Research shows that some corporate executives skew earnings to influence the market and inflate share price. Photo via Pexels

Say a company called CoolConsumerGoodsCo has just released its quarterly earnings report, revealing significantly higher profits than its consumer goods industry counterparts.

That result might spur analysts to slap a buy rating on the stock and investors to snap up shares. In an ideal world, the market wouldn't have to consider the possibility that the numbers aren't legit — but then again, it's not an ideal world. (Enron, anyone?)

Rice Business professors Brian R. Rountree and Shiva Sivaramakrishnan, along with Andrew B. Jackson at UNSW in Australia, studied what makes business leaders more likely to engage in fraudulent earnings reporting. Specifically, they focused on the relationship between this kind of misrepresentation and the degree to which a company's earnings are in line with the rest of its industry — a variable the researchers term "co-movements."

Many people are familiar with a similar variable, calculated using stock returns often referred to as a company's beta. The authors adapted the stock return beta to corporate earnings to see how a company's earnings move with earnings at the industry level.

The researchers hypothesized that the less in sync a company's earnings are with its industry, the higher the chance a company's leaders will manipulate earnings reports. They started with the well-accepted premise that corporations try to skew earnings reports to influence the market. The primary motive is typically to raise the company's stock price, as when an executive tries to "choose a level of bias" that balances potential fallout of getting caught against the benefits of a higher stock price.

To test their prediction, the professors analyzed a sample of enforcement actions taken by the U.S. Securities and Exchange Commission against companies for problematic financial reporting from 1970 to 2011 — although they noted that given the SEC's limited resources, the number of enforcement actions probably underestimates the actual amount of earnings manipulation in the market.

Their analysis revealed that firms with low earnings co-movements (meaning their earnings were out of sync with industry peers) were more likely to be accused by the SEC of reporting misdeeds. They concluded that the degree of earnings co-movement determines the probability of earnings manipulation. Put another way, earnings co-movements are a "causal factor" in the chances of earnings manipulations — and to a significant degree. The researchers found that firms who don't co-move with the market are more than 50 percent more likely to face an SEC enforcement action, compared with firms who are perfectly aligned with the market.

The researchers drilled deeper into the data to study whether the odds changed depending on the industry, since past research has indicated that the amount of competition in an industry works to constrain misreporting. That premise seems to hold true, the researchers concluded. In industries with more competitive markets, the impact of low co-movement on earnings manipulation is moderated.

They also studied whether the age of a firm played a part in the likelihood of earnings manipulation. Newer firms often rely more on stock compensation, which could be a motive for manipulating earnings reporting to drive up share price. Indeed, younger firms were more susceptible to misreporting when their earnings were out of whack with the rest of the marketplace.

Every firm faces some risk of misreporting, however. Even for public companies under analyst scrutiny, low co-movement proved to be a driver of earnings manipulation. But companies known for conservative reporting tend to be less likely to exaggerate their earnings, in general; these firms typically recognize losses in a more timely manner, the professors found.

These findings suggest a number of future lines of research. For example: When do executives underreport earnings? And can analyzing patterns related to cash flow reporting help better isolate earnings manipulation?

In the meantime, if you come across a company like CoolConsumerGoodsCo with an earnings report that's widely out of sync with the rest of its industry, you might think twice before rushing to buy in.

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This article originally ran on Rice Business Wisdom and is based on research from Brian R. Rountree, an associate professor of accounting at the Jones Graduate School of Business at Rice University, and Shiva Sivaramakrishnan is the Henry Gardiner Symonds Professor of Accounting at Rice Business.

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University of Houston debuts UH Health, expanding collaborative health care and research efforts

health care hub

The University of Houston has announced its cross-disciplinary academic venture, UH Health.

It will align UH’s efforts in education, research and clinical partnerships to create new opportunities to advance research and innovation, community impact, and education, according to a news release.

“From opening the state’s first college of optometry to developing groundbreaking vaccines, improving the health of all Texans has been a UH priority for decades,” UH President Renu Khator said in the release. “Now, with the launch of UH Health, we are bringing together the full strength of our health enterprise to expand our reach, advance research and transform the future of health for our communities.”

UH is adopting a fully collaborative model, with health professionals from various concentrations to help better understand overall patient care, which includes factors like clinical, behavioral and social factors that can influence health outcomes.

UH Health will also have partnerships with HCA Healthcare, Memorial Hermann Hospital, Baylor College of Medicine, MD Anderson Cancer Center and other Texas Medical Center facilities. In addition, UH Health will work with DHR Health in the Rio Grande Valley to create new opportunities for health care education, workforce development and research in one of Texas' medically underserved regions.

