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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5 minority-founded Houston startups shine as Innovation Awards finalists

Meet the Finalists

Houston is one of the most diverse cities in the nation, and that trend carries over into its innovation and startup ecosystem.

As part of the 2025 Houston Innovation Awards, our Minority-founded Businesses category will honor an innovative Houston startup founded or co-founded by BIPOC or LGBTQ+ representation.

Five minority-founded businesses have been named finalists for the 2025 award. The finalists, selected by our esteemed panel of judges, range from a wearable health tech device company to a clean chemical manufacturing business to a startup with a lunar mission.

Read more about these innovative businesses, their initiatives, and their inspirational founders below. Then join us at the Houston Innovation Awards on Nov. 13 at Greentown Labs, when the winner will be unveiled at our live awards ceremony.

Tickets are on now for this exclusive event celebrating all things Houston Innovation.

Capwell Services

Houston-based methane capture company Capwell Services works to eliminate vented oil and gas emissions economically for operators. According to the company, methane emissions are vented from most oil and gas facilities due to safety protocols, and operators are not able to capture the gas cost-effectively, leading operators to emit more than 14 million metric tons of methane per year in the US and Canada, equivalent to more than 400 million metric tons of CO2e per year. Founded in 2022, Capwell specializes in low and intermittent flow vents for methane capture.

The company began as a University of Pennsylvania senior design project led by current CEO Andrew Lane. It has since participated in programs with Greentown Labs and Rice Clean Energy Accelerator. The company moved to Houston in 2023 and raised a pre-seed round. It has also received federal funding from the DOE. Capwell is currently piloting its commercial unit with oil and gas operators.

Deep Anchor Solutions

Offshore energy consulting and design company Deep Anchor Solutions aims to help expedite the adoption of floating offshore energy infrastructure with its deeply embedded ring anchor (DERA) technology. According to the company, its patented DERA system can be installed quietly without heavy-lift vessels, reducing anchor-related costs by up to 75 percent and lifecycle CO2 emissions by up to 80 percent.

The company was founded in 2023 by current CEO Junho Lee and CTO Charles Aubeny. Lee earned his Ph.D. in geotechnical engineering from Texas A&M University, where Aubeny is a professor of civil and environmental engineering. The company has not raised VC funding, but has participated in numerous accelerators and incubators, including Greentown Labs, MassChallenge, EnergyTechNexus LiftOff and others. Lee is an Activate 2025 fellow.

Mars Materials

Clean chemical manufacturing business Mars Materials is working to convert captured carbon into resources, such as carbon fiber and wastewater treatment chemicals. The company develops and produces its drop-in chemical products in Houston and uses an in-licensed process for the National Renewable Energy Lab to produce acrylonitrile, which is used to produce plastics, synthetic fibers and rubbers. The company reports that it plans to open its first commercial plant in the next 18 months.

Founded in 2019 by CEO Aaron Fitzgerald, CTO Kristian Gubsch and lead engineer Trey Sheridan, the company has raised just under $1 million in capital and is backed by Bill Gates’ Breakthrough Energy, Shell, Black & Veatch and other organizations.

Torres Orbital Mining (TOM)

Space tech company Torres Orbital Mining aims to pioneer the sustainable extraction and processing of lunar regolith and designs and builds robotic systems for excavating, classifying, and delivering lunar material. The company aims to accelerate a permanent and ethical human presence on the Moon.

The company was founded this year by Luis Torres, a current MBA candidate at Rice Business.

Wellysis USA Inc.

Wellysis USA Inc. works to detect heart rhythm disorders with its continuous ECG/EKG monitor with AI reporting. Its S-Patch cardiac monitor is designed for extended testing periods of up to 14 days on a single battery charge. The device weighs only 9 grams, is waterproof and designed to be comfortable to wear, and is considered to have a high detection rate for arrhythmias. It is ideally suited for patient-centric clinical trials to help physicians make diagnoses faster, cheaper and more conveniently.

It was established in Houston in 2023 and participated in the JLABS SFF Program the same year. It closed a $12 million series B last year. It was founded by CEO Young Juhn, CTO Rick Kim, CFO JungSoo Kim and chief strategy officer JoongWoo Kim.

