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 fromSora Jun, Rosalind M. Chow, A. Maurits van der Veen and Erik Bleich.

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TMC names inaugural cohort for unique accelerator with UK

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Sixteen digital health and medical device startups founded in the United Kingdom have been selected for a customized accelerator at the Texas Medical Center's Innovation Factory.

In partnership with Innovate UK, TMCi created the Innovate UK Global Incubator Programme, a new accelerator that supports UK businesses as they build their United States go-to-market plan. The program builds the BioBridge relationship between TMC and the UK that was originally established five years ago.

“The TMC UK BioBridge program was launched with the UK Department for Business and Trade in 2018 to serve as a gateway for advancing life sciences and foster innovation and research between our two countries," says Ashley McPhail, chief external affairs and administration officer for TMC, in a news release. "We saw an opportunity to work with Innovate UK to develop a larger program with the UK after the success of the 11 companies that previously participated in our health tech accelerator."

The 16 companies will participate in the program from June to November. The cohort is expected to arrive in Houston on June 5 and have access to TMCi's facilities, network of mentors and potential clients, funding, potential customers, and curated programing — all while being a unique entry point into the US. The new offering joins three other globally recognized curriculums: Biodesign, Accelerator for Cancer Therapeutics, and Health Tech.

“TMCi nurtures long-term growth, development, and competitiveness to increase startups chances of success and global expansion," says Emily Reiser, associate director of TMC Innovation. "By bringing their novel technologies and exposing them to a curated selection of TMC’s expert network, startups receive support and evaluation to build, scale, and expand in the US market."

Two of the cohort's specialties include cardiovascular and oncology — two of TMC's strongest areas of expertise — with solutions ranging from surgical devices to AI-enabled risk stratification and hospital efficiency.

Innovate UK is the country's national innovation agency dedicated to supporting business-led innovation in all sectors.

“The United Kingdom is fully committed to improving global healthcare through scientific collaboration," says His Majesty’s Consul General in Texas Richard Hyde in the release. "Through the expansion of the TMC UK BioBridge and in partnership with Innovate UK, this programme will help to expose the brightest and best British companies to the world’s largest medical city. Our companies will collaborate and grow as they work to develop cutting edge technology. The partnership between the UK Government and TMC demonstrates that international collaboration can drive both economic growth and improvement to quality of life.”

The 16 companies making up the inaugural cohort are as follows, according to TMC.

