What happens to creativity when those who use a particular thinking style tried a different approach? Getty Images

Creativity is an essential ingredient in problem-solving, and the importance of "thinking outside the box" has been stressed in nearly every context imaginable, business or otherwise. But that mantra assumes — wrongly — that we all start off thinking inside the same sort of cognitive box.

Instead, each person has a distinctive cognitive style: some of us, for example, are more intuitive, and others approach the world more rationally. What happens to creativity when those who use a particular thinking style tried a different approach?

Rice Business Professor Erik Dane decided to investigate. Along with colleagues Markus Baer of Washington University in St. Louis, Michael Pratt of Boston College, and Greg Oldham of Tulane University Dane studied typical thinking styles, rational versus and intuitive, and how resisting the most familiar one can affect creativity.

Rational thinkers, the professors noted, learn information deliberately and engage in thoughtful analysis. They depend on a linear, or sequential, way of processing information. Intuitive thinking, meanwhile, is an unconscious way of processing information. It's essentially the opposite of rational thinking: quick and holistic, rather than deliberate and comprehensive.

When a rational thinker faces a problem, her mind goes through multiple stages, tapping relevant mental data bases and coming up with alternative solutions. Her mind evaluates and refines these scenarios to choose the best possible solution to the problem.

An intuitive thinker, on the other hand, goes with his gut. Many researchers believe this type of thinking sparks creativity because it integrates so many different pieces of experience.

To explore what happens when one type of thinker follows a different approach, Dane and his fellow researchers colleagues gave test subjects a scenario. How could they get more students to come into a gift shop? Participants first had to come up with ideas using either an intuitive or a rational problem-solving approach. Then they filled out a short questionnaire. Afterward, the professors evaluated the ideas as creative or not creative, based on originality and usefulness.

When a participant wasn't used to rational thinking and had to problem-solve using a more rational approach, he or she came up with more creative ideas, the researchers found. This, the researchers said, suggests it's worth encouraging intuitive thinkers to change up their problem-solving style to come up with new ideas.

Curiously, it's relatively easy to influence a person's cognitive approach to a problem, the researchers found. At the same time, the research didn't suggest that either approach — rational or intuitive thinking — was inherently better than the other. In fact, they wrote, future research on the topic ought to analyze what happens when subjects are encourage to take a hybrid rational-intuitive approach.

In the meantime, whether you're trying to lure customers to your new coffee shop, or figuring out the best ending to your crime novel, try attacking the problem with the thinking style that's least familiar to you. To truly think outside the box, the first thing to do is peer over the side to see what style of thinking most often boxes you in.

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This article originally appeared on Rice Business Wisdom.

Erik Dane is an associate professor of management at the Jones Graduate School of Business at Rice University.

Researchers found that there's still very little conceptual explanation for how individual creative attempts become organizational innovation. Getty Images

Researchers find there's not much data on how creativity becomes change in the workplace

Houston Voices

Innovation and creativity are crucial tools that all businesses need in order to prosper. Research into how these tools work covers a broad area and crosses various disciplines. In the past, much of this research has been divided: One side looked at innovation, which focuses on how ideas are implemented, while the other examined creativity, which focuses on coming up with new ideas. Rice Business Professor Jing Zhou and colleagues addressed this divide by reviewing research going back a little more than a decade, looking for key measures that could be used as guidelines for future research.

Zhou and her colleagues began their work by reviewing the practical and theoretical perspectives of innovation and creativity in the workplace. They then created a framework for future research after identifying prominent theories.

Before getting started, however, they needed clear definitions for both innovation and creativity. Creativity, Zhou proposed, centers on idea generation. It's the first step toward innovation. Innovation, she concluded, stresses the implementation of ideas. This happens at different levels: individual, team, organization, or across multiple levels.

At the team level of innovation, research has progressed significantly, the authors found. They suggest that researchers now focus on other aspects of team-level research, such as team environment, leadership and facilitators of workgroups.