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The Houston Innovation Awards program is sponsored by Houston Community College, Houston Powder Coaters, FLIGHT by Yuengling, and more to be announced soon. For sponsorship opportunities, please contact sales@innovationmap.com.

The Ion taps John Reale for startup and investor role

new hire

The Ion has named John "JR" Reale as its director for startups and investor engagement.

In his new role, Reale, a longtime leader in Houston’s startup ecosystem, will work to strengthen the innovation district's founder and investor network.

"Here’s what I’ve come to believe: the Ion is not just a building, not just a real estate play, and not just another innovation district. COVID, remote work, and shifting market dynamics changed the rules. Key ingredients like co-working, events, and community, while impactful, are no longer enough on their own," Reale shared on a LinkedIn post announcing the move. "What’s needed are advantages ... We need to intentionally design a system that repeatedly delivers advantages so founders can pull forward their visions."

Reale previously served as executive in residence and venture partner at TMC Venture Fund and co-founded Station Houston. He also serves as managing director of Integr8d Capital. He's an investor and serves on the board of directors for a number of venture-backed companies, including Cart.com, Lionguard and others.

The Ion will host "Today Is Day One – A conversation with John (JR) Reale" to welcome Reale to the role on Tuesday, Oct. 21. Reale will be joined at the event by Heath Butler, partner at Mercury, to discuss their thoughts on shaping Houston's founders ecosystem, as well as the Ion’s Founder Advantage Platform.

"On top of this connected architecture, we will build product. That product will be the Founder Advantage Platform to remove friction, compress time, and compound outcomes," Reale continued on LinkedIn. "This is the system that will drive repeatable experiences, and naturally, make these journeys so much more fun."

Houston's IAH soars in new ranking of U.S. airports with best dining

Flying High

Here's news that'll make a flight delay at Houston's George Bush Intercontinental Airport a bit more palatable: IAH arrives at No. 12 in a new ranking of the country’s best airports for food and beverage options.

The 2025 study by commercial furniture manufacturer Restaurant Furniture relied on Google reviews of food and beverage establishments at the busiest U.S. airports to come up with its list. The study included only those restaurants and bars with at least 20 Google reviews.

IAH earned an average Google review rating of 3.29 out of 5 stars for its food-and-beverage establishments.

The study analyzed 61 restaurants and bars at George Bush Intercontinental Airport. The Houston airport’s highest rated establishment was Pappadeaux Seafood Kitchen. That Pappadeux location garnered an average Google review rating of 4.48 out of 5. George Bush International also is home to the study’s highest-rated Chick-fil-A and Whataburger restaurants.

Several years ago, IAH made a major effort to upgrade its dining options by partnering with local chefs such as Chris Shepherd, Ryan Pera (Coltivare), and Greg Gatlin (Gatlin's BBQ) on concepts for Terminal C North. More recently, a change in the city's airport concessions contract brought local favorites such as The Annie Cafe and Common Bond to the George Bush.

“Airports aren’t usually renowned for their choices of bars and restaurants, and this is often because people just want to get through the airport and onto their final destinations as quickly as possible,” Nick Warren, head of e-commerce at Restaurant Furniture, says in a release. “However, a good airport bar or restaurant can provide a great rest stop after a long flight, and these positive experiences can go a long way towards travelers choosing which airport they will fly from in the future.”

Dallas Fort Worth International Airport soared to No. 1 in the rankings. Restaurants and bars at DFW earned an average of 3.56 out of 5 stars on Google — the highest number among 31 airports.

Just like in Houston, among 74 locations at DFW, the study found Pappadeaux Seafood Kitchen in Terminal A scored the highest average Google review rating — 4.59. DFW also boasts the top-rated IHOP, McDonald’s, Panera Bread, and Panda Express among the 31 airports that were analyzed.

Rounding out the top five airports with best food are Miami International Airport (No. 2), San Francisco International Airport (No. 3), Denver International Airport (No. 4), and Hartsfield-Jackson Atlanta International Airport (No. 5).

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A version of this story originally appeared on CultureMap.com.