Houston experts at the annual Pumps and Pipes event discussed the importance of open innovation. Photo courtesy of Houston Methodist

Open innovation, or the practice of sourcing new technologies and idea across institutions and industries, was top of mind at the annual Pumps & Pipes event earlier this week.

The event, which is put on by an organization of the same name every year, focuses on the intersection of the energy, health care, and aerospace industries. The keynote discussion, with panelists representing each industry, covered several topics, including the importance of open innovation.

If you missed the discussion, check out some key moments from the panel.

“If we want to survive as a city, we need to make sure we can work together.”

— Juliana Garaizar of Greentown Labs. "From being competitive, we’ve become collaborative, because the challenges at hand in the world right now is too big to compete," she continues.

“The pace of innovation has changed.”

— Steve Rader of NASA. He explains that 90 percent of all scientists who have ever lived are alive on earth today. “If you think you can do it all yourself — and just find all the latest technology yourself, you’re kidding yourself.”

“You can’t close the door. If you do, you’re closing the door to potential opportunities.”

— Michelle Stansbury, Houston Methodist. “If you think you can do it all yourself — and just find all the latest technology yourself, you’re kidding yourself.” She explains that there's an influx of technologies coming in, but what doesn't work now, might work later or for another collaborator. "I would say that health care as a whole hasn’t been very good at sharing all of the things we’ve been creating, but that’s not the case today," she explains.

“The thing that makes Houston great is the same thing that makes open innovation great: diversity.”

— Rader says, adding that this makes for a great opportunity for Houston.

“Some of our greatest innovations that we’ve had come from other industries — not from health tech companies.”

— Stansbury says. "I think that's the piece everyone needs to understand," she says. "Don't just look in your own industry to solve problems."

“Nobody knows what is the best technology — the one that is going to be the new oil."

— Garaizar says. “All of this is going to be a lot of trial and error," she continues. “We don’t have the luxury of time anymore.”

From the rise of freelancers to Houston's data-driven future, here's what the Bayou City can expect to see when it comes to the future of the workforce. Pexels

Overheard: Experts weigh in on the future of the workforce in Houston

Eavesdropping in Houston

As the new decade approaches, there are a lot of questions about the future of the workforce in Houston. Will automation revolutionize jobs? Is technology evolving too quickly for training and education to keep up? And, can corporations adapt their work environments to account for the rise in freelancers?

At the launch of Houston's new General Assembly location, a panel of Houstonians moderated by Joey Sanchez of Houston Exponential addressed these questions and more earlier this month. The global digital skill development organization will launch a three-month software engineering program in January along with workshops and introductory courses before rolling out other part- and full-time courses in 2020.

One of the big focuses of GA is increasing accessibility for these programs, and the organization will have several options for courses, including some that will be available online.

"People are getting left behind, and I think that's one of the things GA has put a lot of pride behind as we've gone into new markets is just increasing the diversity and accessibility into these opportunities," Eric Partlow, says regional director at General Assembly in Texas.

From the rise of freelancers to Houston's data-driven future, here's what the Bayou City can expect to see when it comes to the future of the workforce.

“Automation can be scary, and it can automate a plethora of repetitive tasks, but that frees people up to create new jobs that require more critical thinking and creativity.”

— Grace Rodriguez, CEO and executive director of Impact Hub Houston. Rodriguez gives the example of how automation affected the banking industry. As ATMs were installed, it made it easier and cheaper for banks to open more branches, which ultimately led to hiring more tellers. "Rather than be afraid of automation, we should see it as augmentation," Rodriguez says.

“We have more access to data than we’ve ever had, and we still are trying to figure out what to do with it, and we don’t know yet. I think Houston’s set up to do a lot of really special things.”

— Eric Partlow, regional director at General Assembly in Texas. When asked about the future of the workforce in Houston, Partlow says it's all about the data. Partlow also wants to set up GA so that its providing the right education for Houston jobs — every market is different, he says. "If we're not teaching what businesses here are needing, then we need to pivot to adjust that."

