Why its important to support student researchers, according to this Houston expert

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Students and faculty sponsors work in tandem to design and implement a research or scholarly project, and its important to support the student aspect of the equation. Graphic by Miguel Tovar/University of Houston

Do you remember the feeling you had the first time sitting at the wheel of a car? Were you overcome by the feeling of excitement, anticipation, fear, or perhaps a combination of them all? For many, obtaining a driver’s license is a rite of passage; a symbol that you are equipped with both the knowledge and skill of how to safely operate a motor vehicle. This achievement, however, would not have been made possible without the sacrifice of devoting hours to driver’s education and training under a supervisor.

Forging new paths

By the same token, college students who have dedicated years of study in various academic fields may also be ambivalent about conducting research. They will be in dire need of an experienced researcher’s guidance as they navigate down the unfamiliar road of academic research. It is their responsibility to help shape the student’s research interests and forge new paths.

By fostering student-led research, faculty sponsors can assist students by aligning their educational experiences with their career goals. This positions them for compelling careers in academic research.

Student at the wheel

Before a student can be placed in the driver’s seat of their own research protocol, they must be fully equipped with the right tools. If not, they will begin this journey without clear direction. Such was the case of several students at an unnamed university who conducted more than minimal risk studies without IRB approval.

The students started the protocol but were advised by their faculty sponsor that IRB approval wasn’t necessary before conducting research. One of the students rode in ambulances collecting data. They published their findings and even graduated before this was brought to the attention of the university’s Office of Compliance. This is a clear case of noncompliance and the severity of this issue is similar to driving a car without a license.

The Institutional Review Board (IRB) is the governing entity for human subject research. Their role isn’t primarily a research review process. It ensures that human subjects are treated ethically and that their rights are protected. This brought up issues of consent, confidentiality, and potential risk to human subjects and was an example of significant non-compliance.

Federal regulations and university policy mandate IRB approval for research involving human subjects. The requisite applies to faculty, staff and students. The availability of options may create more questions than answers when submitting their first student-led research protocol.

Mapping it out

The University of Houston has taken steps to manage research compliance and optimize student success. It established an Institutional Review Board that reviews only student-led protocols. It’s unique in that very few institutions have this sort of program available. In the two years since its inception, the program has become a transformative resource for both students and their faculty advisors.

Faculty and student protocols are typically grouped together. However, the UH Student IRB Program gives them a single point of contact for IRB-related concerns and individualized support.

The UH Office of Research Integrity and Oversight (RIO) has established an infrastructure to support student-led research through their pre-IRB review process. Students are encouraged to drop by to seek advice or brainstorm with a coordinator. Services, training and educational materials, such as the Faculty Sponsor Manual, are also available to support faculty sponsors.

The submission process can be pretty daunting. Kirstin Holzschuh, executive director of RIO, mentioned that students are unfamilar with the IRB requirements and process. As a result, their protocols would often be sent back for significant revisions. The pre-review system helps eliminate the possibility of their protocols getting stuck in the review process.

Representatives from this office regularly interface with the UH research community. They travel to various colleges and departments across campus and guest lecture on the IRB submission process. They also talk about the ethics of conducting research with human subjects.

Students and faculty sponsors work in tandem to design and implement a research or scholarly project. Therefore, it’s imperative to cultivate an environment where student researchers feel informed and supported by their advisors and the UH community.

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This article originally appeared on the University of Houston's The Big Idea. Nitiya Spearman, the author of this post, is the internal communications coordinator for the UH Division of Research.

To err is human, after all. Graphic by Miguel Tovar/University of Houston

University of Houston: Navigating non-compliance and human error in research

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To comply is to obey, or conform to instruction or official requirements. In a perfect world, research non-compliance wouldn’t occur and following the rules would be a behavioral norm. But the reality is, to err is human.

To err is human

Often times the judgement of our own, and others, poor decision-making is rooted in the innate tendency to view things in black or white – categorizing behaviors as either right or wrong, good or bad, thus deeming them as either ethical or unethical.

But this way of thinking often conflicts with the gray world in which we exist. So what happens when research decisions land somewhere in the moral gray area?

Before answering, here are two situations to consider that involve the over-enrollment of research participants:

Case 1:
The IRB has approved a survey for 40 subjects. The PI realizes after the survey has been open for several weeks that she forgot to set a participant limit within the survey program and 60 subjects have completed the survey.

Case 2:

A study involving a new drug to control diabetes symptoms is approved to enroll 30 participants. The study doctor thinks the drug may be beneficial, so she continues enrolling, for a total of 80 subjects.

