How to evaluate an IPO, according to Houston researchers

houston voices

In emerging markets, pricing — not reputation — drives the partnership between underwriter and IPO. Photo via business.rice.edu

Many investors assume they can judge the strength of an IPO based on the reputation of the underwriter supporting it.

However, a recent study by Rice Business professors Anthea Zhang and Haiyang Li, along with Jin Chen (Nottingham University) and Jing Jin (University of International Business and Economics), proves this is only sometimes true — depending on how mature the stock exchange is.

Getting your company listed on the stock market is a big step. It opens new opportunities to raise money and grow the business. But it also means facing increased regulations, reporting requirements and public scrutiny.

To successfully launch an initial public offering (IPO), most companies hire “underwriters” — financial services firms — to guide them through the complex process. Because underwriters have expertise in valuations, filing paperwork and promoting to investors, they play a crucial role in ushering companies onto the market.

In well-established markets like the New York Stock Exchange (NYSE), an underwriter’s reputation carries immense weight with investors. Top-tier banks like Goldman Sachs have built their reputations by rigorously vetting and partnering with only the most promising companies. When Goldman Sachs takes on the role of underwriter, it sends a strong signal to potential investors that the IPO has met stringent standards. After all, a firm of Goldman’s caliber would not risk tarnishing its hard-earned reputation by associating with subpar companies.

Conversely, IPO firms recognize the value of having a prestigious underwriter. Such an association lends credibility and prestige, enhancing the company’s appeal. In a mature market environment, the underwriter’s reputation correlates to the IPO’s potential, benefiting both the investors who seek opportunities and the companies wanting to make a strong public debut.

However, assumptions about an underwriter’s reputation only hold true if the stock exchange is mature. In emerging or less developed markets, the reputation of an underwriter has no bearing on the quality or potential of the IPO it pairs with.

In an emerging market, the study finds, investors should pay attention to how much the underwriter charges a given IPO for their services. The higher the fee, the riskier it would be to invest in the IPO firm.

To arrive at their findings, the researchers leveraged a unique opportunity in China’s ChiNext Exchange. When ChiNext opened in 2009, regulations were low. Banks faced little consequence for underwriting a substandard IPO. Numerous IPOs on ChiNext were discovered to have engaged in accounting malpractice and inaccurate reporting, resulting in financial losses for investors and eroding confidence in the capital markets. So, for 18 months during 2012-2013, ChiNext closed. When it reopened, exchange reforms were stricter. And suddenly, underwriter reputation became a more reliable marker of IPO quality.

“Our research shows how priorities evolve as markets mature,” Zhang says. “In a new or developing exchange without established regulations, underwriter fees paid by IPO firms dictate the underwriter-company partnership. But as markets reform and mature, reputation and quality become the driving factors.”

The study makes a critical intervention in the understanding of market mechanisms. The findings matter for companies, investors and regulators across societies, highlighting how incentives shift, markets evolve and economic systems work.

The research opens the door to other areas of inquiry. For example, future studies could track relationships between underwriters and companies to reveal the long-term impacts of reputation, fees and rule changes. Research along these lines could help identify best practices benefiting all market participants.

“In the future, researchers could explore how cultural norms, regulations and investor behaviors influence IPO success,” says Li. “Long-term studies on specific underwriter-firm pairs could reveal insights into investor confidence and market stability. Understanding these dynamics can benefit companies, investors and policymakers alike.”

------

This article originally ran on Rice Business Wisdom and was based on research from Yan “Anthea” Zhang, the Fayez Sarofim Vanguard Professor of Management – Strategic Management at Rice Business, and Haiyang Li, the H. Joe Nelson III Professor of Management – Strategic Management at Rice Business.

From Your Site Articles
A patent is an asset — one with a price associated with it when it comes to procuring a loan for your business. Photo via Getty Images

Rice research: What innovations can be used to borrow against?

Houston voices

For companies and leaders, patents represent important assets. They’re a marker of innovation and tech development. But patents do so much more than protect intellectual property. Firms increasingly deploy them as collateral to secure loans. Between 1995 and 2013, the number of patents pledged as loan collateral increased from about 10,000 to nearly 50,000. Forty percent of U.S. patenting firms have used patents as collateral.

However, patents are intangible assets, and their liquidity and liquidation value are difficult to assess. To evaluate an individual patent, lenders must consider the invention space to which the patent belongs. A patent’s linkage to prior inventions can provide important information for lenders, as the linkage affects the extent to which the patent under consideration may be redeployed and potentially purchased by other firms in the case of loan default.

