When it comes to getting a good return on investment, businesses should be equally focused on mitigating risks as they are on earning a profit. Getty Images

Consider for a moment the race to build the next super computer. Google, Alibaba and other U.S. and China companies are racing to build a machine — called quantum computing — far more powerful than anything the world has ever seen. In this race, China reportedly has the lead.

Given that this kind of technology can protect trillions of dollars in corporate and even national secrets, why do American companies lag behind? If such research and development represents an unknown and is a potential business risk, should U.S. companies be interested in assuming such a task? Rice Business professors Vikas Mittal, Yan Anthea Zhang and a Rice Business Ph.D. student Kyuhong Han, may have answers.

They researched the various ways companies create strategic advantages for themselves. What is the relationship between these strategies and the risks involved? Companies create value through innovation-based activities such as research and development or else via branding and advertisement. As there's no set formula for success, each company has its own approach — which could affect the risk associated with the company's stock price (called idiosyncratic risk).

Typically, the two strategic pillars are examined separately, rather than jointly. But when they compared the two approaches, they found that one presented far more risk than the other.

To reach their conclusions, the Rice team looked at a data set of 13,880 firm-year observations that included 2,403 firms operating in 59 industries over 15 years (2000–2014). The data sets were from the firms' annual operational and financial information from Standard & Poor's Compustat, the University of Chicago's Center for Research in Security Prices and from the Kenneth French Data Library. What the data revealed was the stock price of companies that placed a higher strategic emphasis on marketing and branding (called value appropriation) than companies that focused research and development (called value creation).

If it is less risky for a firm to emphasize branding and marketing over research and development it stands to reason that firms would want to exercise caution in big new research and development efforts. What's the payoff for making a quantum computer or even Space X, after all, if the research and development risks associated with the endeavor are extraordinarily high? In some instances, it may be much safer to rebrand and market. Closer to home, many companies in the oil and gas industry bet big on innovative ventures — costly product features, digitization initiatives and so on that may only increase the risk to their stock price than meet customer needs.

The researchers found that firms that plunge big efforts into research and development have more to worry about than whether their innovations will work. They have to weather the fluctuations of industry demand. When industry demand is volatile, the downside of excessive research and development, at the cost of customer-relevant strategies is even worse.

For the Rice Business researchers, the lessons for managers are clear. The return on investment is intimately linked not only with optimizing potential profits but also minimizing potential risks. Research and development heavy endeavors like Space X and quantum computers may be flashy, but in the event of an unexpected drop in demand, they're also more likely to plummet to earth, creating stock-price volatility.

Managers need to think about the elements that create risk — like demand instability. The more companies create a stable and predictable client base, the less risk that they have to face in the stock market. There is still a tendency among many firms to see advertising and research and development as preceding and guiding customer perceptions, preferences and behaviors. But perhaps the relationship is just the opposite.

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This article originally appeared on Rice Business Wisdom.Vikas Mittal is the J. Hugh Liedtke Professor of Marketing at the Jones Graduate School of Business at Rice University. Yan Anthea Zhang is a Fayez Sarofim Vanguard Professor of Management at the Jesse H. Jones Graduate School of Business at Rice University. Kyuhong Han is a marketing Ph.D. student at the Jones Graduate School of Business at Rice University.

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Texas Space Commission doles out $5.8 million to Houston companies

On A Mission

Two Houston-area companies have landed more than $5.8 million in funding from the Texas Space Commission.

The commission granted up to $5.5 million to Houston-based Axiom Space and up to $347,196 to Conroe-based FluxWorks.

The two-year-old commission previously awarded $95.3 million to 14 projects. A little over $34 million remains in the commission-managed Space Exploration and Aeronautics Research Fund.

Axiom Space, a commercial spaceflight company, said the new funding will go toward the development of its orbital data center capabilities. By the end of this year, Axiom plans to launch two free-flying nodes in low-Earth orbit to support its orbital data center operations. More nodes are set to go online in the coming years.

“Axiom Space is actively evaluating how our [orbital data center] architecture can enhance critical U.S. capabilities, including the proposed Golden Dome missile defense architecture,” Jason Aspiotis, global director of in-space data and security at Axiom, said in a news release. “In this context, real-time, around-the-clock availability, secure orbital processing, and AI-driven autonomy are vital for ensuring mission success.”

Founded in 2021, FluxWorks provides magnetic gear technology that was developed at Texas A&M University.

In 2024, FluxWorks was one of two startups to receive the Technology in Space Prize, funded by Boeing and the Center for the Advancement of Science in Space (CASIS), which manages the International Space Station National Laboratory.

FluxWorks is testing the performance of magnetic gear in microgravity environments, such as the International Space Station.

“Gearboxes aim to reduce the mass of motors required in a variety of applications; however, the lubricant needed to make them work properly is not designed for use in extreme environments like space,” according to a 2024 news release about the Technology in Space Prize. “Magnetic gears do not require lubricant, making them an appealing alternative.”

