People who accurately perceive social hierarchies are also typically high performers, in part because of their high-status connections. 10'000 Hours/Getty Images

Social climbers get on people's nerves by constantly vying to be close to whoever is in charge. No wonder disparaging names for them abound: opportunists, social climbers, clout chasers. To those around them, the climbers' motives are transparent and their undignified antics laughable – until they succeed.

In a recent paper, Rice Business Professor Siyu Yu and Gavin Kilduff of the NYU Stern School of Business looked closely at social climbers' habits and their outcomes. The researchers concluded that these industrious networkers get a (partially) bad rap. In fact, the rest of us could learn from them.

To conduct their research, Yu and Kilduff launched four separate studies with a total of 1,334 people in university and corporate settings in China and the United States. Participants were asked to identify individuals in their study or workgroups who were especially "respected, admired or influential." The respondents whose choices were also deemed high-status by the rest of the group were labeled accurate perceivers of "perceived status hierarchy" (PSH). The respondents whose choices were deemed low-status by the others were labeled inaccurate perceivers of PSH.

The researchers then asked participants whom they sought out for advice and assistance. Those who previously tested accurately for PSH, they found, had more high-status contacts than those who tested poorly.

PSH accuracy was also found to be positively associated with performance, the researchers wrote. There's a logic to this. People with an accurate understanding of PSH are more likely to seek out high-status members in their social or professional group for mentorship and advice. They may also model the high-status colleagues' behavior. Through these connections, they're able to learn habits and strategies. Their alliances with high-status individuals have the power to improve their performance, gleaned from the individuals' best practices, knowledge and skillsets.

People who are less accurate status perceivers, the researchers said, typically build rapport with individuals who are lower on the totem pole. Through these lower-status members, they may learn inefficient and detrimental work habits, limiting their chances for success. To rise in any competitive hierarchy, it is imperative to identify, align and imitate high-status individuals.

But who exactly are these coveted high-status allies – and what makes them so valuable to others? Our species evolved to seek proximity and prolonged interaction with high performers, Yu and Kilduff noted. Within homogeneous units, prestigious individuals are typically more competent than lower-status group members. High-status individuals are often generous and group-motivated, so lower-status members benefit from their superior prowess.

Important as status associations are, the researchers argued, opportunities to interact with high-status individuals are involuntarily limited for people in marginalized groups. No matter how accurate a worker's PSH discernment may be, systemic forces may keep her from ever speaking – or being listened to – by someone with a high enough status to guide or advocate for her.

At the same time, research shows that diverse opinions are important for growth and decision-making. To improve efficiency and overall functioning, Yu's team argued, schools, businesses and other institutions need to create established paths for those perceived as low-status to have access to those higher in status.

One important tool, the team wrote, is the creation of well-rounded mentorship programs. Another is a process for scouring biases from selection and hiring processes.

Want to get to the top? Being nice to the receptionist and every other employee up and down the ladder makes a difference. But you'll also need to seek out colleagues with power and prestige. So the next time you see a status-chaser in action, stifle the righteous sneer. You may even decide to swallow your pride and try to curry some favor yourself.

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This article originally ran on Rice Business Wisdom and is based on research from Siyu Yu, assistant professor of management – organizational behavior at Jones Graduate School of Business, and Gavin J. Kilduff, associate professor of management and organizations at the Leonard N. Stern School of Business.

Most workers surveyed visualize their organization as either a ladder structure or a pyramid, and the quality of relationships in pyramid-structured workplaces is higher than in ladder-structured workplaces. Photo via Pexels

The way a workplace is structured can make or break business, Rice University research finds

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It's a paradox of power: research shows that hierarchies often undermine the very structures they are designed to uphold. Within organizations, conflicts between members can erode entire systems. In a groundbreaking paper, Rice Business Professor Siyu Yu shows that even visual perceptions of the hierarchy can influence its success.

In the first study of its kind, Yu joined a team of colleagues to explore how humans visualize the hierarchies to which they belong – and how that thought process influences group processes and outcomes.

The researchers found that most of the people they studied thought of hierarchies in terms of pyramids or ladders (a tiny minority visualized them as circles or squares). In a ladder hierarchy or stratified structure, each member occupies a particular rung. A pyramid hierarchy is more centralized, with one person at the top and multiple people on the lower levels. Think of corporate giant CISCO, a typical pyramid, versus a mid-size dry cleaning business, with the owner at the top and one person on each rung below, down to the entry-level cashier.