Rice Business professor Yan Anthea Zhang examined more closely how this market operates and how both lenders and borrowers can make more informed decisions on which patents make appealing collateral. In their paper, “Which patents to use as loan collateral? The role of newness of patents' external technology linkage,” Zhang, who specializes in strategic management, and her co-authors studied the data on 107,180 U.S. semiconductor patents owned by 436 U.S. firms. The team focused on semiconductor patents because the semiconductor industry involves intensive innovation, which leads to many patent applications and grants. The market for semiconductor patents is an active and well-functioning market, given specialization in different stages of the innovation process and the growing technological market. Information on whether a patent was used as loan collateral came from the USPTO Patent Assignments Database.

Zhang and her colleagues argue that lenders prefer patents linked to prior inventions that are relatively new because these patents are riding on recent technology waves and are less likely to become obsolete. As a result, such patents are likely to remain deployable to other firms in the future. However, patents that are based upon too new prior inventions might not prove to be commercially viable and carry higher risk for lenders.

As a result of this research, Zhang and her colleagues found an inverted U-shape relationship to demonstrate the likelihood that a patent will be used as loan collateral. On one end, patents based upon the newest prior inventions, on the other, patents based upon mature prior inventions. The curve of the U-shape represents the sweet spot for patent collateral—the patents’ technological base is new enough to be relevant and competitive with other firms in its invention space, but not so new that it has yet to prove market success.

Zhang’s team also found that the impact of external linkage also varies depending on borrower attributes, especially the borrowers’ expertise in the invention space. If a borrower is a technological leader in the invention space, the market tends to give the borrower credit, and as a result, even if its patents are based upon very new prior inventions, its patents are still likely to be accepted as collateral.

------

This article originally ran on Rice Business Wisdom and was based on research from Yan Anthea Zhang, the Fayez Sarofim Vanguard Professor of Management at Rice Business.

Expanding into foreign markets is tempting, but strategic fit can determine success or disaster. Photo via Getty Images

To expand or not to expand? Houston researcher weighs in on global growth

houston voices

You built your business from the ground up, patiently finding techniques and products that work, carefully crafting solid bonds with your clients. Then one day a new project, opportunity or simple request poses a question: Is it time to branch out overseas?

Of the welter of questions to consider, the first and most important involves location: not just the physical location of the prospective expansion site, but the cultural differences between a firm's home country and its new destination. Secondly, key company traits need to be considered in choosing the investment locations. Is your firm large or small? Young or old? Finally, of pivotal importance to companies outside the United States: Is your company privately held or state-owned?

In a recent paper, Rice Business professor Yan Anthea Zhang looked closely at these three variables with Yu Li of the University of International Business and Economics Business School in Beijing, China and Wei Shi of the Miami Business School at the University of Miami. What, the researchers wanted to know, was the relation of these three features and firms' location choices for their overseas investments?

To find out, Zhang and her colleagues analyzed 7,491 Chinese firms that had recently ventured into foreign markets with 9,558 overseas subsidiaries. Because China now has become the world's leading source of foreign direct investments, the sample promised to be instructive. Thanks to the large sample size, researchers could test hypotheses relating to firm size, age, ownership and the impact of geographical and cultural distance on their location choices.

After studying the elements of geographic distance and cultural distance, Zhang and her colleagues uncovered a paradox. Companies that had an advantage in tackling one dimension of distance were actually disadvantaged — because of the same characteristic — in another dimension.

How, exactly, did this paradox work? Larger firms, with access to more resources, can "experiment with new strategies, new products, and new markets," the researchers wrote. This large size makes geographic distance less of a concern, but it comes with a ponderous burden of its own. Company culture is directly influenced by the country of origin, Zhang wrote. Transferring that culture into a completely different environment can cause the kind of shock that could lead to failure, even with financial and physical resources to ease the geographical distance. Conversely, smaller firms may be more nimble and able to adapt to needed cultural changes — but lack the resources to make true inroads in a foreign market.

A similar paradox exists for older and younger firms, Zhang wrote. A younger firm is more likely to adapt to a culturally distant country than an older firm might, even if that youth means that geographical distance is a greater logistical challenge.

State-owned firms face a similar paradox, one that comes down to the balance of resources against cultural flexibility. A company with state-generated resources may be better equipped to move a caravan people, machinery and materials to a distant new location. However, state-owned companies often typically lack the internal cultural flexibility to handle expansion to a different environment.

