Beyoncé's dad is teaching a must-attend music business class. Photo courtesy of Mathew Knowles

Ever notice how Beyoncé's hair magically flows as if a fan follows her around everywhere she goes? That's not an accident. That attention to image micro-detail is preached by her father, Mathew Knowles, who created Destiny's Child and Music World Entertainment, the label and production company that boasts two of the top-selling superstars of the previous decade.

Now, music mogul Knowles is sharing his considerable knowledge in a new, 15-week virtual master class at the University of Houston's C.T. Bauer College of Business, running from January 25, 2021 to May 10, 2021. Knowles teases that there will be star-caliber guest instructors and appearances. The $3,000 virtual class is limited to 35 students but open to all who are able to register. (UH students and recent alumni can pay a discounted rate of $1,000.)

"I want to change the way we do things in the music business," Knowles says on a Zoom call. "Unfortunately, we have a very high failure rate [in the music industry]. Part of the reason we have this much failure is the business acumen of the team around the artists. It's not their talent. It's their team."

He hopes to change that with the class, dubbed "The Music Industry and the Digital Age." The class isn't specifically for aspiring artists, but aimed at those "behind the microphone," says Knowles. "Some people will be managers. Others will be independent record labels. Others will be in marketing. Artists will be part of this that would like to know business side of this."

Knowles is one of Houston's great success stories. Once a successful executive at Xerox, he recognized that his daughter, Beyoncé, had extraordinary music talent. He created Destiny's Child, held what he called "music bootcamps" at his home, and took night classes in entertainment management at Houston Community College.

From there, he founded his Music World Entertainment empire in 1992 in a Third Ward house, which mirrored his faraway mentor, Quincy Jones, who ensured every aspect of Motown's operation was all under one roof. Knowles would then become one of the most respected business minds in the music industry; he's taught at Texas Southern University; scored a PhD, and crafted management degrees for other schools. His empire boasts more than 100 award-winning albums and an MTV Video Music Award.

But that success, knowledge, and experience came with trial, error, and considerable money lost. "I wish someone had told me, 'Look, you need to really focus on getting the business acumens of the music industry down,'" he says.

That said, even with Destiny's dad's name attached, students shouldn't expect a get-famous-quick lottery ticket path to success with this class. "They think they can go from zero to a hero," Knowles says of that mindset. "This is not a microwave industry. I always say there is a price of admission to the music industry."

Sign us up. Memo to Professor Knowles: May we request guest lectures by Houston royalty Queen Bey and Lizzo?

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This article originally ran on CultureMap.

Four Houston entrepreneurs have teamed up to create a program based on each of their expertise that provides a launch pad for aspiring startup founders. Getty Images

Group of Houston entrepreneurs creates masterclass for aspiring founders

founders for founders

For some aspiring startup founders, the biggest thing holding them back is not knowing where to start. A group of former founders and mentors are teaming up to create that first step.

"A few months ago it struck me that maybe there was a gap in the market between the aspiring entrepreneur," says Steve Jennis, "and the accelerator or incubator program."

Jennis, who's a founder, consultant, and mentor in Houston, tapped a few of his fellow founder-mentors to create Founder's Compass, an online masterclass for people who have a business idea but don't know what to do next. Along with Jennis, founder of JCG and PrismTech, the program was created by Brittany Barreto, founder of Pheramor and Femtech Focus; Leela Madan, founder of Madan Law; and Catherine Brown, founder of ExtraBold Sales.

"We thought that the four of us could put together a masterclass comprising of four modules — each module relates to the skill set that we are individually bringing," Jennis tells InnovationMap. "All together, we're representing a framework for new entrepreneurs to get a kickstart to their business and help them with the next step of their journey — whatever that may be."

The four modules will be presented in virtual, interactive classes lasting three hours each and offered in two different ways each month. Students can register for a two-day option — six hours on a Friday followed by another six hours on a Saturday — or a four-week option — three hours on a weeknight once a week for four weeks.

The four modules will cover the following:

  • Validating your business concept and MVP product-market fit (led by Jennis)
  • Customer development, feedback, and target market definition (led Brown)
  • Protecting your intellectual property and managing your business risk (led by Madan)
  • Engaging with the innovation ecosystem and preparing to fundraise (led by Barreto)
Jennis says the program is not intended to be competitive with accelerators, rather Founder's Compass can act as a feeder into these programs. This is why, Jennis says, the masterclass is set up to be relatively cheap at $100 an hour — or $1,200 for the full program.
"We wanted something that was much more convenient, readily available, and easily affordable, so that's why we settled on the two-day or four-evening format to give people something that they didn't have to think about for months," Jennis says. "We saw an opportunity here — not just to be another accelerator — but to be something for people in the game."

Registration for Founder's Compass is open now for September and October, and participants who sign up before August 1 will receive half off — making the course just $600.

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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.