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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UTHealth Houston team joins NASA initiative to protect border drinking water

water watch

Climate change means far more to public health than living with hotter days. Transformations in our weather are contributing to challenges in accessing safe drinking water in some communities.

One of the most dire situations is along the US–Mexico border. The National Aeronautics and Space Administration (NASA) is seeking to address that issue with its Water Quality Applications program. An 11-researcher project led by a UTHealth Houston School of Public Health faculty member has been selected to participate.

“Drinking water is one of the most fundamental public health protections, but producing safe drinking water involves a delicate balance,” Yun Hang, assistant professor of environmental and occupational health sciences, said in a news release. Her team’s proposal was one of 93 that were submitted for funding through NASA’s Research Opportunities in Space and Earth Sciences (ROSES)-2025 program.

This is the first time that NASA has worked with a team devoted to water quality applications. The group, which includes researchers from across the nation, will use satellite observations of Earth, as well as hydrologic modeling, to potentially anticipate and act on water quality conditions as they change. Challenges addressed over the course of the three-year program, which kicked off in June, might include problems with water quality due to climate variability and increased pressure on water resources.

Hang’s team will focus on a pair of borderlands: Paso del Norte and the Rio Grande Valley.

“Working closely with El Paso Water ensures that our research addresses real operational needs while helping utilities better prepare for climate-related water quality changes and continue providing safe drinking water to communities across the Texas border region,” Hang added in the release.

She and the team will use data gathered by NASA on both past and future Earth-observing missions, which will allow them to track environmental changes that may affect source water quality. Combined with past water treatment records and hydrologic models, the team will also utilize artificial intelligence to develop predictive tools that aim to stop issues before they become larger hurdles to water safety.

Another one of the project’s goals is to create visualization tools and source water summaries that can be utilized by those without scientific expertise. The tools will be produced in English and Spanish to further broaden their accessibility.

The hope is that the materials made by the team will also go far beyond the border, with protocols that can be adapted or adopted by other areas dealing with water quality issues.

U.S. News declares Houston hospital No. 1 in Texas for the 15th year

Top of the Chart

Houston Methodist Hospital and over a dozen more Houston-area hospitals have earned bragging rights in U.S. News & World Report's newly released rankings of the Best Hospitals for 2026-2027.

Every year, U.S. News annually evaluates nearly 4,500 U.S. hospitals to determine which meet the publication's rigorous standards and offer the best care for patients across 14 adult specialties and 23 procedures and conditions. New to this year's batch of rankings, U.S. News introduced regional rankings in cancer; cardiology; heart and vascular surgery; orthopedics; and rehabilitation.

Houston Methodist Hospital was the only Texas institution named on U.S. News' Best Hospitals Honor Roll, a prestigious list of the 20 best medical centers in the country. Houston Methodist also reigns as Texas' best hospital for the 15th consecutive year.

The hospital also shines among the nation’s best in 10 specialties:

  • No. 5 – Gastroenterology and GI Surgery
  • No. 7 – Obstetrics and Gynecology
  • No. 10 – Cardiology, Heart, and Vascular Surgery
  • No. 11 – Pulmonology and Lung Surgery
  • No. 13 – Neurology and Neurosurgery
  • No. 19 – Cancer
  • No. 21 – Orthopedics
  • No. 23 – Diabetes and Endocrinology
  • No. 24 – Geriatrics
  • No. 43 – Urology
Houston Methodist also earned high performing distinctions across one regional specialty (Rehabilitation) and 21 procedures and conditions.

"This recognition reflects the remarkable dedication of our physicians and employees and their tireless focus on delivering unparalleled care to our patients," said Houston Methodist president and CEO Marc L. Boom, M.D. in a press release. "While we are honored by this recognition, its true significance lies in what it represents — an unwavering commitment to putting patients first."

Elsewhere in Houston, The University of Texas MD Anderson Cancer Center ranked as the No. 1 best cancer hospital in the nation for the 12th year in a row.

"This ranking is a tremendous honor, and it reflects our unwavering commitment to continue making progress in our mission to end cancer," said UT MD Anderson president Peter WT Pisters, M.D. "We are deeply grateful to everyone who made this recognition possible: our faculty and staff, volunteers, donors, and the patients and families we are honored to serve."

MD Anderson also earned national rankings in two specialties — Urology (No. 6) and Gastroenterology and GI Surgery (No. 16) — and it received high performing distinctions in six procedures and conditions: Colon Cancer Surgery; Ear, Nose, and Throat Surgery; Gynecological Cancer Surgery; Leukemia, Lymphoma, and Myeloma Treatment; Lung Cancer Surgery; and Prostate Cancer Surgery.

The additional Houston hospitals that ranked among the best in Texas for 2026-2027 are:

  • No. 3 – Houston Methodist Sugar Land Hospital (tied with Baylor University Medical Center Dallas)
  • No. 5 – Baylor St. Luke's Medical Center, Houston
  • No. 6 – Memorial Hermann Hospital, Houston
  • No. 7 – Houston Methodist The Woodlands Hospital
  • No. 10 – Memorial Hermann Greater Heights Hospital (tied with St. David's Medical Center, Austin)
  • No. 14 – Houston Methodist Baytown Hospital
  • No. 15 – Memorial Hermann Memorial City Medical Center, Houston
  • No. 21 – Houston Methodist Clear Lake Hospital, Nassau Bay; St. Luke's Health-The Woodlands Hospital; University of Texas Medical Branch, Galveston (also tied with six more Texas hospitals)
  • No. 30 – Memorial Hermann Sugar Land Hospital (tied with five other Texas hospitals)
  • No. 36 – HCA Houston Healthcare Kingwood (tied with Parkland Health-Dallas)
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This article originally appeared on CultureMap.com.

Houston helps power Texas’ rise as AI infrastructure hub, new report finds

eyes on ai

Houston plays a major role in Texas’ rapidly evolving AI economy, a new report indicates.

The report from Build American AI, a pro-AI advocacy group, notes Houston’s growing AI presence includes:

  • A factory being built by AI chipmaker NVIDIA and electronics manufacturer Foxconn that will produce AI supercomputers and infrastructure systems
  • Houston Methodist’s use of ambient AI to listen to health care providers’ conversations with patients, eliminating the need for manual notetaking
  • An abundance of AI products and services for the energy sector

Across the state, billions of dollars in new AI investments are fueling advancements in construction, manufacturing, energy production, logistics, and health care, according to the report.

“Texas is not merely a place where AI products will be used. Texas is becoming one of the places where the AI economy is being assembled,” the report says.

Particularly noteworthy are four major AI-related projects around the state representing an investment of more than $140 billion, including Google’s $40 billion buildout of AI data centers.

“While California had a headstart in building the software era, Texas will build the infrastructure era,” says the report. “That is not a slogan. Economic research has revealed for decades that innovation happens where the local conditions make building and collaboration possible, and Texas is positioned to be a central hub.”

According to the report, components of Texas’ infrastructure era include:

  • Energy leadership
  • Top-tier hospitals
  • Semiconductor investments
  • Construction capabilities
  • Data center growth
  • Major companies and universities

On the workforce front, Stanford University’s 2026 AI Index found Texas had 80,547 AI job postings in 2025, accounting for 8 percent of the national total.

“Texas no longer needs to ask whether AI will reshape the economy. It already has,” the report concludes. “The question is whether Texas will merely host part of that future or lead it.”