The devil is in the details

Why is over-enrollment of subjects considered non-compliance?

Many institutions have agreed, within their assurance to the U.S. Department of Health and Human Services (HHS), to apply the Common Rule to all human subjects research, whether the research is funded or not.

The Common Rule regulations found at 45 CFR 46.109(a) and 45 CFR 46.111 (1) state that the IRB shall review and have authority to approve, require modifications in (to secure approval), or disapprove all research activities. This includes the maximum number of research .

And what must the IRB review?

Under the above regulatory requirements, the IRB must evaluate all instances of non-compliance.

In these cases of over-enrollment, the IRB must review the number of subjects over-enrolled and assess any potential effects on additional subjects and/or the research, as well as determine if the noncompliant data may be used for research purposes.

What UH IRB says about Case 1:

While over-enrollment in a survey seems low-risk, depending on the content of the survey questions, the IRB could determine the issue to be more serious, such as for a study collecting data related to illegal substance use or questions about traumatic events (legal or psychological harm). The IRB must ensure that risks to subjects are minimized; only the number of subjects needed to statistically justify the research are approved. Depending on the number of subjects over-enrolled and the time period over which they participated, the non-compliance could also be considered continuing.

What UH IRB says about Case 2:

Investigational drug studies often pose more than minimal risk of harm to subjects. In these studies, it is even more critical to ensure that additional subjects are not exposed to potential harms without scientific justification

In a drug study, the PI may not continue a study based on opinion; the reason a physician is blinded to treatment assignment in many drug studies is to avoid potential bias.

Finding non-compliance: What can you do?

If the number of subjects enrolled exceeds the number approved by the IRB, a finding of non-compliance is justified. The IRB will review the numbers, the Principal Investigator’s reasons for over-enrollment and assess what procedures were conducted in these subjects. Often over-enrollment is inadvertent, however the committee also has the ultimate authority to determine whether the data may be used for research purposes.

Corrective actions, such as continuing education of the PI and/or study team to ensure this issue does not occur again in the future, are often required. In the most serious cases, the IRB may suspend or terminate approval.

If the non-compliance rises to the level of being serious (harms or has the potential to harm subjects or others) and/or continuing in nature, it must be reported to federal oversight agencies such as the Health and Human Services Office for Human Research Protections (OHRP) and the FDA. These agencies ensure that the institution is monitoring for these activities and puts appropriate fixes in place.

The importance of intetrity

Non-compliant research can be due to inadvertent errors or deliberate acts of noncompliance. The results could be the same. Human subjects could be harmed. Funding and reputation at an institution conducting research could be negatively affected. In times of reduced federal funding for basic research, there are direct financial costs to the agencies when funds and resources are misused.

The responsibility of ensuring that research protocols are adhered to rests upon the shoulders of the researchers involved.

If you were a member on the IRB, what would you consider to be appropriate consequences for the PI in these situations?

It’s important to note that non-compliance, whether it’s a “little white lie/inadvertent error” or a deliberate violation of the approved protocol can undermine the integrity of both the research process and the academic research enterprise.

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This article originally appeared on the University of Houston's The Big Idea. Nitiya Spearman, the author of this post, is the internal communications coordinator for the UH Division of Research.

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AI-powered Houston startup helps restaurants boost customer loyalty

order up

It’s no secret that restaurant trends move fast and margins run thin. And with the proliferation of platforms like Uber Eats, DoorDash and Easy Cater, customer loyalty is fleeting.

The solution?

How about an AI-powered restaurant technology platform that helps restaurant brands cut back on third-party platforms in favor of driving direct discovery, conversion and loyalty?

Enter Saivory. Founded in 2025 by Stephen Klein, a software investor, and Fajita Pete’s restaurateur Hugh Guill, the Houston-based startup aims to help eateries better understand and activate guest behavior across digital channels as AI increasingly reshapes how consumers discover and engage with brands.

In less than a year, Saivory has partnered with Shipley Do-Nuts and Fajita Pete’s to bring AI-powered ordering to life.

“With Saivory, we were able to answer the question of, ‘what if the ordering process could be reduced to a single step, where customers simply tell us what they want and AI takes care of the rest?’” Klein tells InnovationMap.

The Houston-based startup made such an immediate impact that it was selected as a semi-finalist during Start-Up Alley at MURTEC, the restaurant industry’s leading technology conference, which took place last month in Las Vegas.

