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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Rice University launches new venture fund for university-affiliated startups

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Rice University has launched its new One Giant Leap Ventures Fund I, which will invest in the university’s spinouts and alumni-founded startups.

The early-stage institutional venture fund will function with a hybrid structure that allows for participation from traditional equity investors and philanthropic investors. According to the university, the fund will invest up to $500,000 per Rice-affiliated company.

To be considered eligible for funds, companies must use intellectual property licensed by the university or be led or founded by alumni.

One Giant Leap will draw on support and mentorship from Rice’s pool of 60,000 alumni and aims to create educational opportunities within the investment phases, work with graduate and undergraduate venture students, explore the scaling and commercialization of their ideas, and help investigate all the facets of venture capital.

“Rice alumni bring an extraordinary depth of experience as entrepreneurs, investors and industry leaders, and One Giant Leap creates new ways to put that expertise to work for the next generation of Rice innovators,” Stephen Bayer, vice president for development and alumni relations, said in a news release. “It strengthens the connection between our alumni and the university while giving them meaningful opportunities to mentor, advise and support Rice-affiliated companies as they grow.”

The fund held its first close in August and made its first investment into Rice brain health spinout Motif Neurotech. Led by Rice faculty member Jacob Robinson, Motif is working to commercialize a minimally invasive neurostimulator that targets treatment-resistant depression. In May, the FDA approved the company to move forward with its first clinical trial.

“Research produces breakthrough technologies and our academic environment forms outstanding entrepreneurs,” said Adrian Trömel, the fund’s managing director, a Rice alumnus and a startup founder who also serves as Rice’s interim chief innovation officer.

One Giant Leap joins the already long list of Rice-led programs that foster innovation, including the Liu Idea Labs for Innovation and Entrepreneurship’s Innovation Fellows and Summer Venture Studio, the Rice Alliance’s Business Plan Competition, the Ion District, Woodside Rice Decarbonization Accelerator, Rice Nexus, the Biotech Launchpad and RBL Ventures and its upcoming 200,000 square-foot research lab the Arc.

“With One Giant Leap, I am excited that we are creating a unique structure that brings together traditional investment and philanthropic participation to invest in and help catalyze our startups, engage the deep expertise within the Rice ecosystem and transform those strengths into real-world impact,” Trömel added in the release.

New statewide plan aims to eliminate cervical cancer in Texas by 2032

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MD Anderson, on behalf of a coalition of health systems, has announced a new plan to eliminate cervical cancer in Texas.

The five-year Texas Lone Star Cervical Cancer Elimination Plan was launched during the Cancer Prevention and Research Institute of Texas (CPRIT) 2026 Innovations Conference in Galveston this month.

The plan focuses on three major pillars with goals to be achieved by 2032:

  • HPV vaccination: Increase the percentage of Texas boys and girls up to date on human papillomavirus (HPV) vaccination by age 15 from 50.5 percent to 80 percent
  • Cervical cancer screening: Raise the share of Texas women up to date on cervical cancer screening from 64 percent to 80 percent
  • Timely follow-up, diagnosis and treatment: Ensure 80 percent of women receive diagnostic follow-up and treatment when needed through community outreach, patient navigation, provider training and survivorship support

Overall, the coalition wants to see fewer than four new cases of cervical cancer annually per 100,000 Texas women by 2032, according to a news release from MD Anderson. Currently, Texas has an incidence rate of 9.5 women per 100,000 diagnosed with cervical cancer, compared with 7.5 women per 100,000 nationally.

“Texas has the tools to prevent nearly every case of cervical cancer, but tools can save lives only when people can utilize them,” Dr. Ernest Hawk, vice president and division head of Cancer Prevention and Population Sciences at MD Anderson, said in the release. “The Lone Star Cervical Cancer Elimination Plan gives us a shared roadmap to vaccinate more of our children, screen more of our women and make sure every abnormal result leads to care. With innovations like HPV self-collection and the commitment of partners across the state, elimination is within reach.”

About 40 other hospitals, health care organizations and companies join MD Anderson in the coalition that launched the Lonestar Plan. Those based in Houston include Houston Methodist, Rice University, UTHealth Houston, Texas Children's Hospital, Houston Health Department and others.

