The three Houston innovators to know this week represent new, exciting things for the innovation ecosystem. Courtesy photos

The movers and shakers within the Houston innovation ecosystem come from all kinds of industries — from private equity to supercomputing. This week's innovators to know reflect that industry diversity and are bringing something new to the table.

Jon Nordby, managing director of Houston's MassChallenge Texas chapter

Jon Nordby, former exec at Houston Exponential, will lead the inaugural Houston MassChallenge cohort. Courtesy of MassChallenge

Jon Nordby, who recently served as Houston Exponential's director of strategy since its launch, was named as the managing director of MassChallenge Texas in Houston, a zero-equity startup accelerator.

"MassChallenge's not-for-profit, no equity model is uniquely suited to accelerate the development of Houston's innovation ecosystem and is the foundation early-stage startups need to get to the point of disruption or pivot as fast as possible," says Nordby in a release.

Before HX, Nordby served as vice president of talent and innovation at the Greater Houston Partnership, and was essential in creating the organization's Innovation Initiative. Click here to learn more about the appointment.

Matthew Lamont, managing director at DownUnder GeoSolutions

Matthew Lamont is managing director at DownUnder GeoSolutions which just opened its new, powerful data center west of Houston. Courtesy of DUG

Matthew Lamont isn't technically a Houstonian, but the managing director of Perth, Australia-based DownUnder GeoSolutions gets the honorary title for bringing one of the world's most powerful supercomputers, nicknamed Bubba, to the Houston area. In fact, perhaps Lamont accepts the recognition on behalf of Bubba, who — while inanimate — is definitely a Houstonian.

DUG is heavily investing in Houston, and Bubba is just the start. The company plans to start on a friend for Bubba later this year and bring an even more powerful supercomputer to the market by 2021. Read more about Lamont, Bubba, and all that DUG is doing in Houston here.

Taseer Badar, founder and CEO of ZT Corporate

Taseer Badar is in the business of making money. Courtesy of ZT Corporate

Taseer Badar will shoot it to you straight: Houston startups struggling to find capital might need to look nationally or globally.

"Investors in Houston want positive earnings before interest, tax, and amortization," he says. "But that doesn't mean it's not possible in New York, Dallas, Austin, or other cities. There are technology conferences everywhere, that's a great way to get known as a startup."

As CEO and founder of ZT Corporate with 1,000 investors to manage, he knows private equity, and what it takes to invest. Read more about Badar here.

Taseer Badar is in the business of making money. Courtesy of ZT Corporate

Private equity executive talks diversifying and Houston's investment ecosystem

Featured innovator

It's Taseer Badar's job to keep 1,000 investors happy. As CEO and founder of ZT Corporate, that's just a day in the life for him.

Badar has been in the business for over 20 years, and before that, he was on Wall Street as a financial adviser for Morgan Stanley. He realized the dollar went further in his hometown of Houston, so he came back. He started advising on business plans for people he knew, and earned a lot of loyalty from these early entrepreneurs, and grew ZT from there. He found his way into health care, which made up a good majority of his holdings, until about four years ago when he diversified his company and got into the automotive industry.

Last year, the company celebrated its largest exit — Altus Infusion — and acquisition — six Neighbors ER clinics. He created a nonprofit foundation —The Altus Foundation — and raised over $1 million for assistance for underserved families. Over the past 20 years, Badar grew his company from $28 million in revenue to over $600 million — with no end in sight.

Badar spoke with InnovationMap about his career, the health care industry, and what its like to be in private equity in Houston.

InnovationMap: You've recently diversified to include a startup in your portfolio. Tell me about that company.

Taseer Badar: We have group called Accountable Care as an entity, which we are sustaining analytics. It's the opposite of a fee for service business. It used to be that if a patient got sick, we treat you. Now, it's preventive care. We have a pilot of around 40,000 patients right now. It has a lot of potential and it keeps people healthier. How it works is insurance companies pay you to keep their consumer healthy. Let's say an insurance company pays us $100, and we treat them for $85 and keep the rest for our investors.

IM: How does Houston’s investment ecosystem compare to other cities you work in?

TB: For me, it was really hard to move into that. I am very traditional. We're not a risk-based company; we're very risk averse. For me, this fit into our business. It fell in my lap. I do think generally it's a conservative ecosystem, in my opinion. We're not San Francisco — we're not built like that. Not saying no one does it. I was in New York, and those are the guys who understand [venture capital]. In Houston, we understand oil and gas, and we understand medical and real estate. I think we're way off for the startup [investment] here.

IM: With that being said, what is your advice for tech startups seeking capital, then?