At the organizational level, Zhou and her colleagues found that numerous studies looked at the factors that influence innovation. But, they concluded, there's still very little conceptual explanation for how individual creative attempts become organizational innovation.

The team's review reveals the enormous strides that researchers have made in the field of creativity and innovation in recent years, and clarifies how their studies have been used by different organizations.

Despite advances in the field, however, there are still shortcomings. Many studies, for example, are hampered by problematic research approaches. Some lack theoretical groundwork and few take an inclusive approach to multi-level studies.

Zhou and her colleagues argue that addressing these limitations would be a tremendous leap forward in understanding creativity and innovation in the workplace. Without innovation, companies can't prosper and progress. The same holds true for academic research into these lifelines of business success: It will need to expand and dig deeper or cease to be relevant in practice.

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This article originally appeared on Rice Business Wisdom.

Jing Zhou is the Houston Endowment Professor of Management and Director for Asian Management Research and Education at Jones Graduate School of Business at Rice University.

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Tesla Robotaxi service officially launches in Houston and Dallas

Future of the Roads

Tesla’s Robotaxi service has taken to the streets of Houston. In a brief statement Saturday, April 18 on its X social media account, Tesla Robotaxi says the autonomous rideshare service just launched in Texas’ two biggest metro areas — Houston and Dallas.

“Try Tesla Robotaxi in Dallas & Houston!” Tesla CEO Elon Musk says in a reposting on X of the Robotaxi announcement.

One of Robotaxi’s competitors, Alphabet-owned Waymo, beat the Tesla service to the Dallas, Houston, and Austin markets. Another competitor, Amazon-owned Zoox, has Dallas flagged for its autonomous rideshare service.

Robotaxi previously kicked off in Austin, where Tesla is based and manufactures electric vehicles, and the San Francisco Bay Area. Nearly 50 Robotaxis operate in Austin, where the service’s inaugural rides happened last year, and more than 500 in the San Francisco area.

Of the three rides logged in a 31-square-mile area in Dallas as of Monday morning, the average fare was $7.96 and the average trip was 3.5 miles, according to an online tracker of autonomous rideshare services. The tracker showed only one Robotaxi was on the roads in Dallas.

As of Monday morning, a 25-square-mile area in Houston had two Robotaxis on the road, according to the online tracker. The average fare for five recorded rides was $11.34 and the average trip was six miles.

“We want Robotaxi pricing to be simple and easy for you to understand,” according to the Robotaxi website. “Initially, as part of our introductory program, we will charge a simple, affordable rate plus applicable taxes and fees for all rides within the available service area.”

The tracker shows the Robotaxi in Dallas did not have a human aboard to monitor each trip, and only one of Houston’s two Robotaxis did not have a human monitor in the driver’s seat.

For now, all passengers ride in Tesla Model Y cars. Robotaxi operates from 6 am-2 am daily.

To use the service, you first must download the Robotaxi app, which works only on iPhones.

Robotaxi lets you stream music and adjust climate settings and seat positioning from the Robotaxi app or the vehicle’s touchscreen. Climate and media settings are stored in your Robotaxi profile and automatically transfer from one vehicle to another. If you own a Tesla, certain profile settings and media preferences are available in your own car as well as in a Robotaxi.

In January at the World Economic Forum in Davos, Switzerland, Musk said a “widespread” network of driverless rideshare vehicles would be operating in the U.S. by the end of this year, CNBC reported.

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This article originally appeared on CultureMap.com.

Houston VC funding surged nearly 50% in Q1 2026, report says

VC victories

First-quarter venture capital funding for Houston-area startups climbed nearly 50 percent compared to the same time last year, according to the PitchBook-NVCA Venture Monitor.

In Q1 2026, Houston-area startups raised $532.3 million, a 49 percent jump from $320.2 million in Q1 2025, according to the PitchBook-NVCA Venture Monitor.

