000 openings for tech positions.

CompTIA says Microsoft was the most active Houston-area employer last month in terms of postings for tech jobs — 130. It was followed by Deloitte (115) and JPMorgan Chase (52).

Among the most in-demand positions in the Houston area are software developer, software quality assurance analyst, computer user support specialist, computer systems analyst, and database administrator, CompTIA says.

A report released earlier this year by CompTIA ranks Houston as the country's No. 1 metro area for the share of tech workers employed at non-tech businesses — 62.2 percent (compared with 34.8 percent in the Austin metro area). According to the Greater Houston Partnership, this figure helps explain why Houston "isn't a more visible tech hub."

CompTIA tallied 243,908 tech workers in Houston last year, putting it in 11th place for total tech employment among U.S. metro areas. That compares with 426,286 in the San Francisco metro area (No. 4) and 373,695 in Dallas-Fort Worth (No. 11).

The ranks of tech workers in Houston are expanding in part because of an influx of tech talent. Among major metro areas, Houston claimed the No. 2 spot for the next gain of tech workers (10.4 percent compared with the previous 12-month span) moving from other regions from March 2019 to February 2020, according to LinkedIn data cited by the Axios news website. Only Miami ranked higher (15.4 percent).

While Houston may not necessarily be the next Silicon Valley, it "is winning the competition to establish tech hubs in Texas," MarketWatch declared in July.

The article cites the move of the headquarters for Hewlett Packard Enterprise (HPE) from Silicon Valley to Spring as an example of Houston's ascendance in the tech economy. The HPE relocation "offers a vivid snapshot of a new tech frontier," MarketWatch observes, where the energy sector, major local universities, the Texas Medical Center, Mayor Sylvester Turner's office, and the local tech ecosystem are collaborating on cloud computing and other innovations.

"I want the rest of the world to know how much Houston is changing," Amy Chronis, managing director of Deloitte's Houston office, told MarketWatch. "The wakeup call was Amazon looking at candidates for HQ2, and Houston not making the second cut. Not enough technological talent was their reason. It was incorrect, but it lit a fire here."

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Houston-based HPE wins $931M contract to upgrade military data centers

defense data centers

Hewlett Packard Enterprise (HPE), based in Spring, Texas, which provides AI, cloud, and networking products and services, has received a $931 million contract to modernize data centers run by the federal Defense Information Systems Agency.

HPE says it will supply distributed hybrid multicloud technology to the federal agency, which provides combat support for U.S. troops. The project will feature HPE’s Private Cloud Enterprise and GreenLake offerings. It will allow DISA to scale and accelerate communications, improve AI and data analytics, boost IT efficiencies, reduce costs and more, according to a news release from HPE.

The contract comes after the completion of HPE’s test of distributed hybrid multicloud technology at Defense Information Systems Agency (DISA) data centers in Mechanicsburg, Pennsylvania, and Ogden, Utah. This technology is aimed at managing DISA’s IT infrastructure and resources across public and private clouds through one hybrid multicloud platform, according to Data Center Dynamics.

Fidelma Russo, executive vice president and general manager of hybrid cloud at HPE, said in a news release that the project will enable DISA to “deliver innovative, future-ready managed services to the agencies it supports that are operating across the globe.”

The platform being developed for DISA “is designed to mirror the look and feel of a public cloud, replicating many of the key features” offered by cloud computing businesses such as Amazon Web Services (AWS), Microsoft Azure and Google Cloud Platform, according to The Register.

In the 1990s, DISA consolidated 194 data centers into 16. According to The Register, these are the U.S. military’s most sensitive data centers.

More recently, in 2024, the Fort Meade, Maryland-based agency laid out a five-year strategy to “simplify the network globally with large-scale adoption of command IT environments,” according to Data Center Dynamics.

Astros and Rockets launch new streaming service for Houston sports fans

Sports Talk

Houston sports fans now have a way to watch their favorite teams without a cable or satellite subscription. Launched December 3, the Space City Home Network’s SCHN+ service allows consumers to watch the Houston Astros and Houston Rockets via iOS, Apple TV, Android, Amazon Fire TV, or web browser.

A subscription to SCHN+ allows sports fans to watch all Astros and Rockets games, as well as behind-the-scenes features and other on-demand content. It’s priced at $19.99 per month or $199.99 annually (plus tax). People who watch Space City Network Network via their existing cable or satellite service will be able to access SCHN+ at no additional charge.

As the Houston Chronicle notes, the Astros and Rockets were the only MLB and NBA teams not to offer a direct-to-consumer streaming option.

“We’re thrilled to offer another great option to ensure fans have access to watch games, and the SCHN+ streaming app makes it easier than ever to cheer on the Rockets,” Rockets alternate governor Patrick Fertitta said in a statement.

“Providing fans with a convenient way to watch their favorite teams, along with our network’s award-winning programming, was an essential addition. This season feels special, and we’re committed to exploring new ways to elevate our broadcasts for Rockets fans to enjoy.”

Astros owner Jim Crane echoed Feritta’s comments, adding, “Providing fans options on how they view our games is important as we continue to grow the game – we want to make it accessible to as large an audience as possible. We are looking forward to the 2026 season and more Astros fans watching our players compete for another championship.”

SCHN+ is available to customers in Texas; Louisiana; Arkansas; Oklahoma; and the following counties in New Mexico: Dona Ana, Eddy, Lea, Chaves, Roosevelt, Curry, Quay, Union, and Debaca. Fans outside these areas will need to subscribe to the NBA and MLB out-of-market services.

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This article originally appeared on CultureMap.com.

Rice University researchers unveil new model that could sharpen MRI scans

MRI innovation

Researchers at Rice University, in collaboration with Oak Ridge National Laboratory, have developed a new model that could lead to sharper imaging and safer diagnostics using magnetic resonance imaging, or MRI.

In a study recently published in The Journal of Chemical Physics, the team of researchers showed how they used the Fokker-Planck equation to better understand how water molecules respond to contrast agents in a process known as “relaxation.” Previous models only approximated how water molecules relaxed around contrasting agents. However, through this new model, known as the NMR eigenmodes framework, the research team has uncovered the “full physical equations” to explain the process.

“The concept is similar to how a musical chord consists of many notes,” Thiago Pinheiro, the study’s first author, a Rice doctoral graduate in chemical and biomolecular engineering and postdoctoral researcher in the chemical sciences division at Oak Ridge National Laboratory, said in a news release. “Previous models only captured one or two notes, while ours picks up the full harmony.”

According to Rice, the findings could lead to the development and application of new contrast agents for clearer MRIs in medicine and materials science. Beyond MRIs, the NMR relaxation method could also be applied to other areas like battery design and subsurface fluid flow.

“In the present paper, we developed a comprehensive theory to interpret those previous molecular dynamics simulations and experimental findings,” Dilipkumar Asthagiri, a senior computational biomedical scientist in the National Center for Computational Sciences at Oak Ridge National Laboratory, said in the release. ”The theory, however, is general and can be used to understand NMR relaxation in liquids broadly.”

The team has also made its code available as open source to encourage its adoption and further development by the broader scientific community.

“By better modeling the physics of nuclear magnetic resonance relaxation in liquids, we gain a tool that doesn’t just predict but also explains the phenomenon,” Walter Chapman, a professor of chemical and biomolecular engineering at Rice, added in the release. “That is crucial when lives and technologies depend on accurate scientific understanding.”

The study was backed by The Ken Kennedy Institute, Rice Creative Ventures Fund, Robert A. Welch Foundation and Oak Ridge Leadership Computing Facility at Oak Ridge National Laboratory.