TB: Investors in Houston want positive earnings before interest, tax, and amortization. But that doesn't mean it's not possible in New York, Dallas, Austin, or other cities. There are technology conferences everywhere, that's a great way to get known as a startup.

IM: How have you seen the health care industry evolve?

TB: Texas is a state that has a lot of doctors that are entrepreneurial. I personally feel as though that a lot of the Obamacare, and the accountable care, a lot of practices have been bought by hospitals, so you don't see a lot of freestanding medical practices as much as I used to. At the same time, a lot of the younger doctors aren't as business oriented and want more work-life balance. Because there's less of them, there are opportunities for companies like mine to take care of them. When I started, Altus was one of 50 companies of its kind. Now, we are one of two or three standing in Houston with that type of model.

IM: What are the challenges of managing investors?

TB: We have a lot of retail investors. They are great, and it's much more relation based. But, at the same time, a very high-touch business. That requires a lot of time and effort in a relationship. It's a lot more managing of the process.

IM: What do you look for in an investor?

TB: We look for investors that are accredited investors, and we want someone who understands there's a time horizon, who are looking for an income and an exit play between three and seven years. Someone who understands risk and that it's not buying a stock that can be liquidated.

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Portions of this interview have been edited.

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Houston college joins inaugural workforce accelerator supported by Google

hands-on training

Houston City College (HCC) is one of 15 community colleges from around the country to be selected for the first-ever Workforce Futures Accelerator.

The three-year effort is supported by Google.org, the tech company’s philanthropic arm, and led by the Association of Community College Trustees (ACCT), a non-profit educational organization that represents over 500 community, junior, and technical colleges. The accelerator focuses on helping colleges embed virtual, employer-sponsored training opportunities into short-term workforce training programs, giving participants access to opportunities that they might otherwise receive through internships or other "work-based learning" stints.

"The Workforce Futures Accelerator reflects the Houston City College mission of offering a high-quality, affordable education for workforce training and career development," Pretta VanDible Stallworth, HCC trustee and chair-elect of the ACCT board of directors, said in a news release. "Advancing student success and creating pathways to opportunities ensures that our students are well equipped to succeed and build a secure future in today's economy.”

Through the accelerator, HCC is tasked with fusing online project-based learning opportunities with its workforce education programs. The idea is to give students hands-on experiences working on projects sponsored by employers, allowing them to gain real-world knowledge in the process.

HCC will select two workforce programs that meet the accelerator’s criteria and insert into them into coursework. In the second and third year of the accelerator, the selected colleges are expected to scale the programs by adding instructors and programs to develop a network of to support their continued implementation.

“Participation by HCC will strengthen how we provide students with career-connected learning experiences that complement their classroom education and align with the needs of employers,” HCC Chancellor Margaret Ford Fisher added in the news release. “We are focused on ‘future forward’ strategies to meet the present and future needs of our region’s businesses.”

Two other Texas colleges were chosen to participate in the accelerator: Lamar Institute of Technology in Beaumont and Grayson College in Denison.

The remaining cohort includes:

  • Bergen Community College in Paramus, New Jersey
  • Central Louisiana Community College in Alexandria, Louisiana
  • Clark State College in Springfield, Ohio
  • Great Basin College in Elko, Nevada
  • Heartland Community College in Normal, Illinois
  • Hudson County Community College in Jersey City, New Jersey
  • Manchester Community College in Manchester, New Hampshire
  • Mesa Community College in Mesa, Arizona
  • Mohave College in Kingman, Arizona
  • San Joaquin Delta Community College in Stockton, California
  • San Juan College in Farmington, New Mexico
  • West Virginia University Parkersburg in Parkersburg, West Virginia

New report ranks Texas among top 10 states where AI could disrupt jobs

AI Workforce

A new nationwide report examining where AI could "reshape" the most jobs has ranked Texas No. 9 among the most at-risk states for AI job disruption.

The new SmartAsset report compared all 50 states and the District of Columbia to calculate the estimated percent of the workforce employed in the 26 occupations with the highest AI exposure, as determined by June 2026 research by the Virginia Economic Information and Analytics Division.

The findings revealed that 500,000 Texas workers, or 3.55 percent of the total workforce, are employed in occupations with "high exposure to potential AI disruption."

This also places the Lone Star State as the 9th most at-risk state in the U.S. where AI exposure can lead to "declining hiring demand, wage pressure, task automation, and other forms of disruption."

"States with larger concentrations of highly exposed occupations could experience more pronounced labor-market changes, particularly in roles where core tasks are more vulnerable to AI-driven restructuring," the report's author wrote.