These are far more than fanciful images, the researchers argued. Psychological research has long shown that individuals think, feel and act in response to mental representations of their environment. Intuitively, the link between perception and behavior has been articulated as far back as biblical times: "As a man thinketh, so is he" – or, for that matter, she or they.

To better understand the practical effects of these visualizations, Yu's team conducted five studies with 2,951 people and 221 workplace groups. They chose from nationwide pools monitored by West and East Coast American universities. The studies took place in the United States and the Netherlands and included multiple ethnicities, men and women, and income groups ranging from college students to seasoned professionals earning upwards of $90,000 annually.

In the first study, the team asked participants to indicate the shape that best reflected how they thought about hierarchies: pyramid, ladder, circle or square. In the second study, the researchers measured social relationship quality within different groups: participants were asked to rate their answers to questions such as, "Are your needs met at work? Do you feel socially supported?" In the third study, the researchers focused on professional workgroups, measuring relationship quality, group performance and the likelihood that individuals compare themselves to others in the group.

Subjects who perceived their working group as a ladder, the researchers found, were more likely to compare their rank and station with others. Their relationships were also weaker: when asked whether they trusted their team members, most subjects disagreed or strongly disagreed. When asked whether they thought about if they were better or worse than their colleagues, they agreed and strongly agreed. These comparisons and lack of trust indirectly correlated with lower performance levels, the research showed.

Perceiving one's organization as a ladder structure, Yu's team argued, undermines group members' relationships with each other and hinders collective performance. In contrast, participants who visualized the same company as pyramids rated radically higher on all three quality measures.

Interestingly, the impact of these visualizations is similar, whether the visualizations reflect an actual company structure or simply an individual's perception of that structure. "It can be created by both perception and actual rank, for example, job titles," Yu said in an interview. "So, as a practical implication, companies should think about ways to reduce the ladder system, such as with a promotion system that seems more like a pyramid, or by creating the mutual belief that upward mobility within the company is not a ladder or zero-sum."

Managers, in other words, need to pay close attention to how subordinates see their workplace. Even if your firm is structured as a pyramid, your team members could perceive it to be a ladder – with a cut-throat climb to the top. For the sake of both work performance and quality of life, Yu said, managers, human resources directors and C-suite members should do their best to discern how their workers visualize the company – and, if the paradigm is a ladder, work hard to reduce the workplace vertigo that goes with it.

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This article originally ran on Rice Business Wisdom and is based on research from Siyu Yu, an assistant professor of management and organizational behavior at the Jones Graduate School of Business Rice University.

Research and common sense suggest that membership in a high social class improves one's sense of well being. Photo by fauxels from Pexels

Rice University researcher looks into what creates social well being

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How nice! You're early. It's just you and your mat, alone for a moment at the office's weekly Zoom yoga session. Breathing in, you silently applaud yourself for investing in your well-being.

Then a guy from upper management pops onto the screen for a bit of his own inner peace. He's not even looking your way, but suddenly you're comparing yourself to a fit, well-groomed, manicured corporate star. You wonder if you're a victim of a gender wage gap. You muse whether your social standing is undermined by race, age or your choice of partner.

Humans can't help comparing social status. What goes into the social pecking order, however, is surprisingly complex. What we call social class is actually a web of subtle signals telegraphing traits including wealth, education and occupational prestige.

But the effects of social class are concrete. Membership in a high social class alters our influence over other people, our professional and personal opportunities, even our health. Social class even affects the private, internal gauge of how we're doing – what researchers call subjective well-being, or SWB. And what you, in Zoom yoga, might call your level of chill.

But why exactly is external class ranking so potent?

For years, research and common sense suggested that external social class largely determines our subjective well-being. But the exact dynamic has never been fully analyzed. So in a recent paper, Rice Business Professor Siyu Yu and colleague Steven Blader, of NYU Stern, looked closely at how the status/well-being link functions – and why, in certain cases, it's irrelevant.

According to their findings, simply belonging to a higher social class actually has a weaker, less consistent effect on inner well-being than do two specific components of class: status and power.

To analyze the way status and power affect the impact of social class, Yu and Blader designed a set of four studies. In one, they used archival data from two employee surveys, Midlife In The United States and Midlife In Japan, to measure employee status and power and how these variables affected each individual's social class and sense of subjective well-being.