The Texas Space Commission granted $25 million to Houston aerospace companies Starlab Space and Intuitive Machines earlier this year. Read more here.

3 Houston startups named most innovative in Texas by LexisNexis

report card

Three Houston companies claimed spots on LexisNexis's 10 Most Innovative Startups in Texas report, with two working in the geothermal energy space.

Sage Geosystems claimed the No. 3 spot on the list, and Fervo Energy followed closely behind at No. 5. Fintech unicorn HighRadius rounded out the list of Houston companies at No. 8.

LexisNexis Intellectual Property Solutions compiled the report. It was based on each company's Patent Asset Index, a proprietary metric from LexisNexis that identifies the strength and value of each company’s patent assets based on factors such as patent quality, geographic scope and size of the portfolio.

Houston tied with Austin, each with three companies represented on the list. Caris Life Sciences, a biotechnology company based in Dallas, claimed the top spot with a Patent Asset Index more than 5 times that of its next competitor, Apptronik, an Austin-based AI-powered humanoid robotics company.

“Texas has always been fertile ground for bold entrepreneurs, and these innovative startups carry that tradition forward with strong businesses based on outstanding patent assets,” Marco Richter, senior director of IP analytics and strategy for LexisNexis Intellectual Property Solutions, said in a release. “These companies have proven their innovation by creating the most valuable patent portfolios in a state that’s known for game-changing inventions and cutting-edge technologies.We are pleased to recognize Texas’ most innovative startups for turning their ideas into patented innovations and look forward to watching them scale, disrupt, and thrive on the foundation they’ve laid today.”

This year's list reflects a range in location and industry. Here's the full list of LexisNexis' 10 Most Innovative Startups in Texas, ranked by patent portfolios.

  1. Caris (Dallas)
  2. Apptronik (Austin)
  3. Sage Geosystems (Houston)
  4. HiddenLayer (Austin)
  5. Fervo Energy (Houston)
  6. Plus One Robotics (San Antonio)
  7. Diligent Robotics (Austin)
  8. HighRadius (Houston)
  9. LTK (Dallas)
  10. Eagle Eye Networks (Austin)

Sage Geosystems has partnered on major geothermal projects with the United States Department of Defense's Defense Innovation Unit, the U.S. Air Force and Meta Platforms. Sage's 3-megawatt commercial EarthStore geothermal energy storage facility in Christine, Texas, was expected to be completed by the end of last year.

Fervo Energy fully contracted its flagship 500 MW geothermal development, Cape Station, this spring. Cape Station is currently one of the world’s largest enhanced geothermal systems (EGS) developments, and the station will begin to deliver electricity to the grid in 2026. The company was recently named North American Company of the Year by research and consulting firm Cleantech Group and came in at No. 6 on Time magazine and Statista’s list of America’s Top GreenTech Companies of 2025. It's now considered a unicorn, meaning its valuation as a private company has surpassed $1 billion.

Meanwhile, HighRadius announced earlier this year that it plans to release a fully autonomous finance platform for the "office of the CFO" by 2027. The company reached unicorn status in 2020.

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This article originally appeared on Energy Capital HTX.

UH student earns prestigious award for cancer vaccine research

up-and-comer

Cole Woody, a biology major in the College of Natural Sciences and Mathematics at the University of Houston, has been awarded a Barry Goldwater Scholarship, becoming the first sophomore in UH history to earn the prestigious prize for research in natural sciences, mathematics and engineering.

Woody was recognized for his research on developing potential cancer vaccines through chimeric RNAs. The work specifically investigates how a vaccine can more aggressively target cancers.

Woody developed the MHCole Pipeline, a bioinformatic tool that predicts peptide-HLA binding affinities with nearly 100 percent improvement in data processing efficiency. The MHCole Pipeline aims to find cancer-specific targets and develop personalized vaccines. Woody is also a junior research associate at the UH Sequencing Core and works in Dr. Steven Hsesheng Lin’s lab at MD Anderson Cancer Center.

“Cole’s work ethic and dedication are unmatched,” Preethi Gunaratne, director of the UH Sequencing Core and professor of Biology & Biochemistry at NSM, said in a news release. “He consistently worked 60 to 70 hours a week, committing himself to learning new techniques and coding the MHCole pipeline.”

Woody plans to earn his MD-PhD and has been accepted into the Harvard/MIT MD-PhD Early Access to Research Training (HEART) program. According to UH, recipients of the Goldwater Scholarship often go on to win various nationally prestigious awards.

"Cole’s ability to independently design and implement such a transformative tool at such an early stage in his career demonstrates his exceptional technical acumen and creative problem-solving skills, which should go a long way towards a promising career in immuno-oncology,” Gunaratne added in the release.