  • AINOSTICS aims to revolutionize the treatment and prevention of neurological conditions, such as dementia, by developing innovative AI-enabled solutions that draw novel insights from routinely acquired non-invasive medical scans to deliver accurate diagnosis and outcome prediction, and in turn facilitate personalized care and timely access to disease-modifying treatments for patients.
  • Alvie is a blended human plus AI-enabled digital solution providing personalised pre and rehabilitation coaching and supportive care for cancer and surgery. Alvie's technology combines data profiling, risk-stratification and tailored prescriptions of health and well-being with curated educational content, targeted behaviour change coaching and expert support through chat messaging and virtual consultations.
  • C the Signs™ is a validated AI cancer prediction platform, which can identify patients at risk of cancer at the earliest and most curable stage of the disease. Used by healthcare professionals, C the Signs can identify which tumor type a patient is at risk of and recommend the most appropriate next step in less than 30 seconds. The platform has detected over 10,000 patients with cancer, with over 50 different types of cancer diagnosed, and with a sensitivity of >98% for cancer.
  • At PEP Health, We believe all patients deserve the best care possible. Our cutting-edge machine-learning technology enables healthcare organisations, regulators, and insurers the real-time, actionable insights they need to have a direct and dramatic impact on patient experiences.
  • PreciousMD improves the lives of lung-cancer and other lung-related illnesses patients worldwide by enabling imaging-based diagnostics needed for personalized treatment pathways.
  • Ufonia is an autonomous telemedicine company, we use large language models and voice AI to increase the capacity of clinical professionals.
  • My mhealth offers digital therapeutics for a range of long-term conditions- COPD, Asthma, Diabetes and Heart Disease. Our product has been successfully deployed in the UK and India, with >100,000 users registered to date. Our solutions empower patients to self-manage their conditions, resulting in dramatic improvements in outcomes, as evidenced through multiple clinical trials and real-world evaluations.
  • At Surgery Hero, we offer a clinically backed solution that ensures whole-human support before and after surgery. We help health systems, employers and health plans cut costs without sacrificing quality of care.
  • Panakeia's software platform enables extremely rapid multi-omics profiling in minutes directly from routinely used tissue images without needing wet lab assays.
  • QV Bioelectronics are striving to deliver longer, better quality lives for brain tumour patients. Using their first-of-its-kind implantable electric field therapy device, GRACE, QV will provide effective, focal & continuous treatment without impacting patient quality of life.
  • 52 North is a med-tech company focused on improving health outcomes and health equity by reinventing care pathways. The NeutroCheck® solution is a finger-prick blood test and digital platform built to significantly improve safety and quality of life for cancer patients, by helping to identify at-home those patients who are at risk of the most fatal side-effect of chemotherapy: neutropenic sepsis.
  • Somnus is fulfilling an unmet need in global healthcare by developing real-time, point of care blood propofol monitoring. Its products will improve the care of sedated and anaesthetised patients, save money for hospitals, and facilitate a major reduction in greenhouse gas emissions.
  • ScubaTx is a breakthrough organ transplant preservation company established to solve the global unmet need for cost-efficient and longer-duration organ preservation technology. ScubaTx has developed a simple, small and affordable device which uses Persufflation to extend the preservation of organs.
  • IBEX is on a mission to help people live active, healthy and productive lives by increasing their access to early diagnosis of osteoporosis. The IBEX BH software as medical device delvers routine, automated assessment of fracture risk from routine radiology for earlier detection and more equitable treatment of osteoporosis.
  • NuVision produces products derived from donated human amniotic membrane that are used in ophthalmology to help patients with chronic, traumatic and post-surgical wounds of the eye to be treated earlier and recover more fully and more quickly. The company’s products are also used in the management of dry eye disease, a debilitating conditions that affects around 17m people in the USA.
  • Calon Cardio-Technology is on a mission to improve quality of life for patients with Left Ventricular Assist devices (LVAD) and reduce the common post operative complications associated with these implantable heart pumps. We plan to do this by introducing a completely wireless heart pump system and augment patient follow-up with built-in remote monitoring capabilities.

UH lab using mixed reality to optimize designs for the Moon and Mars

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University of Houston researchers and students are bringing multiple realities together to help improve the design process for crewed space missions.

Helmed by Vittorio Netti, a researcher for UH and a space architect, the university has launched an XR Lab within the University of Houston architecture building. The lab allows researchers to combine mixed reality (MR), virtual reality (VR), augmented reality (AR) and extended reality (XR) to "blend the physical and digital worlds" to give designers a better understanding of life in space, according to a release from UH.

In the lab researchers can wear MY space suits and goggles, take a VR space walk, or feel what it's like to float to the International Space Station with the help of XR and a crane.

The area in which the researchers conduct this work is known as the "cage" and was developed during a six-month research and design study of lunar surface architecture sponsored by Boeing, which aimed to learn more about the design of a lunar terrain vehicle and a small lunar habitat.

The work is part of UH's Sasakawa International Center of Space Architecture (SICSA), which is led by Olga Bannova, a research associate professor and director of the space architecture graduate program at UH.

She says work like this will drastically cut down research and development time when designing space structures.

“These technologies should be harnessed to mitigate the dependency on physical prototyping of assets and help optimize the design process, drastically reducing research-and-development time and providing a higher level of immersion,” Bannova said in a statement.

Today the research team is shifting its focus on designing for a Mars landing. In the future, they aim to demonstrate and test the system for habitats designed for both lunar and Martian surfaces. They are also working with Boeing to test designs in microgravity, or zero gravity, which exists inside the International Space Station.

Mixed Reality Raising the Bar for Space Architecture on the Moon and MarsStep into this 'Cage' at the University of Houston where physical and digital worlds are merged, allowing students to see and ...