What does this mean for the average manager? Simply that going global demands meticulous weighing of factors. Does your firm have the practical resources to expand overseas? Does your staff have the personal flexibility and willingness to meld company culture with that of a different milieu? It's a truism that major overseas expansions require money and heavy lifting. Less obviously, managers of successful companies must thread a very fine needle: ensuring they have the material resources to get their business overseas physically, while confirming that company culture is light enough on its feet to thrive in day-to-day life in a new place.

------

This article originally ran on Rice Business Wisdom and is based on research from Yan Anthea Zhang, a professor and the Fayez Sarofim Vanguard Chair of Strategy in the Jones Graduate School of Business at Rice University.

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Property Showcase

How Houston innovators played a role in the historic Artemis II splashdown

safe landing

Research from Rice University played a critical role in the safe return of U.S. astronauts aboard NASA’s Artemis II mission this month.

Rice mechanical engineer Tayfun E. Tezduyar and longtime collaborator Kenji Takizawa developed a key computational parachute fluid-structure interaction (FSI) analysis system that proved vital in NASA’s Orion capsule’s descent into the Pacific Ocean. The FSI system, originally developed in 2013 alongside NASA Johnson Space Center, was critical in Orion’s three-parachute design, which slowed the capsule as it returned to Earth, according to Rice.

The model helped ensure that the parachute design was large enough to slow the capsule for a safe landing while also being stable enough to prevent the capsule from oscillating as it descended.

“You cannot separate the aerodynamics from the structural dynamics,” Tezduyar said in a news release. “They influence each other continuously and even more so for large spacecraft parachutes, so the analysis must capture that interaction in a robustly coupled way.”

The end result was a final parachute system, refined through NASA drop tests and Rice’s computational FSI analysis, that eliminated fluctuations and produced a stable descent profile.

Apart from the dynamic challenges in design, modeling Orion’s parachutes also required solving complex equations that considered airflow and fabric deformation and accounted for features like ringsail canopy construction and aerodynamic interactions among multiple parachutes in a cluster.

“Essentially, my entire group was dedicated to that work, because I considered it a national priority,” Tezduyar added in the release. “Kenji and I were personally involved in every computer simulation. Some of the best graduate students and research associates I met in my career worked on the project, creating unique, first-of-its-kind parachute computer simulations, one after the other.”

Current Intuitive Machines engineer Mario Romero also worked on Orion during his time at NASA. From 2018 to 2021, Romero was a member of the Orion Crew Capsule Recovery Team, which focused on creating likely scenarios that crewmembers could encounter in Orion.

The team trained in NASA’s 6.2-million-gallon pool, using wave machines to replicate a range of sea conditions. They also simulated worst-case scenarios by cutting the lights, blasting high-powered fans and tipping a mock capsule to mimic distress situations. In some drills, mock crew members were treated as “injured,” requiring the team to practice safe, controlled egress procedures.

“It’s hard to find the appropriate descriptors that can fully encapsulate the feeling of getting to witness all the work we, and everyone else, did being put into action,” Romero tells InnovationMap. “I loved seeing the reactions of everyone, but especially of the Houston communities—that brought me a real sense of gratitude and joy.”

Intuitive Machines was also selected to support the Artemis II mission using its Space Data Network and ground station infrastructure. The company monitored radio signals sent from the Orion spacecraft and used Doppler measurements to help determine the spacecraft's precise position and speed.

Tim Crain, Chief Technology Officer at Intuitive Machines, wrote about the experience last week.

"I specialized in orbital mechanics and deep space navigation in graduate school,” Crain shared. “But seeing the theory behind tracking spacecraft come to life as they thread through planetary gravity fields on ultra-precise trajectories still seems like magic."

Rice Alliance names first head of platform & more innovation headlines

Trending News

Editor's note: The top April innovation headlines to know include Rice Alliance's newly minted head of platform and FDA approval for a local medtech startup. Below are the five most-read InnovationMap stories from April 1-15, 2026:

1. Rice Alliance names Houston healthtech exec as first head of platform

The Rice Alliance for Technology and Entrepreneurship has named its first head of platform. Houston entrepreneur Laura Neder stepped into the newly created role last month, according to an email from Rice Alliance. Neder will focus on building and growing Houston’s Venture Advantage Platform. The emerging platform, which is being promoted by Rice Alliance and the Ion, aims to connect founders with the "people, capital and expertise they need to scale." Continue reading.