The CPRIT also announced its Texans Conquer Cancer Awards and its CPRIT Champion awards during the Innovations Conference this week. Several are based in Houston, including:

  • Zhiqiang An, co-founder of CrossBridge Bio, Director of the Texas Therapeutics Institute, and Vice President of Drug Discovery at the University of Texas Health Science Center at Houston
  • Dr. Abbey Berenson, Director of the UTMB Center for Interdisciplinary Research in Women's Health Care
  • Dr. Michael Taylor, Chair of Pediatric Neuro-Oncology at Texas Children's Cancer and Hematology Center and Director of Texas Children's Pediatric Brain Tumor Research Program

To date, the CPRIT has awarded more than $4.2 billion in grants to fight cancer in the state. Over the summer, it awarded four $2 million grants to institutions in Houston and Bryan for the creation or expansion of “core” cancer research facilities.

Texas Medical Center Innovation recently announced that its $2 million grant would renew its Accelerator for Cancer Therapeutics for five years. Read more from TMCi about the renewal here.

Announcing the 2026 Houston Innovation Awards finalists

Inspirational Innovators

InnovationMap is proud to reveal the finalists for the 2026 Houston Innovation Awards.

The sixth annual Houston Innovation Awards program returns in an all-digital format this fall to honor the best of Houston's innovation ecosystem, including startups, entrepreneurs, mentors, and more.

Finalists were determined by our esteemed panel of judges, comprised of past award winners and InnovationMap editorial leadership.

The panel reviewed applications across 10 prestigious categories to determine our finalists. They will select the winner for each category, except for Startup of the Year, which will be chosen by the public via online voting launching later this month.

We will announce the honoree of our annual Trailblazer Award in the coming weeks, then stay tuned as we unveil all of this year's winners on InnovationMap.com in mid-November.

Get to know our finalists in more detail through editorial spotlights leading up to the winner announcement. Without further ado, here are the 2026 Houston Innovation Awards finalists:

Minority-founded Business

Honoring an innovative startup founded or co-founded by BIPOC or LGBTQ+ representation:

  • AI Made Fun
  • Deep Anchor Solutions
  • HEXAspec
  • Prana Surgical
  • Torres Orbital Mining Inc.

Female-founded Business

Honoring an innovative startup founded or co-founded by a woman:

  • Adair
  • ARIX Technologies
  • Bairitone Health
  • FlowCellutions
  • ParaDocs Health

Energy Transition Business

Honoring an innovative startup providing a solution within renewables, climatetech, clean energy, alternative materials, circular economy and beyond:

  • Capwell Services
  • FlowCellutions
  • Hertha Metals
  • Mars Materials
  • Solidec

Health Tech Business

Honoring an innovative startup within the health and medical technology sectors:

  • Bairitone Health
  • InformAI Inc.
  • Prana Surgical
  • Skybound MedTech

Deep Tech Business

Honoring an innovative startup providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics and space sectors:

  • Casimir
  • Focis AI
  • Machine Saver Inc.
  • Square Robot
  • Venus Aerospace

Startup of the Year (People's Choice)

Honoring a startup celebrating a recent milestone or success. The winner will be selected by the community via an online voting experience:

  • Fluxworks
  • IronLattice
  • Lumino
  • Progress Report
  • Rosarium Health
  • Thread
  • TokenRoster

Scaleup of the Year

Honoring an innovative later-stage startup that's recently reached a significant milestone in company growth:

  • Erock
  • Hertha Metals
  • Venus Aerospace

Incubator/Accelerator of the Year

Honoring a local incubator or accelerator that is championing and fueling the growth of Houston startups:

  • Activate
  • Impact Hub Houston
  • MarMo Innovation

Mentor of the Year

Honoring an individual who dedicates their time and expertise to guide and support budding entrepreneurs:

  • Al Danto, Rice University
  • Eric Rubenstein, New Climate Ventures
  • Jeremy Pitts, Activate
  • Joe Alapat, Liongard
  • Kyle Judah, Rice University's Liu Idea Lab for Innovation & Entrepreneurship
  • Rachel Bickham, Bickham Services Unlimited LLC

Trailblazer Recipient

  • To be announced