How we describe inequality is significant because it impacts our view of who causes it and how society should address it. Photo via Getty Images

Look closely at any news article about inequality and you will quickly notice that there is more than one way to describe what is happening.

For example:

“In 2022, men earned $1.18 for every dollar women earned.”

“In 2022, women earned 82 cents for every dollar men earned.”

“In 2022, the gender wage gap was 18 cents per dollar.”

When pointing out differences in access to resources and opportunities among groups of people, we tend to use three types of language:

  1. Advantaged — Describes an issue in terms of advantages the more dominant group enjoys.
  2. Disadvantaged — Describes an issue in terms of disadvantages the less dominant group experiences.
  3. Neutrality — Stays general enough to avoid direct comparisons between groups of people.

The difference between these three lenses, referred to as “frames” in academic literature, may be subtle. We may miss it completely when skimming a news article or listening to a friend share an opinion. But frames are more significant than we may realize.

“Frames of inequality matter because they shape our view of what is wrong and what should be fixed,” says Rice Business Professor Sora Jun.

Jun led a research team that conducted multiple studies to understand which of the three frames people typically use to describe social and economic inequality. In total, they analyzed more than 19,000 mainstream media articles and surveyed more than 600 U.S.-based participants.

In Chronic frames of social inequality: How mainstream media frame race, gender, and wealth inequality, the team published two major findings.

First, people tend to describe gender and racial inequality using the language of disadvantage. For example, “The data showed that officers pulled over Black drivers at a rate far out of proportion to their share of the driving-age population.”

Jun’s team encountered the same rhetorical tendency with gender inequality. In most cases, people describe instances of gender inequality (e.g., the gender pay gap) in terms of a disadvantage for women. We are far more likely to use the statement “Women earned 82 cents for every dollar men earned” than “Men earned $1.18 cents for every dollar women earned.”

"We expected that people would use the disadvantage framework to describe racial and gender inequalities, and it turned out to be true,” says Jun. “We think that the reason for this stems from how legitimate we perceive different hierarchies to be.” Because demographic categories like gender and race are unrelated to talent or effort, most people find it unfair that resources are distributed unevenly along these lines.

On the other hand, Jun expected people to describe wealth inequality in terms of advantage rather than disadvantage. The public typically considers this form of inequality to be more fair than racial or gender inequality. “In the U.S., there is still a widespread belief in economic mobility — that if you work hard enough, you can change the socioeconomic group you are in,” she says.

But in their second major finding, she and fellow researchers discovered that the most common frame used to describe wealth inequality was no frame at all. We find this neutrality in statements like “Disparities in education, health care and social services remain stark.”

Jun is not sure why people take a neutral approach more frequently when describing wealth inequality (speaking specifically of economic classes outside of gender and race). She suspects it has something to do with the fact that we view wealth as a fluid and continuous spectrum.

The merits of the three frames are up for debate. Using the frame of disadvantage might seem to portray issues more sympathetically, but some scholars point to potential downsides. The language of disadvantage installs the dominant group as the measuring stick for everyone else. It may also put the onus of change on the disadvantaged group while making the problem seem less relevant to the dominant group.

“When we speak about the gender gap in terms of disadvantage, and helping women earn more compared to men, we automatically assume that men are making the correct amount,” says Jun. “But maybe we should be looking at both sides of the equation.”

On the other hand, Jun cautions against using a one-size-fits-all approach to describing inequality. “We have to be careful not to jump to an easy conclusion, because the causes of inequality are so vast,” she says.

For example, men tend to interrupt conversations in team meetings at higher rates than women. “Should we frame this behavior in terms of advantage or disadvantage, which naturally leads us to prompt men to interrupt less and women to interrupt more?” asks Jun. “We really don’t know until we understand the ideal number of interruptions and why this deviation is happening. Ultimately, how we talk about inequality depends on what we want to accomplish. I hope that through this research, people will think more carefully about how they describe inequality so that they capture the full story before they act.”

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This article originally ran on Rice Business Wisdom and was based on research from Sora Jun, Rosalind M. Chow, A. Maurits van der Veen and Erik Bleich.

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Houston humanoid robotics startup taps Amazon veteran to lead manufacturing

new hire

Persona AI, a Houston-based startup that’s developing AI-powered humanoid robots for manufacturers and other businesses, has hired Brian Davis as head of global manufacturing.

Davis previously guided teams at Amazon Robotics and Dell Technologies. During his tenure at Amazon Robotics and Dell, both companies saw major increases in manufacturing volumes within a four-year period. Davis oversaw manufacturing, supply chain, logistics, quality assurance and real estate.