“Houston is a great hub for technology innovation, and we were proud to represent the city at MURTEC this year,” says Klein. “We didn’t win, but we were able to talk about some of the work that we have existing in the market for clients right now and a little bit about what we’re working on in the future.”

In the current restaurant technology ecosystem, the third-party aggregators own the customer attention that brings volume to restaurants, while also taking big commissions and having control over the end relationships with the customer.

That can often make it difficult for restaurants to grow loyalty and repeat business from customers. Saivory aims to level the playing field for restaurants, helping them stay more connected to their customers.

Take Saivory’s recent application with Shipley’s Do-Nuts, for example.

Saivory powered the donut giant’s AI-ordering and launched Shipley's website and mobile app to support its over 300 locations in Texas alone.

Shipley’s new AI-powered assistant helps users create personalized order recommendations based on individual or group preferences. And unlike standard chatbox features, the new assistant makes custom recommendations based on multiple customer factors, including budgetary habits, individual flavor preferences and order size. It can also be used for large catering orders.

“They're seeing more traffic to the site and they're seeing when customers use our AI-enabled flows,” Klein says. “And they're seeing higher basket sizes, bigger tickets, by about 25 percent.”

Klein says Saivory’s technology helps strengthen first-party digital relationships, reduce friction and cart abandonment, improve average order value, and delivers personalized, efficient experiences.

“It’s a win-win: the customer gets the right order quickly, while the restaurant gets a bigger margin,” he adds.

Additionally, the technology makes it easier for restaurants to share rewards, loyalty and discounts, ultimately growing more direct traffic and making restaurants less reliant on third-party delivery apps.

Next up for Saivory is adding new components to its platform to enhance the relationship between restaurant and customer, as well as technology around making it easier for restaurants to get found on Google.

“A lot of people are still searching for the best donuts near me,” Klein says. “Or what’s the best Mexican food near me? Customers will increasingly move to AI, where they’re going to ask where they should eat dinner and expect it to just order them dinner. They will eventually expect the technology to know how to do that. So that’s what we’re driving at.”

Houston leads U.S. in population growth for 2025, Census says

Boomtown

Imagine that the Houston metro area swallowed a city the size of Pearland in just one year. That’s essentially what happened from 2024 to 2025, with the Houston metro ranking first in the U.S. for population growth based on the number of people.

New estimates from the U.S. Census Bureau show the 10-county Houston metro added 126,720 residents from July 1, 2024, to July 1, 2025. That’s just shy of Pearland’s roughly 133,000-resident tally.

To calculate population, the Census Bureau counts births, deaths, new residents, and moved-away residents.

Region’s population approaches 8 million

On July 1, 2025, the Houston metro’s population hovered slightly above 7.9 million, up 1.6 percent from the same time in 2024. In the very near future, the region’s population should break the eight million mark.

This follows massive growth in the past 20 years. From 2005 to 2025, the region’s population soared by 39 percent. By comparison, the growth rate from 2021 to 2025 sat at nine percent.

A forecast from the Texas Demographics Center indicates that under a middle-of-the-road scenario, the Houston metro’s population will reach nearly 8.5 million in mid-2030 and more than 9.5 million in mid-2040.

Dan Potter, director of Rice University’s Houston Population Research Center, attributes much of the region’s population surge to people moving to the area from outside the U.S. In Harris County, this means a combination of military personnel returning home, people living or working overseas coming back to the U.S., and immigrants relocating to the U.S., he tells CultureMap.

But Harris County fell short from 2024 to 2025 when it comes to people moving here from elsewhere in the U.S., according to Potter. Counties surrounding Harris County benefited from that trend, drawing new residents who preferred to settle in the suburbs.

“The incredible pull and attraction of the Houston area is its economy, its people, and its affordability, and the significant growth that was observed in 2024 and again in 2025 speaks to the magnetism of the region,” Potter says. “That pull to Houston is too strong to be turned off overnight.”

Cooling economy and immigration shifts slow down growth

Whether looking at urban or suburban places, population growth in the Houston area slowed in 2025 and appears to be slowing even more this year, Potter says.

“A cooling economy and changes to immigration policy are a one-two combination that could knock out the region’s population growth,” says Potter, citing the region’s addition of a less-than-expected 14,800 jobs in 2025 as an example.

Weaker population growth may not be felt evenly across the metro area, according to Potter.

A continuing influx of people from Houston to outlying counties such as Brazoria, Fort Bend, Liberty, Montgomery, and Waller could curb growth in Harris County, Potter said. Why? If the number of people arriving from other other countries flattens or even drops, then there could be “doughnut-style population growth for the next few years, where Harris County and Houston see declines while the suburban counties see an increase.”