As part of UH Health, UH Health Family Care Center will provide integrated primary care and mental health services to the University and its surrounding communities at affordable prices to serve the Third Ward, East End and South Houston. The Household-Centered Care program will give students opportunities to work directly with community caregivers through patient home visits, while the 3rd Ward Place of Wellness offers health screenings, preventive services, education and other resources designed to support long-term health and well-being, according to UH. The College of Optometry will continue to see children and families via outreach programs and clinics across the community.

UH Health also aims to address shortages in health care professionals, providing a pipeline from the university to the workforce. According to the Texas Hospital Association, 64 percent of hospitals in the state are operating with reduced services and fewer beds due to staff shortages.

“Preparing the next generation of health care leaders is one of the most important investments we can make in the future of our state,” Jonathan McCullers, vice president for health affairs at UH and dean of the Tilman J. Fertitta Family College of Medicine at UH, added in the release. “UH Health is ensuring our graduates are equipped to work effectively in today’s complex healthcare environment.”

Additionally, UH shared it is investing $77 million into a 55,000-square-foot medical research facility aimed at boosting interdisciplinary research and scientific discovery.

“Healthcare is no longer delivered in isolation, and complex health challenges require coordinated solutions,” McCullers added. “UH Health allows us to work across disciplines to tackle health challenges, advance research and improve outcomes for patients and our community.”

Report: Houston ranks among 10 most affordable metros to raise a child

Family Matters

Raising a child is not an easy or inexpensive feat, but a new study has determined Houston parents have the 7th lowest childrearing costs in the country.

SmartAsset's new report, "Cost of Raising a Child in Major U.S. Metros – 2026 Study," calculated year-over-year changes in the annual cost of raising a child (factoring in childcare, additional housing costs, food, transportation, medical costs and other necessities) in the 48 largest U.S. metro areas. MIT's Living Wage Calculator was used to compare the living costs of a household with two working adults and one child to that of a childless household with two working adults.

Childrearing costs in Houston-Pasadena-The Woodlands have grown 3.37 percent since last year, totaling $22,605 for a family of three in 2026. That's $737 more than what it took to raise a child in 2025 and $1,209 higher than in 2024.

This is how SmartAsset broke down the annual cost for raising a child in the Houston area:

  • Cost of childcare: $10,265
  • Cost of food: $1,721
  • Other expenses: $10,619

Houston ranked 42nd in SmartAsset's national list of cities with the highest childrearing costs in 2026, making it the No. 7 most affordable U.S. metro.

San Francisco-Oakland-Fremont in California topped the list with the highest childrearing costs in the U.S., at $43,171. The cost for raising a child in this California metro soared nearly 11 percent higher since last year.

Memphis, Tennessee ranked dead last as the most affordable U.S. metro for raising a child in 2026. Families will spend less than $20,000 to raise a child in Memphis, only 3.24 percent more than what was needed in 2025.

Raising a child in other Texas metros
It may come as no surprise that Austin is the most expensive place to raise a child in Texas, and it appeared as the 31st most expensive U.S. metro for families. Parents will spend nearly $25,000 to raise a child in the state's capital city, which is $703 higher than it was a year ago.

Two other Texas metros join Houston among the top 10 most affordable U.S. metros for raising a family: San Antonio-New Braunfels (No. 3) and Dallas-Fort Worth-Arlington (No. 10). Childrearing costs in San Antonio add up to $21,393 annually, and Dallas-Fort Worth parents will spend $23,340 to raise their children in 2026.

The top 10 most affordable U.S. metros for raising a child in 2026 are:

  • No. 1 – Memphis, Tennessee ($19,922)
  • No. 2 – Nashville, Davidson-Murfreesboro-Franklin, Tennessee ($21,216)
  • No. 3 – San Antonio-New Braunfels ($21,393)
  • No. 4 – Birmingham, Alabama ($21,684)
  • No. 5 – Virginia Beach-Chesapeake-Norfolk, Virginia ($22,314)
  • No. 6 – Atlanta-Sandy Springs-Roswell, Georgia ($22,470)
  • No. 7 – Houston-Pasadena-The Woodlands ($22,605)
  • No. 8 – Richmond, Virginia ($22,658)
  • No. 9 – Louisville/Jefferson County, Kentucky ($23,270)
  • No. 10 – Dallas-Fort Worth-Arlington ($23,340)
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This article originally appeared on CultureMap.com.