By analyzing the Q&A portions of earnings and conference calls, Rice University researcher found that outlooks and verbiage varied between people with cultural differences. rawpixel.com/Pexels

It's Alibaba's latest earnings call, and CEO Daniel Zhang is fielding questions during a Q&A. An analyst from the U.S. thinks Zhang sounds cautious, and leaves his forecast as is. But another analyst, who grew up in Shanghai as Zhang did, notes a certain cheerful nuance in his tone. After the call, she revises her earnings forecast for Alibaba upward. The market jumps.

It's an anecdote reported from earnings calls time and again: when an analyst and manager both come from the same, collectivist culture, the analyst somehow seems able to discern unspoken meaning in the manager's tone. This ability to detect underlying optimism or pessimism prompts these analysts to adjust their forecasts ⁠— and the market responds.

In a recent study, Rice Business professor Patricia Naranjo proved that this unspoken communication is real. When both analyst and manager in an earnings call come from collectivist cultures ⁠— that is, cultures that prize the group over the individual ⁠— the effect on the market is measurable,

Working with colleagues Francois Brochet of Boston University and Gregory S. Miller and Gwen Yu from the University of Michigan, Naranjo found that after an earnings conference call, markets responded more dramatically to revisions from analysts who had the same, collectivist ethnicity as the C-suite executives who spoke. The results suggest these "intra-cultural analysts" play a key role in getting stock prices to reflect managers' true outlook.

To measure this phenomenon, Naranjo and her team first amassed a sample of English-language earnings conference call transcripts from 2002 to 2012. The calls occurred within the three days around an earnings announcement. The final sample consisted of 57,740 conference calls held by 5,021 unique firms from across the globe.

The 24,901 executives from 42 countries who took part in the calls were mostly CEOs and CFOs, but there were also COOs, CMOs and IROs, among others. Of the managers, six percent were female and ten percent had a post graduate education. The average age of the executives was 52.77.

The researchers began with the premise that ethnicity helps shape an outlook that is either more or less individualistic. The researchers then assigned managers and sell-side analysts to likely ethnic groups, based on first and last names and an ethnicity-name matching technique. Assigned groups included Anglo-Saxon, Chinese, European, Hispanic, Indian, Japanese, Korean, Russian/Slavic, and Vietnamese.

Next, the researchers measured each ethnicity's individualism outlook, using an index based on analysis of 88,000 IBM employees in 72 countries. Unsurprisingly, Anglo-Saxons rated the highest on the individualism scale, followed by Europeans. Koreans and Chinese were the least individualistic, and were categorized as more group-oriented.

Now it was time to test the hypothesis. Did managers from more individualistic cultures have a more optimistic tone during conference calls? The prediction was based on psychology research showing that independent cultures – typically Western ⁠— place more emphasis on influencing individuals through shows of self-confidence and optimism. Because Q&As tend to be more spontaneous than scripted calls, Naranjo and her colleagues zeroed in on the Q&As to conduct their analysis. Their hypothesis proved correct: the managers from individualistic cultures did indeed speak with a more positive tone during the calls. They also used more first-person pronouns as they spoke.

The finding held true even for executives from individualistic cultures who had studied or worked in group-oriented cultures. Though these executives weren't quite as positive-sounding as counterparts who hadn't spent time in group-oriented cultures, the researchers concluded that the cultural traits the executives inherited from their native ethnic group were long-lasting.

Overall, the researchers also found, CEOs tended to speak more positively and use more singular first-person pronouns on average. Female managers used less optimistic language, and older managers tended to adopt a more pessimistic tone, but also used more singular first-person pronouns.

Finally, those analysts who shared a group-oriented cultural background with the managers on a conference call responded more strongly to the managers' tone ⁠— suggesting that they recognized the effect of culture on a speaker's tone of voice. Collectivist managers, as a rule, used less optimistic language.

When Naranjo's team studied individualistic analysts matched with group-oriented managers, the analysts' response was not as strong. Nor was there any pronounced special response when an analyst from a group-oriented culture was paired with an individualistic manager. When analysts are from different backgrounds as managers, in other words, there's no evidence that they will strongly revise a forecast in response to tone.

For investors tuning in to company conference calls, the findings speak volumes. For analysts and executives who share the same, collectivist background, important messages can go unspoken ⁠— and still be understood. Not only that, but when these "intra-cultural analysts" read between the lines and act on their intuitive cultural knowledge, the markets listen. Investors should take note as well.

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This article originally appeared on Rice Business Wisdom.

Patricia Naranjo is an assistant professor of accounting at Jones Graduate School of Business at Rice University.

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Income study shows $100,000 salary goes further in Houston in 2026

Money Talk

A 2026 income study has good news for big earners in Houston: A six-figure salary goes further than it did last year.

A Houston resident's $100,000 salary is worth $84,840 after taxes and adjusted for the local cost of living, according to the new financial analysis from SmartAsset. That's about $1,500 more than Houstonians were bringing home last year.

The 2026 take-home pay is about 8 percent higher than it was in 2024, when the same salary had an adjusted value of $78,089.

SmartAsset used its paycheck calculator to apply federal, state and local taxes to an annual salary of $100,000 in 69 of the largest American cities. The figure was then adjusted for the local cost of living (which included average costs for housing, groceries, utilities, transportation, and miscellaneous goods and services). Cities were then ranked based on where a six-figure salary is worth the least after applicable taxes and cost of living adjustments.

Houston ranked No. 60 in the overall ranking of U.S. cities where $100,000 is worth the least. If the rankings were flipped and the cities were ranked based on where $100,000 goes the furthest, that places Houston in the No. 10 spot nationwide.

