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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Johnson Space Center and UT partner to expand research, workforce development

onward and upward

NASA’s Johnson Space Center in Houston has forged a partnership with the University of Texas System to expand collaboration on research, workforce development and education that supports space exploration and national security.

“It’s an exciting time for the UT System and NASA to come together in new ways because Texas is at the epicenter of America’s space future. It’s an area where America is dominant, and we are committed as a university system to maintaining and growing that dominance,” Dr. John Zerwas, chancellor of the UT System, said in a news release.

Vanessa Wyche, director of Johnson Space Center, added that the partnership with the UT System “will enable us to meet our nation’s exploration goals and advance the future of space exploration.”

The news release noted that UT Health Houston and the UT Medical Branch in Galveston already collaborate with NASA. The UT Medical Branch’s aerospace medicine residency program and UT Health Houston’s space medicine program train NASA astronauts.

“We’re living through a unique moment where aerospace innovation, national security, economic transformation, and scientific discovery are converging like never before in Texas," Zerwas said. “UT institutions are uniquely positioned to partner with NASA in building a stronger and safer Texas.”

Zerwas became chancellor of the UT System in 2025. He joined the system in 2019 as executive vice chancellor for health affairs. Zerwas represented northwestern Ford Bend County in the Texas House from 2007 to 2019.

In 1996, he co-founded a Houston-area medical practice that became part of US Anesthesia Partners in 2012. He remained active in the practice until joining the UT System. Zerwas was chief medical officer of the Memorial Hermann Hospital System from 2003 to 2008 and was its chief physician integration officer until 2009.

Zerwas, a 1973 graduate of the Houston area’s Bellaire High School, is an alumnus of the University of Houston and Baylor College of Medicine.

Texas booms as No. 3 best state to start a business right now

Innovation Starts Here

High employment growth and advantageous entrepreneurship rates have led Texas into a triumphant No. 3 spot in WalletHub's ranking of "Best and Worst States to Start a Business" for 2026.

Texas bounced back into the No. 3 spot nationally for the first time since 2023. After dropping into 8th place in 2024, the state hustled into No. 4 last year.

Ever year, WalletHub compares all 50 states based on their business environment, costs, and access to financial resources to determine the best places for starting a business. The study analyzes 25 relevant metrics to determine the rankings, such as labor costs, office space affordability, financial accessibility, the number of startups per capita, and more.

When about half of all new businesses don't last more than five years, finding the right environment for a startup is vital for long-term success, the report says.

Here's how Texas ranked across the three main categories in the study:

  • No. 1 – Business environment
  • No. 11 – Access to resources
  • No. 34 – Business costs

The state boasts the 10th highest entrepreneurship rates nationwide, and it has the 11th-highest share of fast-growing firms. WalletHub also noted that more than half (53 percent) of all Texas businesses are located in "strong clusters," which suggests they are more likely to be successful long-term.

"Clusters are interconnected businesses that specialize in the same field, and 'strong clusters' are ones that are in the top 25 percent of all regions for their particular specialization," the report said. "If businesses fit into one of these clusters, they will have an easier time getting the materials they need, and can tap into an existing customer base. To some degree, it might mean more competition, though."

Texas business owners should also keep their eye on Houston, which was recently ranked the 7th best U.S. city for starting a new business, and it was dubbed one of the top-10 tech hubs in North America. Workers in Texas are the "third-most engaged" in the country, the study added, a promising attribute for employers searching for the right place to begin their next business venture.

"Business owners in Texas benefit from favorable conditions, as the state has the third-highest growth in working-age population and the third-highest employment growth in the country, too," the report said.

The top 10 best states for starting a business in 2026 are:

  • No. 1 – Florida
  • No. 2 – Utah
  • No. 3 – Texas
  • No. 4 – Oklahoma
  • No. 5 – Idaho
  • No. 6 – Mississippi
  • No. 7 – Georgia
  • No. 8 – Indiana
  • No. 9 – Nevada
  • No. 10 – California
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This article originally appeared on CultureMap.com.