2. Houston medtech startup clears FDA approval for new surgical tool

Prana Surgical has developed a minimally invasive, image-guided, single-use tissue extraction tool. Photo via LinkedIn

Houston-based Prana Surgical will soon bring a new electrosurgical tool to operating rooms around the country. The Prana System officially cleared U.S. Food and Drug Administration (FDA) approval earlier this month. Prana Surgical began as Prana Thoracic in 2022. Back then, the company primarily focused on developing screening tools for lung cancer diagnosis. It raised $6 million in series A funding rounds in 2023 and 2024 before transitioning to broader surgical needs in 2025. Continue reading.

3. Houston leads U.S. in population growth for 2025, Census says

The 10-county Houston metro added 126,720 residents from July 1, 2024, to July 1, 2025. Photo via Getty Images

Imagine that the Houston metro area swallowed a city the size of Pearland in just one year. That’s essentially what happened from 2024 to 2025, with the Houston metro ranking first in the U.S. for population growth based on the number of people. New estimates from the U.S. Census Bureau show the 10-county Houston metro added 126,720 residents from July 1, 2024, to July 1, 2025. That’s just shy of Pearland’s roughly 133,000-resident tally. Continue reading.

4. 8+ can't-miss Houston business and innovation events in April


From the Rice Business Plan Competition to the Veterans Business Battle, here's what not to miss in April and how to register. Photo courtesy the Ion

Houston's weeklong innovation festival kicked off April, followed by Rice University's globally recognized pitch competition returning for its 26th year. Plus, find coworking pop-ups, industry meetups, pitch battles and even a crawfish boil on the calendar. Continue reading.

5. Houston unicorn closes $421M to fuel first phase of flagship energy project

Tim Latimer, CEO and co-founder of Fervo Energy. Photo courtesy of Fervo Energy

Houston geothermal unicorn Fervo Energy has closed $421 million in non-recourse debt financing for the first phase of its flagship Cape Station project in Beaver County, Utah. Fervo believes Cape Station can meet the needs of surging power demand from data centers, domestic manufacturing and an energy market aiming to use clean and reliable power. According to the company, Cape Station will begin delivering its first power to the grid this year and is expected to reach approximately 100 megwatts of operating capacity by early 2027. Fervo added that it plans to scale to 500 megawatts. Continue reading.

UH breakthrough moves superconductivity closer to real-world use

Energy Breakthrough

University of Houston researchers have set a new benchmark in the field of superconductivity.

Researchers from the UH physics department and the Texas Center for Superconductivity (TcSUH) have broken the transition temperature record for superconductivity at ambient pressure. The accomplishment could lead to more efficient ways to generate, transmit and store energy, which researchers believe could improve power grids, medical technologies and energy systems by enabling electricity to flow without resistance, according to a release from UH.

To break the record, UH researchers achieved a transition temperature 151 Kelvin, which is the highest ever recorded at ambient pressure since the discovery of superconductivity in 1911.

The transition temperature represents the point just before a material becomes superconducting, where electricity can flow through it without resistance. Scientists have been working for decades to push transition temperature closer to room temperature, which would make superconducting technologies more practical and affordable.

Currently, most superconductors must be cooled to extremely low temperatures, making them more expensive and difficult to operate.

UH physicists Ching-Wu Chu and Liangzi Deng published the research in the Proceedings of the National Academy of Sciences earlier this month. It was funded by Intellectual Ventures and the state of Texas via TcSUH and other foundations. Chu, founding director and chief scientist at TcSUH, previously made the breakthrough discovery that the material YBCO reaches superconductivity at minus 93 K in 1987. This helped begin a global competition to develop high-temperature superconductors.

“Transmitting electricity in the grid loses about 8% of the electricity,” Chu, who’s also a professor of physics at UH and the paper’s senior author, said in a news release. “If we conserve that energy, that’s billions of dollars of savings and it also saves us lots of effort and reduces environmental impacts.”

Chu and his team used a technique known as pressure quenching, which has been adapted from techniques used to create diamonds. With pressure quenching, researchers first apply intense pressure to the material to enhance its superconducting properties and raise its transition temperature.

Next, researchers are targeting ambient-pressure, room-temperature superconductivity of around 300 K. In a companion PNAS paper, Chu and Deng point to pressure quenching as a promising approach to help bridge the gap between current results and that goal.

“Room-temperature superconductivity has been seen as a ‘holy grail’ by scientists for over a century,” Rohit Prasankumar, director of superconductivity research at Intellectual Ventures, said in the release. “The UH team’s result shows that this goal is closer than ever before. However, the distance between the new record set in this study and room temperature is still about 140 C. Closing this gap will require concerted, intentional efforts by the broader scientific community, including materials scientists, chemists, and engineers, as well as physicists.”

---

This article originally appeared on EnergyCapitalHTX.com.

View All Listings