The city's top power players within Houston's energy innovation ecosystem joined virtual SXSW to discuss Houston's life science innovation scene and developing an inclusive ecosystem. Photos courtesy

Another day of SXSW 2021 has concluded, and just like the first day, Houston innovators logged on to discuss technology and innovation that's taking off in town.

The second of the two days of programming focused on the development of the Houston innovation ecosystem — including how the city is factoring in diversity and inclusion into development — with interviews hosted by me, Natalie Harms, editor of InnovationMap. Missed out on the fun? Catch up with a few overheard moments from Houston House or stream the full interviews below.

"“We have to be true to ourselves of what works for Houston. Making sure the DEI is interwoven and in our DNA of our ecosystem so that we don’t make the same mistakes as other cities." — Ashley DeWalt, managing director of DivInc Houston

Video courtesy of the Greater Houston Partnership

Houston has an advantage in developing its innovation ecosystem because it can do so by learning from established ecosystems on the coasts. Locally, that means making diversity and inclusion a top priority. At a virtual SXSW Houston House panel, Ashley DeWalt, managing director of DivInc Houston, and Jan Odegard, interim executive director of The Ion, discuss the importance of prioritizing inclusion in developing Houston's innovation ecosystem. Click here to watch the full interview.

“This pandemic has really highlighted a lot of the health care disparities that are present within our systems. … Houston is in a unique position to address that.” — Fiona Mack, head of JLABS @ TMC

Video courtesy of the Greater Houston Partnership

The Texas Medical Center is the largest medical center in the world with over 10 million patients coming in annually — and JLABS @ TMC is right in the middle of that. With this access to patients and clinical trials, Houston has a lot of potential to attract new innovative companies solving the world's biggest health care problems. At a virtual SXSW Houston House HOU Talk, Fiona Mack, head of JLABS @TMC, discusses the momentum behind health tech innovation in Houston. Click here to watch the full interview.

“Whatever the training is, you have to actually create bias disruptors and points of friction and processes that change behavior. If we don’t have a way to implement what we learn, it doesn’t really change culture.” — LaTanya Flix, senior vice president at the GHP

Video courtesy of the Greater Houston Partnership

In light of the Black Lives Matter movement, corporations of all shapes and sizes were inspired to look inward to address inequity within their workforce — from training to shifts in workplace culture. At a virtual SXSW Houston House HOU Talk, LaTanya Flix, senior vice president of Diversity, Equity and Inclusion (DEI) at the Greater Houston Partnership, shares how she's on a mission to spread mindful DEI initiatives across all of the GHP's member organizations. Click here to watch the full interview.

“I see a world where I’m sitting in a boardroom, and I’m not the only woman anymore.” — Samantha Lewis, principal at Mercury Fund

Video courtesy of the Greater Houston Partnership

Women in venture capital are used to being the only women in the room and are fighting for that not to be the case for future generations. At a virtual SXSW Houston House panel, Sandy Guitar, managing director of the HX Venture Fund moderates a discussion with fellow women in VC, Paige Pitcher, director of innovation at Hines, and Samantha Lewis, principal at Mercury Fund. Click here to watch the full interview.

“There’s an incredible number of innovations that have popped up in Houston, but a lot of them have been centered around solving engineering-type problems at industrial scale — and that still exists, but doesn’t get as much coverage as consumer-facing technologies.” — Josh Pherigo, director of research and data analytics at GHP

Video courtesy of the Greater Houston Partnership

When tracking any sort of progress or growth, business look to their numbers and data. Houston's innovation system is no different. At a virtual SXSW Houston House HOU Talk, Josh Pherigo, director of research and data analytics at the Greater Houston Partnership, dives in deep with the facts and figures of Houston's burgeoning innovation ecosystem by following the venture dollars coming into local startups. Click here to watch the full interview.