Texas' biggest cities, like Houston and Austin, are known for their thriving tech and business industries, and the study noted that many of the occupations within those sectors are the most at risk. The Virginia Economic Information and Analytics Division said the top five most AI-exposed occupations in the U.S. are: mathematicians, proofreaders, correspondence clerks, court reporters, and media and communication workers. Additionally, computer programmers, database administrators, web developers, telephone operators, and communications equipment operators round out the top 10 most at-risk positions.

These are the 16 remaining occupations most exposed to AI disruption, in order:

  • Data Entry Keyers
  • Statistical Assistants
  • Office Support Workers
  • Interpreters and Translators
  • Database Architects
  • Software Quality Assurance Analysts
  • Medical Transcriptionists
  • Software Developers
  • Writers and Authors
  • Payroll Clerks
  • Web Designers
  • Miscellaneous Computer Occupations
  • Insurance Claims Processors
  • Telemarketers
  • Computer Numerically Controlled Tool Programmers
  • Bookkeeping and Accounting Clerks

A separate SmartAsset report from April 2026 found about 20.5 percent of Texas workers use AI to do their jobs in some capacity. That trend will continue to shift further as employers and employees choose to adopt — or reject — AI implementation.

Across the U.S., Washington topped the list as the state with the highest concentration of AI-exposed jobs, with nearly 5.7 percent of the state's workforce employed in the 26 most at-risk positions. SmartAsset said Washington's high prevalence of technology companies is a significant factor that skyrocketed the state to the top of the list.

"Home to major technology companies including Microsoft, Amazon, T-Mobile and Expedia, the state has large numbers of computer programmers and software developers, two occupations with high exposure," the report said.

Meanwhile, Mississippi ranked No. 51 with the lowest concentration of AI-exposed jobs in the nation. About 22,500 workers in Mississippi, or 1.93 percent of its workforce, are at risk for AI disruption.

The top 10 states where AI could reshape the most jobs are:

  • No. 1 – Washington
  • No. 2 – Virginia
  • No. 3 – District of Columbia
  • No. 4 – California
  • No. 5 – Utah
  • No. 6 – Maryland
  • No. 7 – Colorado
  • No. 8 – New Hampshire
  • No. 9 – Texas
  • No. 10 – North Carolina
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This article originally appeared on CultureMap.com.

UH lands $1.2M NIH grant to fight superbugs using AI, quantum sensing

drug defense

The fight against antibiotic-resistant bacteria like MRSA is getting science fiction-like upgrades at the University of Houston thanks to a new four-year, $1.26 million grant from the National Institutes of Health.

The university says the recent funding brings total federal support up to $3.5 million for 11 years for the project, which uses AI and quantum-sensing technology to better understand how bacterial proteins develop resistance to drugs.

Any medical professional will tell you that one of the worst things that can happen is almost killing an infection. Bacteria that survive attacks from conventional antibiotic treatments emerge tougher, more resistant and more aggressive than before–making them much harder to treat. A good example is the superbug methicillin-resistant Staphylococcus aureus (MRSA).

UH chemistry professors Yuhong Wang and Shoujun Xu are working on this issue. They know full well that fighting superbugs requires new technology and new approaches, which is what they aim to pioneer with their new grant.

“Drug-resistant bacterial infections such as MRSA are becoming harder to treat, creating an urgent need for faster ways to understand how antibiotics and other small molecules interact with bacterial proteins,” Wang said in a news release.

Wang and Xu’s work centers around GTP, a cellular fuel that can cause tiny changes to a cell's structure when it mutates. Sometimes, those shape changes make it easier for drugs to breach the wall and attack the cells.

The UH scientists are employing AlphaFold, an AI-powered tool that can scan large molecular libraries in seconds. From these models, they can see promising drug combinations for future testing.

Once identified, the team uses their invention, super-resolution force spectroscopy, to monitor the cells. Tiny magnetic beads are attached to genetic material, then magnified to see how strong that material is when pulled. They can measure this incredible microscopic process through an atomic magnetometer, typically used in quantum physics. Combined, all these tools allow a high-definition look at how each molecule might respond to new chemical approaches.

“We're the only chemists in the world that use an atomic magnetometer for biological research,” Xu said. “It's a technique developed by physicists, and there is usually a gap between techniques developed by physicists and biological applications. Yuhong and I have been bridging that gap together for the past 10 years.”

Eventually, Wang and Xu hope to develop powerful software that can be used by drug manufacturers to model cellular responses. With enough predictive data, the software could even get ahead of superbugs’ own mutation, allowing drugs to be developed before new strains arrive.

"We want an algorithm where you input a protein sequence, score the mutation hotspots, and develop new inhibitors before a drug-resistant species even emerges," Wang added.