“We’ve been working in the background to help make Houston a hub for serious gaming."

— Chad Modad, chief technology officer of Accenture's Houston Innovation Hub. Modad explains that serious gaming is taking the engaging aspects of mobile design and video games and applying this technology — along with AI and machine learning — into the things you have to do everyday at work. "We'll always be a hub for industrial enterprises, so applying this across that spectrum of problems, that's where I think we're headed," Modad says.

“The more I get into the democratization of work, the more I get really excited about the possibility of the future and where we can go.”

— Steve Rader, deputy director for the Center of Excellence for Collaborative Innovation at NASA. When asked about what he wants to see in Houston, Rader advocated for the city to be a more welcoming environment for freelance workers, since more and more people are leaving the corporate structure for these types of positions. Houston can set itself up to be a great ecosystem for this, Rader says.

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5 must-know fall application deadlines for Houston innovators

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Editor's note: As fall reaches full swing, Houston's innovation scene is calling on the latest batch of founders and startups looking to make a difference. A number of accelerators have opened applications. Read below to see which might be a good fit for you or your venture. And take careful note of the deadlines. Please note: this article may be updated to include additional information and programs.

Did we miss an accelerator or competition accepting applications? Email innoeditor@innovationmap.com for editorial consideration.

Texas Life Science Forum

Deadline: Oct. 2

Details: Ventures can apply to present at the 15th annual Texas Life Science Forum, hosted by BioHouston and Rice Alliance. Participants will meet during office hours with venture capitalists, tech scouts, corporate venture groups and angel investors, and present their pitches in a public forum. Pitches take place on Nov. 10 and office hours are held Nov. 11. Find more information here.

Greentown Lab's Go Make 2027: Advanced Carbon Materials with ExxonMobil

Deadline: Oct. 9

Details: Greentown Labs is seeking applications from startups developing novel carbon-based technologies for its latest Go Make cohort in conjunction with ExxonMobil. The structured accelerator is designed to facilitate validation activities and explore potential long-term collaborations with Exxon, according to Greentown. Founders will have the opportunity to engage directly with industry leaders to test, validate and scale their carbon technologies in real commercial contexts. The program tentatively starts on Jan. 20, 2027 and concludes June 16, 2027. Find more information here.

Activate's U.S. Fellowship Cohort 2027

Deadline: Oct. 30

Details: Activate supports scientists at "the outset of their entrepreneurial journey." It partners with U.S.-based funders and research institutions to support its fellows in developing high-impact technology. Its fellows receive a living stipend, research and development funding, connections from Activate's robust network of mentors and access to a curriculum specific to the program for two years. Applicants must have a bachelor’s degree and 4-plus years of post-baccalaureate scientific research, engineering or technology development experience. Their work must be based in the physical or biological sciences or related engineering disciplines. Find more information here.

Rice Innovation Fellows

Deadline: Oct. 30

Details: The Liu Idea Lab for Innovation and Entrepreneurship (Lilie)'s Rice Innovation Fellows program supports Rice Ph.D. students and postdocs in turning their research into real-world ventures. Participants receive $10,000 in translational research funding, co-working space and personalized mentorship. Candidates from all Rice engineering and science-related disciplines are encouraged to apply. Find more information here.

The TMC's Accelerator for Cancer Therapeutics

Deadline: Oct. 30

Details: Texas-based ventures and researchers developing a cancer therapeutics project can apply to this accelerator funded by the Cancer Prevention and Research Institute of Texas. The nine-month program runs February-September 2027 and focuses on market research, FDA regulations, intellectual property, licensing, finance, fundraising, legal and other critical areas for cancer-related ventures. Participants will complete the program with at least one grant submission and have the option to pitch to investors, corporate partners, media and other influential guests. Find more information here.

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.