“Davis steps into this role [at Persona AI] as industrial enterprises face an urgent and accelerating challenge: a structural shortage of capacity for welding, fabrication, and heavy maintenance in dynamic environments, precisely the high-value, high-risk tasks where humanoid robots can deliver the greatest impact,” according to a company news release.

Davis comes aboard as Persona AI, founded in 2024, seeks to meet demand generated by deals with HD Hyundai and POSCO Group to make humanoids for shipyards and steel plants, and by a pilot program with the State of Louisiana.

“Now is the perfect time to accelerate our production capabilities as we rapidly close the gap between what’s possible in the lab versus what’s driving real commercial value,” Davis says.

“Building industrial-rated humanoid robots and production-deployable AI is only one piece of the puzzle,” he adds. “Producing humanoids at scale will require systematic supply chain management, stringent quality control, and building the playbook for safe, high-volume manufacturing. That’s what I’m here to build.”

Last year, Persona AI raised more than more than $10 million in pre-seed funding. The company also named a new head of commercial strategy in March.

Houston startup’s brain implant for depression advances to clinical trial

moving forward

Houston-based Motif Neurotech has received FDA approval to move forward with its first clinical trial for its innovative way to fight treatment-resistant depression and other mental health disorders.

The company has developed a brain-computer interface technology based on research from Rice University. The blueberry-sized, wirelessly powered implantable device known as the Digitally-programmable Over-brain Therapeutic (DOT) stimulator delivers electrical stimulation to brain circuits linked to depression. The DOT stimulator sits in the skull above the dura without touching the brain and is considered an alternative to transcranial magnetic stimulation, which requires multiple treatment sessions and can cause headaches.

“The goal for this technology is that it would be the mental health equivalent of a continuous glucose monitor for diabetes,” Jacob Robinson, a Rice University professor of electrical computer engineering and bioengineering and CEO of Motif Neurotech, said in a news release. “What has been really special for me personally on this journey is to be able to work all the way from a concept through the process of research and development funded by the federal government at Rice, and take that into a product that is going to affect people’s lives for the better.”

Eligible adults whose depression has not improved after trying multiple therapies can take part in the study. The clinical trial will be conducted in collaboration with Baylor College of Medicine, Brain Health Consultants (Houston), UT Health Houston, Massachusetts General Brigham, Emory Healthcare, University of Iowa, University of Utah Health and New York University, according to Rice.

Motif also announced that it was one of the first teams selected for ARPA-H’s EVIDENT initiative, which recently awarded up to $139.4 million to spur new, effective therapies for behavioral health. Through the initiative, Motif will collect additional data alongside its clinical trial.

“The idea with this funding is to support a number of teams who have rapid-acting interventions for a mental health condition and to collect additional data to help determine with greater precision whether a treatment is working, how it is working and which patients are benefitting most from which course of treatment,” Robinson added in the release.

Motif Neurotech was spun out of Robinson’s and Professor Kaiyuan Yang’s labs at Rice, along with collaborators and co-founders Dr. Sameer Sheth at Baylor College of Medicine and Dr. Sunil Sheth at the University of Texas Health Science Center at Houston. It was founded through the Rice Biotech Launch Pad. The company closed its Series A round with an oversubscribed $18.75 million last year.

New immersive experience Time Mission clocks into Houston this summer

It's Time

Time for a new immersive experience to come to Houston: Time Mission, a kid-friendly, team-based adventure, is scheduled to land at the Marq-E Entertainment District in summer 2026.

Created by LOL Entertainment, a location-based entertainment company specializing in immersive attractions, Time Mission blends physical and mental challenges in a fast-paced experience, a release says. Players take on real-world tasks like cracking codes, dodging lasers, solving riddles, and exploring hidden tunnels to earn points for their team.

Racing through 25-plus unique portals, teams of two to five players embark on a time-travel journey across the past, present, and future, all while collecting points and battling the clock. The website says the attraction is appropriate for "players age 6 to 106."

“We’ve seen a shift in how people seek entertainment, choosing immersive adventures that foster connection and excitement," says Rob Cooper, CEO of LOL Entertainment, in the release. "We’re excited to introduce [Texas] to an experience where strategy, innovation, and teamwork collide."

There are currently Time Mission locations in Pennsylvania, New York, Rhode Island, Virginia, Illinois, and Belgium. Dallas will be the first Texas location, followed by Houston.

Immersive attractions have been popular in Houston for several years, from Meow Wolf just north of downtown to interactive experiences dedicated to balloons and more.

Time Mission will be located in a 10,000-square-foot space at the Marq-E Entertainment District (7620 Katy Fwy., Ste. 355). The exact opening date will be announced at a later time.

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This article originally appeared on CultureMap.com.