However, the Q1 total fell 23 percent from the $671.05 million raised in Q4 2025.

Among the first-quarter funding highlights in Houston were:

  • Utility Global, which focuses on industrial decarbonization, announced a first close of $100 million for its Series D round.
  • Sage Geosystems raised a $97 million Series B round to support its geothermal energy storage technology.

Those funding rounds underscore Houston’s evolution as a magnet for VC in the energy sector.

“Today, the energy sector is increasingly extending into the startup economy as venture capital flows into companies developing the technologies that will shape the future of global energy,” the Greater Houston Partnership says.

The energy industry accounted for nearly 40 percent of Houston-area VC funding last year, according to market research and lead generation service Growth List.

Adding to Houston’s stature in VC for energy startups are investors like Chevron Technology Ventures, the investment arm of Houston-based oil and gas giant Chevron; Goose Capital; Mercury Fund; and Quantum Energy Partners.

How Houston innovators played a role in the historic Artemis II splashdown

safe landing

Research from Rice University played a critical role in the safe return of U.S. astronauts aboard NASA’s Artemis II mission this month.

Rice mechanical engineer Tayfun E. Tezduyar and longtime collaborator Kenji Takizawa developed a key computational parachute fluid-structure interaction (FSI) analysis system that proved vital in NASA’s Orion capsule’s descent into the Pacific Ocean. The FSI system, originally developed in 2013 alongside NASA Johnson Space Center, was critical in Orion’s three-parachute design, which slowed the capsule as it returned to Earth, according to Rice.

The model helped ensure that the parachute design was large enough to slow the capsule for a safe landing while also being stable enough to prevent the capsule from oscillating as it descended.

“You cannot separate the aerodynamics from the structural dynamics,” Tezduyar said in a news release. “They influence each other continuously and even more so for large spacecraft parachutes, so the analysis must capture that interaction in a robustly coupled way.”

The end result was a final parachute system, refined through NASA drop tests and Rice’s computational FSI analysis, that eliminated fluctuations and produced a stable descent profile.

Apart from the dynamic challenges in design, modeling Orion’s parachutes also required solving complex equations that considered airflow and fabric deformation and accounted for features like ringsail canopy construction and aerodynamic interactions among multiple parachutes in a cluster.

“Essentially, my entire group was dedicated to that work, because I considered it a national priority,” Tezduyar added in the release. “Kenji and I were personally involved in every computer simulation. Some of the best graduate students and research associates I met in my career worked on the project, creating unique, first-of-its-kind parachute computer simulations, one after the other.”

Current Intuitive Machines engineer Mario Romero also worked on Orion during his time at NASA. From 2018 to 2021, Romero was a member of the Orion Crew Capsule Recovery Team, which focused on creating likely scenarios that crewmembers could encounter in Orion.

The team trained in NASA’s 6.2-million-gallon pool, using wave machines to replicate a range of sea conditions. They also simulated worst-case scenarios by cutting the lights, blasting high-powered fans and tipping a mock capsule to mimic distress situations. In some drills, mock crew members were treated as “injured,” requiring the team to practice safe, controlled egress procedures.

“It’s hard to find the appropriate descriptors that can fully encapsulate the feeling of getting to witness all the work we, and everyone else, did being put into action,” Romero tells InnovationMap. “I loved seeing the reactions of everyone, but especially of the Houston communities—that brought me a real sense of gratitude and joy.”

Intuitive Machines was also selected to support the Artemis II mission using its Space Data Network and ground station infrastructure. The company monitored radio signals sent from the Orion spacecraft and used Doppler measurements to help determine the spacecraft's precise position and speed.

Tim Crain, Chief Technology Officer at Intuitive Machines, wrote about the experience last week.

"I specialized in orbital mechanics and deep space navigation in graduate school,” Crain shared. “But seeing the theory behind tracking spacecraft come to life as they thread through planetary gravity fields on ultra-precise trajectories still seems like magic."