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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With boost from Houston, Texas is the No. 1 state for economic development

governor's cup

Texas is on a 14-year winning streak as the top state for attracting job-creating business location and expansion projects.

Once again, Texas has claimed Site Selection magazine’s Governor’s Cup. This year’s honor recognizes the state with the highest number of economic development projects in 2025. Texas landed more than 1,400 projects last year.

Ron Starner, executive vice president of Site Selection, calls Texas “a dynasty in economic development.”

Among metro areas, Houston lands at No. 2 for the most economic development projects secured last year (590), behind No. 1 Chicago and ahead of No. 3 Dallas-Fort Worth.

In praising Houston as a project magnet, Gov. Greg Abbott cites the November announcement by pharmaceutical giant Lilly that it’s building a $6.5 billion manufacturing plant at Houston’s Generation Park.

“Growth in the Greater Houston region is a great benefit to our state’s economy, a major location for foreign direct investment and key industry sectors like energy, aerospace, advanced manufacturing, and life sciences,” Abbott tells Site Selection. “Houston is also home to one of the largest concentrations of U.S. headquarters for companies from around the world.”

In 2025, Fortune ranked Houston as the U.S. city with the third-highest number of Fortune 500 headquarters (26).

Texas retained the Governor’s Cup by gaining over 1,400 business location and expansion projects last year, representing more than $75 billion in capital investments and producing more than 42,000 new jobs.

Site Selection says Texas’ project count for 2025 handily beat second-place Illinois (680 projects) and third-place Ohio (467 projects). Texas’ number for 2025 represented 18% of all qualifying U.S. projects tracked by Site Selection.

“You can see that we are on a trajectory to ensure our economic diversification is going to inoculate us in good times, as well as bad times, to ensure our economy is still going to grow, still create new jobs, prosperity, and opportunities for Texans going forward,” Abbott says.

Houston e-commerce giant Cart.com raises $180M, surpasses $1B in funding

fresh funding

Editor's note: This article has been updated to clarify information about Cart.com's investors.

Houston-based commerce and logistics platform Cart.com has raised $180 million in growth capital from private equity firm Springcoast Partners, pushing the startup past the $1 billion funding mark since its founding in 2020.

Cart.com says it will use the capital to scale its logistics network, expand AI capabilities and develop workflow automation tools.

“This investment will strengthen our balance sheet and provide us with the flexibility to accelerate our strategic priorities,” Omair Tariq, CEO of Cart.com, said in a news release. “We’ve built a platform that combines commerce software with a scaled logistics network, and we’re just getting started.”

In conjunction with the funding, Springcoast executive-in-residence Russell Klein has been appointed to Cart.com’s board of directors. Before joining Springcoast, he was chief commercial officer at Austin-based Commerce.com (Nasdaq: CMRC). Klein co-led Commerce.com’s IPO, led the company’s mergers-and-acquisitions strategy and played a key role in several funding rounds.

“The team at Cart.com has demonstrated excellence in their ability to scale efficiently while continuing to innovate,” Klein said. “I’m excited to join the board and support the company as it expands its AI-driven capabilities, deepens enterprise relationships, and further strengthens its position as a category-defining commerce and fulfillment platform.”

Before this funding round, Cart.com had raised $872 million in venture capital and reached a valuation of about $1.6 billion, according to CB Insights. With the new funding, the startup has collected over $1 billion in just six years.

This is the income required to be a middle class earner in Houston in 2026

Cashing In

A new study tracking the upper and lower thresholds for middle class households across the nation's largest cities has revealed Houstonians need to make at least a grand more than last year to maintain their middle class status this year.

According to SmartAsset's just-released annual report, "What It Takes to Be Middle Class in America – 2026 Study," Houston households need to make anywhere from $42,907 to $128,722 to qualify as middle class earners this year.

Compared to 2025, Houstonians need to make $1,153 more per year to meet the minimum threshold for a middle class status, whereas the upper bound has stretched $3,448 higher. The median income for a Houston household in 2024 was $64,361, the study added.

SmartAsset's experts used 2024 Census Bureau median household income data for the 100 biggest U.S. cities and all 50 states and determined middle class income ranges by using a variation of Pew Research's definition of a middle class household, stating the salary range is "two-thirds to double the median U.S. salary."

In the report's ranking of the U.S. cities with the highest household incomes needed to maintain a middle class status, Houston ranked No. 80.

In the report's state-by-state comparison, Texas has the 24th highest middle class income range. Overall, Texas households need to make between $53,147 and $159,442 to be labeled "middle class" in 2026. For additional context, the median income for a Texas household in 2024 came out to $79,721.

"Often, the expectations that come with the term 'middle class' include reaching home ownership, raising kids, the comfort of modest emergency funds and retirement savings, and the occasional splurge or vacation," the report said. "And as the median household income varies widely across the U.S. depending on the local job market, housing market, infrastructure and other factors, so does swing the bounds on what constitutes a middle class income in America."

What it takes to be middle class elsewhere around Texas

Two Dallas-Fort Worth suburbs – Frisco and Plano – have some of the highest middle class income ranges in the country for 2026, SmartAsset found.

Frisco households need to make between $96,963 and $290,888 to qualify as middle class this year, which is the third-highest middle class income range nationwide.

Plano's middle class income range is the eighth highest nationally, with households needing to make between $77,267 and $231,802 for the designation.

Salary range needed to be a middle class earner in other Texas cities:

  • No. 28 – Austin: between $60,287 and $180,860
  • No. 40 – Irving: between $56,566 and $169,698
  • No. 44 – Fort Worth: between $55,002 and $165,006
  • No. 57 – Garland: between $50,531 and $151,594
  • No. 60 – Arlington: between $49,592 and $148,77
  • No. 61 – Dallas: between $49,549 and $148,646
  • No. 73 – Corpus Christi: between $44,645 and $133,934
  • No. 77 – San Antonio: between $44,117 and $132,352
  • No. 83 – Lubbock: between $41,573 and $124,720
  • No. 84 – Laredo: between $41,013 and $123,038
  • No. 89 – El Paso: between $39,955 and $119,864
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This article originally appeared on CultureMap.com.