Manhattan, New York remains the No. 1 city where a six-figure salary is worth the least. A Manhattan resident's take-home pay is only worth $29,420 after taxes and adjusted for the cost of living, which is 3.10 percent lower than it was in 2025.

SmartAsset determined Manhattan has a 29.7 percent effective tax rate on six-figure salaries. Meanwhile, the effective tax rate on a $100,000 salary in Texas (based on the eight cities examined in the report) is 21.1 percent. It's worth highlighting that New York implements a statewide graduated-rate income tax from 4-10.90 percent, whereas Texas is one of only eight states that don't tax residents' income.

Oklahoma City, No. 69, is the U.S. city in the report where a $100,000 salary stretches the furthest. A six-figure salary is worth $91,868 in 2026, up from $89,989 last year.

This is the post-tax value of a $100,000 salary in other Texas cities, and their ranking in the report:

  • Plano (No. 27): $72,653
  • Dallas (No. 47): $80,103
  • Austin (No. 53): $82,446
  • Lubbock (No. 59): $84,567
  • San Antonio (No. 62): $86,419
  • El Paso (No. 67): $90,276
  • Corpus Christi (No. 68): $91,110
According to the report, getting some "financial breathing room" by making six-figures really depends on where someone lives and what their lifestyle is. For residents living in the 42 states that levy some amount of income tax, their take-home pay dwindles further."And depending on how taxes are filed, reaching a $100,000 income may push a household from the 22 percent to 24 percent marginal tax bracket," the report's author wrote. "Meanwhile, locations with high costs across housing and everyday essentials may be less forgiving to a $100,000 income."

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This article originally appeared on CultureMap.com.

Rice University partners with astronaut foundation to offer new STEM scholarship

space scholars

Rice University has partnered with The Astronaut Scholarship Foundation (ASF) to offer a new scholarship opportunity for junior or senior STEM majors, beginning this spring.

The prestigious Astronaut Scholarship includes up to $15,000, mentorship, networking and a paid trip to the ASF Innovators Symposium and Gala. The scholarship is funded by the James A. Lovell Jr. Family Endowment, in honor of the late American astronaut and founder of the ASF.

“This scholarship opportunity represents an exciting new avenue for Rice STEM students to synthesize their experiences in courses and research and their commitment to advancing the public good as leaders in their field,” Danika Brown, executive director for the Center for Civic Leadership at Rice, said in a news release. “We are so grateful to the Lovell family and to the foundation for investing in Rice students, and we are confident that the foundation will be impressed with our nominees and that selected students will have a life-changing experience as astronaut scholars.”

The Rice Space Institute and the Center for Civic Learning recently hosted the ASF at the Ralph S. O’Connor Building for Engineering and Science.

At the ASF event, Jeff Lovell—son of James Lovell, who commanded Apollo 13 and flew on Apollo 8—announced the scholarship aimed at Rice STEM students. Charlie Duke, who served as spacecraft communicator for the Apollo 11 Moon landing and as the lunar module pilot for Apollo 16, also spoke at the event.

The ASF awarded 74 scholarships to students from 51 universities across the U.S. last May.

The ASF awarded its first seven $1,000 scholarships in 1986 to pay tribute to the Mercury 7 astronauts. It has since awarded more than $10 million to more than 850 college students.

So far, only students from Texas A&M University and the University of Texas at Austin have received the scholarship in Texas.

Houston hospital first in U.S. to use new system for minimally invasive surgery

sharper images

Houston’s Baylor St. Luke’s Medical Center has introduced an innovative new surgical imaging system that will allow surgeons to increase the number of minimally invasive procedures as well as reposition on the fly during operations.

Minimally invasive surgery has been shown across the board to improve patient outcomes with less chance of infection and shorter recovery times compared to traditional open surgery. However, the human body is not exactly easy to work on through small incisions, necessitating the development of state-of-the-art cameras and imaging technology to guide surgeons.

Enter GE HealthCare’s Allia Moveo, now a part of the Baylor St. Luke’s Medical Center operating room. Using cutting-edge technology, it uses the same high-definition imaging usually seen in the catheterization lab at speeds fast enough to respond to shifting surgical conditions. Its cable-free setup allows surgeons to switch positions much faster, and it features advanced 3D imaging that compensates for breathing motion and interference from metal implants.

Its design supports a range of cardiovascular, vascular, non-vascular, interventional and surgical procedures, according to CommonSpirit Health, a nonprofit Catholic health network, of which Baylor St. Luke's is a member.

“This innovative platform enhances how our clinicians navigate complex minimally invasive procedures by improving mobility, image clarity, and workflow efficiency. It strengthens our ability to deliver precise, patient-centered care while supporting our teams with technology designed for the evolving demands of modern interventional medicine,” Dr. Brad Lembcke, president of Baylor St. Luke’s Medical Center, said in a news release from Baylor and the Texas Heart Institute.

Baylor St. Luke’s is the first hospital in the U.S. to use the Allia Moveo technology. The definition and responsiveness of the new system allow surgeons to navigate the body with greater accuracy and smaller incisions, even for very delicate operations.

“Allia Moveo gives us the flexibility and image quality needed to manage increasingly complex minimally invasive procedures with greater confidence,” Dr. Gustavo Oderich, vascular surgeon and professor of surgery at Baylor College of Medicine, added in the release. “The ability to quickly reposition the system, obtain high-quality 3D imaging, and integrate advanced guidance tools directly into the workflow enhances procedural accuracy. This technology supports our mission to push the boundaries of what is possible in endovascular and interventional surgery.”