In the three others, the team analyzed the interplay of social class, power and status in various walks of life. To do this, they looked at employee data sets of 325 and 370 people respectively, drawn from Amazon's Mechanical Turk (a crowdsourced marketplace favored by researchers which performs tasks virtually). In one study, the researchers ranked each participant's self-perceived social class by asking them to state their own level of status and power. In another, they asked 250 participants questions about their individual psychological needs and how they might be addressed by status or by power. In the third, they isolated the precise ways that status and power affect subjective well-being.

Status, the researchers found, greatly boosted the effect of social class on subjective well-being. Power, they found, had separate and significant effects of its own on SBW. Of the two separate factors, status had the stronger impact. The researchers theorized that this is because power, energizing as it may be, also tends to stunt feelings of social support and relatedness, which is crucial to a sense of well-being. High status, on the other hand, is by definition a reflection of relationships, which we're hard-wired to crave. As Yu and her cowriter put it, status is "voluntarily and continuously conferred based on one's personal characteristics and behaviors and, thus, others' … highly personalized assessment of our value."

Both status and power, the evidence suggested, boost inner well-being because they fulfill key psychological needs: our desire to belong, for example, or our wish to have a say in situations affecting us.

Partly because of the study's methodology limitations, however, the researchers cautioned there's more to understand. Most pressing: in the U.S. sample, between 83%-95% of participants were white. Would the researchers' current findings hold true across a broader racial spectrum? How about with groups that have spent decades overcoming outside assaults on their sense of self?

What the team's research does show definitively is the multi-faceted nature of social class – something that otherwise might seem to be monolithic. It sheds light on the various facets that make up social rank. And it spotlights the need for research on the separate effects of power, of status, and how each element fulfills psychological needs. Isolating the effects of these factors, Yu and his colleague argued, show why researchers need to consider power and status distinctly when studying issues like income, education and occupation.

Back to Zoom yoga. Breathe out. Then do your best to just look away from your high-ranking colleague in the neighboring zoom box. You're not imagining the unease you felt when he sailed into the room. Yet who knows? Your high-flying superior worker may not actually feel as respected or empowered as you'd think when he rolls up his mat and goes back to his desktop. You, meanwhile, are equipped with new analytical insights that could help establish your next goals. Do you aspire to more power? More external esteem? Or maybe you already possess some other key to inner equilibrium – some element in apart from either status and power – that research has yet to uncover.

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This article originally ran on Rice Business Wisdom and is based on research from Siyu Yu, an assistant professor of management – organizational behavior at Jones Graduate School of Business at Rice University.

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Energy AI company opens first U.S. office at Houston’s the Ion

Building on its partnership with Houston-based oilfield services provider Halliburton, energy-sector AI company Shape Digital recently opened an office at The Ion. It’s the company’s first U.S. location.

Shape Digital’s workforce in Houston includes employees specializing in tech support, business development and client services. The company’s local hiring projections and headcount weren’t available. The new office will be located within Industrious at the Ion, according to Rice Alliance.

A key driver of the new Houston office: The company forecasts North America will account for more than 20 percent of its business in 2027.

“North America is a critical market for industrial innovation, and Houston sits at the center of companies driving that progress,” Caio Sene, vice president of client services at Shape Digital, said in a release. “Growing our presence here allows us to work alongside operators as they look for practical ways to turn existing operational data into clear recommendations for what to do next.”

Shape Digital, which also has offices in Singapore and Brazil, develops decision-making platforms for the oil and gas sector.

The Ion District office gives Shape Digital a presence close to Halliburton’s headquarters. In May, the two companies forged a partnership to combine Halliburton’s Digital Field Solverdecision-making system with Shape Digital’s AI portfolio.

Shape Digital layers AI software atop existing operations data rather than replacing legacy systems or adding new software.

The company’s suite of AI agents draws on more than 200 operations-monitoring algorithms, continually learning from company and industry data. The suite comprises four products: Shape Aura, Shape Lighthouse, Shape Lumen and Shape Reef.

Shape Digital says that by working with a customer’s existing operations data, it can deliver ROI in less than two months without any additional investment in equipment or infrastructure.

The company is a 2021 spinoff of Japan-based Modec. Modec builds, owns, and operates floating offshore oil and gas production facilities. Its Modec America subsidiary is based in Houston.