Harris County represents 40 percent of region’s population lift

Houston-anchored Harris County accounted for almost 40 percent of the region’s population spike from 2024 to 2025. In one year, Harris County grew by 48,695 residents, or 1 percent, pushing its population past five million. That increase put Harris County in first place for numeric growth (rather than percentage growth) among all U.S. counties.

From 2020 to 2025, Harris County’s growth rate was 6.6 percent. It remains the country’s third largest county based on population, behind Southern California’s Los Angeles County and Illinois’ Chicago-anchored Cook County.

Harris County is on track to surpass Cook County in size in the near future. As of July 1, 2025, a nearly 150,000-resident gap separated population-losing Cook County and fast-growing Harris County.

The Texas Demographics Center predicts Harris County’s population will be 5.37 million in mid-2030 and just short of six million in mid-2040.

Suburban counties see significant population gains

Harris County isn’t the only county in the area that experienced a growth spurt from 2024 to 2025:

  • Waller County’s population climbed 5.69 percent, winding up at 69,858. Its growth rate ranked second among U.S. counties.
  • Liberty County’s population rose 4.4 percent to 121,364, putting its growth rate in eighth place among U.S. counties.
  • Montgomery County gained 30,011 residents, with its population landing at 781,194. That placed it at No. 4 among U.S. counties for numeric growth.
  • Fort Bend County picked up 24,163 residents, arriving at a total of 975,191 and positioning it at No. 8 among U.S. counties for numeric growth. Fort Bend County, the region’s second largest county based on population, is projected to break the one million-resident mark by July 2030, according to the Texas Demographics Center.

“Lower mortgage rates from 2009 to 2022 and the rise of remote work have made suburban housing more attractive, especially for families seeking affordability,” Pramod Sambidi, the Houston-Galveston Area Council’s assistant director of data analytics and research, said last year. “Additionally, suburban areas are seeing more multifamily developments than before the pandemic.”

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This article originally appeared on CultureMap.com.

5 Houston-area companies named among world's most innovative for 2026

In The Spotlight

Led by Conroe-based Hertha Metals, five organizations in the Houston area earned praise on Fast Company’s list of the World’s Most Innovative Companies of 2026.

Hertha Metals ranked No. 1 in the manufacturing category.

Last year, Hertha unveiled a single-step process for steelmaking that it says is cheaper, more energy-efficient and just as scalable as traditional steel manufacturing. It started testing the process in 2024 at a one-metric-ton-per-day pilot plant.

At the same time, Hertha announced more than $17 million in venture capital funding from investors such as Breakthrough Energy, Clean Energy Ventures, Khosla Ventures, and Pear VC.

“We’re not just reinventing steelmaking; we’re redefining what’s possible in materials, manufacturing, and national resilience,” Laureen Meroueh, founder and CEO of Hertha, said at the time.

Meroueh was also recently named to Inc. Magazine's 2026 Female Founders 500 list.

Hertha, founded in 2022, says traditional steelmaking relies on an outdated, coal-based multistep process that is costly, and contributes up to 9 percent of industrial energy use and 10 percent of global carbon emissions.

By contrast, Hertha’s method converts low-grade iron ore into molten steel or high-purity iron in one step. The company says its process is 30 percent more energy-efficient than traditional steelmaking and costs less than producing steel in China.

Last year, Hertha said it planned to break ground in 2026 on a plant capable of producing more than 9,000 metric tons of steel per year. In its next phase, the company plans to operate at 500,000 metric tons of steel production per year.

Here are Fast Company’s rankings for the four other Houston-area organizations:

  • Houston-based Vaulted Deep, No. 3 in catchall “other” category.
  • XGS Energy, No. 7 in the energy category. XGS’ proprietary solid-state geothermal system uses thermally conductive materials to deliver affordable energy anywhere hot rock is located. While Fast Company lists Houston as XGS’ headquarters, and the company has a major presence in the city, XGS is based in Palo Alto, California.
  • Houston-based residential real estate brokerage Epique Realty, No. 10 in the business services category. Epique, which bills itself as the industry’s first AI brokerage, provides a free AI toolkit for real estate agents to enhance marketing, streamline content creation, and improve engagement with clients and prospects.
  • Texas A&M University’s Nanostructured Materials Lab in College Station. The lab studies nano-structured materials to make materials lighter for the aerospace industry, improve energy storage, and enable the creation of “smart” textiles.
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This article first appeared on our sister site, EnergyCapitalHTX.com.

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