“If you look at the density in Houston, being the energy capital of the United States, there are probably few places in the world where you can walk 15 minutes in either direction and talk to about 100 companies that would potentially be customers.” — Matthew Costello, CEO and co-founder of Voyager Portal

Video courtesy of the Greater Houston Partnership

A good startup idea comes from necessity and a way to apply technology to solve problems and shorten business delivery times, and the maritime shipping industry has a lot of opportunities for these types of innovations. At a virtual SXSW Houston House HOU Talk, Matthew Costello, CEO and co-founder of Voyager Portal, sets sail on a conversation about the maritime shipping industry — and how it was ripe with disruption. Click here to watch the full interview.

“You have institutions of exception in Houston where innovation flows from. The question isn’t that it’s not there, it’s how have we been tapping it.” — David Schubert, president of Magnolia Tejas Corp.

Video courtesy of the Greater Houston Partnership

Houston has a burgeoning life science innovation scene — but what's that next step for its development? At a virtual SXSW Houston House HOU Talk, David Schubert, president of Magnolia Tejas Corp. discusses the potential of Houston's world-class oncologists and biotech innovators have to make the city a hub for cancer innovation. Click here to watch the full interview.

HOU Talk: How Houston can be the next hub for oncology innovation

sxsw houston house

Editor's note: For SXSW 2021, the Greater Houston Partnership produced two days of interviews and panels hosted by me — Natalie Harms, editor of InnovationMap — and focused on Houston innovation. One focused on how Houston is leading the energy transition and the other highlighted Houston's progress on creating a thriving and inclusive innovation ecosystem.

In this video, David Schubert, president of Magnolia Tejas Corp. discusses the potential of Houston's world-class oncologists and biotech innovators have to make the city a hub for cancer innovation. Visit our SXSW Houston House special section to watch them all.

HOU Talk: How Houston's logistics industries are ripe for software disruption

sxsw Houston house

Editor's note: For SXSW 2021, the Greater Houston Partnership produced two days of interviews and panels hosted by me — Natalie Harms, editor of InnovationMap — and focused on Houston innovation. One focused on how Houston is leading the energy transition and the other highlighted Houston's progress on creating a thriving and inclusive innovation ecosystem.

In this video, Matthew Costello, CEO and co-founder of Voyager Portal, sets sail on a conversation about the maritime shipping industry — and how it was ripe with disruption. Visit our SXSW Houston House special section to watch them all.

HOU Talk: How Houston's innovation ecosystem is growing by the numbers

SXSW Houston House

Editor's note: For SXSW 2021, the Greater Houston Partnership produced two days of interviews and panels hosted by me — Natalie Harms, editor of InnovationMap — and focused on Houston innovation. One focused on how Houston is leading the energy transition and the other highlighted Houston's progress on creating a thriving and inclusive innovation ecosystem.

In this video, Josh Pherigo, director of research and data analytics at the Greater Houston Partnership, dives in deep with the facts and figures of Houston's burgeoning innovation ecosystem by following the venture dollars coming into local startups. Visit our SXSW Houston House special section to watch them all.

Panel: It's time for more women in venture capital

SXSW Houston House

Editor's note: For SXSW 2021, the Greater Houston Partnership produced two days of interviews and panels hosted by me — Natalie Harms, editor of InnovationMap — and focused on Houston innovation. One focused on how Houston is leading the energy transition and the other highlighted Houston's progress on creating a thriving and inclusive innovation ecosystem.

In this video, Sandy Guitar, managing director of the HX Venture Fund moderates a discussion with fellow women in VC, Paige Pitcher, director of innovation at Hines, and Samantha Lewis, principal at Mercury Fund. Visit our SXSW Houston House special section to watch them all.

HOU Talk: Diversity and inclusion are major business drivers for Houston

SXSW Houston House

Editor's note: For SXSW 2021, the Greater Houston Partnership produced two days of interviews and panels hosted by me — Natalie Harms, editor of InnovationMap — and focused on Houston innovation. One focused on how Houston is leading the energy transition and the other highlighted Houston's progress on creating a thriving and inclusive innovation ecosystem.

In this video, LaTanya Flix, senior vice president of Diversity, Equity and Inclusion (DEI) at the Greater Houston Partnership, shares how she's on a mission to spread mindful DEI initiatives across all of the GHP's member organizations.Visit our SXSW Houston House special section to watch them all.

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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.