Meet the esteemed judges for the 2026 Houston Innovation Awards

Meet The Judges

Editor's note: Judging is now underway for the 2026 Houston Innovation Awards, and it's time to meet the decision makers.

Our 2026 judging panel comprises past award winners who represent a variety of industries and areas of expertise. They are joined by InnovationMap's interim editor. All are deeply engaged in the Houston innovation ecosystem.

Our judging panel will review all nominee applications submitted across 10 prestigious categories. They will determine the 2026 finalists in all categories, and they will select the winners in all but one category — our people's choice award for Startup of the Year.

The sixth annual Houston Innovation Awards program will be presented in an all-digital format in 2026. We will announce this year's finalists and feature their stories throughout our special editorial series this fall. Then, stay tuned as we reveal the 2026 Houston Innovation Awards winners on InnovationMap.com in mid-November.

Sagar Dalal, Fervo Energy, 2025 Scaleup of the Year

Sagar Dalal

Sagar Dalal serves as chief of staff at Fervo Energy, a company pioneering the commercialization of next-generation geothermal power. In this role, he helps translate the CEO’s vision and priorities into execution, leading cross-functional strategic initiatives that support the company’s growth and operations.

Dalal brings nearly eight years of experience in structural engineering and project management from his time at Thornton Tomasetti and Tesla, where he engineered and built a wide range of infrastructure projects ranging from stadiums to manufacturing facilities. He holds an MBA from Stanford University and an MS in Civil Engineering from Texas A&M University. He is also a licensed professional engineer.

Aaron Fitzgerald, Mars Materials, 2025 Minority-founded Business of the Year

Aaron Fitzgerald

Aaron Fitzgerald is a three-time founder and carbon removal entrepreneur focused on reimagining how we make things. As the CEO of Mars Materials, he leads a team working to commercialize technologies that sequester captured carbon into industrial supply chains.

His vision for a defossilized future is shaped by a unique path through both policy, including a tenure in the United States Senate, and deep carbontech, with fellowships at The Lewis Latimer program, Breakthrough Energy, Prime Coalition, and Carbon 180.

Tatiana Fofanova, Koda Health, 2025 Health Tech Business of the Year

Tatiana Fofonova

Tatiana Fofanova, PhD, is the co-founder and CEO of Koda Health, an AI-enhanced patient decision support platform designed to make advance care planning (ACP) scalable, accessible, and patient-centered for patients with serious illness.

After earning her PhD in Translational Medicine at Baylor College of Medicine, she joined Texas Medical Center (TMC) as a Founder-in-Residence. It was there that she and her co-founders identified one of the most overlooked yet critical gaps in healthcare: the lack of meaningful, accessible advance care planning. Under her leadership, Koda Health now supports over 1 million patients through partnerships with organizations like Cigna, Privia, and Houston Methodist.

Lawson Gow, Greentown Labs, 2025 Incubator/Accelerator of the Year

Lawson Gow currently serves as chief strategy officer for Greentown Labs, which was named Incubator/Accelerator of the Year in the 2025 Houston Innovation Awards. Prior to joining Greentown Labs as Head of Houston in 2025, Gow was as a managing partner at Helium Capital, an investment and advisory firm that aims to support founders across the entire lifecycle of entrepreneurship.

He is also the founder of The Cannon, an innovation-infrastructure provider that operates a growing network of innovation hubs for its community of startups, entrepreneurs, investors, and corporate innovators.

Sarah Hein, March Biosciences, 2025 Female-founded Business of the Year

Sarah Hein

Sarah Hein is the founding CEO of March Biosciences, a clinical-stage cell-therapy company targeting challenging malignancies. Prior to cofounding March Biosciences, she was the founding Entrepreneur in Residence for the Texas Medical Center Innovation Accelerator for Cancer Therapeutics (TMCi ACT).

Formerly, she was a cofounder and the vice president of operations at Courier Therapeutics, a cancer immunotherapy startup acquired by Valo Health. She was also director of research at Resonant Therapeutics, an antibody therapeutics platform technology company. She began at Mercury Fund as a Venture Fellow directly after graduating with her PhD in Molecular Biology from Baylor College of Medicine.

Tanu Jain, FlowCare, 2025 Startup of the Year

Tanu Jain

Tanu Jain is a product executive, entrepreneur, founder and CEO of FlowCare, and registered nurse with a track record of building products from zero to global scale. She previously led product at BioIQ before founding FlowCare, a Houston-based period care infrastructure platform making period care a standard in every restroom. In under 16 months, FlowCare has signed deployed across four enterprise customers and impacted more than 1.5 million women.

FlowCare was named Startup of the Year at the 2025 Houston Innovation Awards, and Jain has been recognized with additional honors including the SDG Super Changemaker – Pewter — at the Global Sustainability Awards 2026.

Prabhdeep "Prab" Sekhon, Eclipse Energy, 2025 Energy Transition Business of the Year

Prabhdeep Singh Sekhon

Prabhdeep Singh Sekhon is CEO of Eclipse Energy, an energy technology company transforming depleted oil fields into low-cost, sustainable hydrogen resources through subsurface biotechnology. He brings nearly two decades of global energy experience spanning climate technology, venture capital, private equity, and multi-billion-dollar energy projects across five continents.

Previously, he held leadership roles at NextEra Energy Resources and Hess Corporation. He is also a founder and managing director of GreenLite Resources and a founding member of Cotogna Sports Group. He holds an MBA from Wharton, a Masters in Engineering from Texas A&M, and a BS from the University of Calgary.

Wade Pinder, Product Houston, 2025 Trailblazer Award Winner

Wade Pinder thinks of himself as an "ecosystem wayseeker," helping founders and builders in and around Houston find their footing, understand the landscape, and move through uncertainty with more clarity. Through Product Houston, he works at the intersection of product strategy, founder support, ecosystem mapping, and community-building, with a particular focus on helping people show up in the right rooms before they feel fully ready.

His background includes years in product management at Blinds.com and Home Depot, along with founding and leading the Houston Product Community for six years. He was recognized by as Mentor of the Year in the 2023 Houston Innovation Awards and received the Trailblazer Award in 2025.

Laura Furr Mericas, Interim Editor, InnovationMap

Laura Furr Mericas is interim editor for InnovatonMap.com and EnergyCapitalHTX.com. She is a longtime contributor to both sites and has reported on Houston's innovation ecosystem for InnovationMap since 2020. Previously, she served as web editor and data reporter for Houston Business Journal.

Report: Income for top 1 percent earners in Texas has surged in 2026

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In a state where local billionaires are wealthier than they've ever been, high-earning Texans need to make $73,000 more than they did a year ago if they want to be among the top 1 percent of earners, a new report has revealed.

SmartAsset's study analyzed income thresholds for the top 1, 5, and 10 percent of earners in all 50 states and the District of Columbia, using 2022 IRS data for individual tax return filers (the most recent year available), adjusted to 2026 dollars.

Texas has the 11th highest income threshold, with residents needing to make a minimum of $817,158 to be considered among the top 1 percent of earners statewide. In 2025, Texans needed to make about $744,000 to be among the top 1 percent.

For comparison, residents living in the nation's capital must make at least $1.16 million to qualify as top 1 percent earners. The District of Columbia led the nation with the highest income threshold to be a top earner.

To be considered among the top 5 percent of earners in Texas, a resident would need to make $312,671. The income threshold to be considered among the top 10 percent is $210,609.

SmartAsset additionally found that 128,130 Texas residents qualified as top 1 percent earners in 2022. Nationally, the report estimated that fewer than 2 million households earn enough to be considered among the top 1 percent of earners nationwide, but 23 million households rank among the top 10 percent.

"In some places, households can enter the top 1 percent at income levels that fall well below the threshold elsewhere, reflecting an uneven landscape of wages and wealth," the report said.

A separate SmartAsset study that tracked the upper and lower thresholds for middle class households found Houston residents need to make anywhere from $42,907 to $128,722 to maintain their middle class status.

The top 10 states with the highest thresholds to be considered in the top 1 percent of earners in the U.S. are:

  • No. 1 – District of Columbia ($1,156,664)
  • No. 2 – Connecticut ($1,147,898)
  • No. 3 – Massachusetts ($1,006,921)
  • No. 4 – California ($987,325)
  • No. 5– New Jersey ($969,976)
  • No. 6 – New York ($959,562)
  • No. 7 – Florida ($956,449)
  • No. 8 – Washington ($903,303)
  • No. 9 – Colorado ($828,772)
  • No. 10 – Wyoming ($819,014)
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This article originally appeared on CultureMap.com.