Op-Ed: How tech can help keep health care workers safe

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According to a report from National Nurses United, 81.6 percent of nurses said they experienced workplace violence in 2023.

Ask any healthcare worker, and they will have their own story of workplace violence. In the early years of my career, I narrowly missed encountering a gunman in the hospital ER solely because I forgot something and had to return upstairs. While tragedy was avoided in my case, too often, it is not. Such incidents are not isolated; in fact, they are becoming disturbingly common.

According to a report from National Nurses United, 81.6 percent of nurses said they experienced workplace violence in 2023.

As a physician, providing excellent patient care has always been my priority; however, any type of workplace violence disrupts quality care. When the supposedly safe spaces of healing and learning become targets, we must look at ways beyond hardening the exteriors to help prevent such violence within buildings.

For our healthcare systems, the answer may lie within our schools.

Since we lost our daughter and 16 of her classmates and staff at Marjory Stoneman Douglas High School in Parkland, Florida, six years ago, my wife and I have been advocating for enhanced school safety measures for classrooms across the nation.

Seven states have passed Alyssa's Law, named for our daughter, which requires the installation of wearable panic alarm technology in education settings. These alarms, which instantly link every classroom to emergency personnel while also providing mass communication to all staff, serve as a lifeline in times of crisis. These wearable panic alarms are not just outfitted for classrooms: they can be utilized in any workplace setting, including a healthcare system.

Despite their difference in purpose, healthcare facilities and schools share the unique properties of community spaces. Healthcare facilities are safe havens for those who need healing and rest within our community. No one should fear for their safety going to the doctor. Just as lawmakers have rethought and revised school safety requirements, they should do the same for healthcare facilities. Wearable safety technology has emerged as a formidable solution to this pressing issue.

Wearable, mobile duress badge technology is tailor-made for the unique challenges faced by healthcare workers. It is discrete, easy to use, and can be customizable for each healthcare campus. Some duress badge providers have technology that equips nurses, doctors and staff with badges that display their location and the ability to signal the level of emergency with a push of a button. They can use one badge for all campuses within a healthcare system, and they do not have to wait to get in touch with a hospital operator to “sound the alarm” or risk escalating a situation by lunging for a wall-mounted panic button.

Mobile panic alarms offer a nuanced and efficient response mechanism. Whether a minor incident or a life-threatening crisis, healthcare professionals can instantly summon help, ensuring a swifter and more coordinated response.

Texas was one of the first states to take on this alarming trend of workplace violence by passing SB240 last session, mandating facilities to establish a workplace violence prevention plan. Similar legislation is playing out in other states, becoming a nationwide movement.

I know healthcare facilities' budgets are tight these days with unprecedented rising costs of care and lower reimbursement rates. Still, through my personal journey in advocating for safety improvements in our educational institutions, I have learned one thing: you must invest in the future.

The adoption of wearable panic alarms is not just a security upgrade; it's a commitment to the well-being of those who dedicate their lives to provide healing and care. It's about protecting our community spaces. Like any other, the healthcare environment should be a sanctuary, free from the fear of violence. As Alyssa’s Law gains traction nationally, the spotlight now turns to healthcare facilities to embrace this critical technology.

Time, as we know too well, equals life. Swift action can be the difference between tragedy and survival. Investing in wearable panic alarm technology is an investment in our healthcare workforce's safety, resilience, and mental well-being. As we advocate for students to have a safe place to thrive, I am doing the same for healthcare places. The time has come to make our healthcare facilities safe.

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Dr. Ilan Alhadeff is the father of Alyssa Alhadeff, a victim of the February 14, 2018, school shooting at Marjory Stoneman Douglas High School, and co-founder of Make Our Schools Safe, a 501(c)(3) nonprofit organization dedicated to improving school safety.

The opportunities to reach and empower underserved populations to participate in the health care workforce are limitless. Photo via Getty Images

Op-Ed: Removing barriers is critical for the future of Houston's health care workforce

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Houston houses one of the most renowned medical communities in the world. However, Texas' current health care workforce shortage has severely impacted the city, with large swaths of the Gulf Coast Region deemed medically underserved. Thousands of Houstonians are impacted year after year due to the lack of access to life-saving medical care.

The obvious solution to this problem is to form a pipeline of health care workers by equipping students with the necessary skills and education to fill this gap. Sadly, many individuals who lack opportunity yet aspire to pursue a career in the health care industry face barriers related to childcare, transportation, mentorship gaps and life's unexpected circumstances.

Dwyer Workforce Development (DWD), a national health care training nonprofit, has recently expanded its footprint to Texas and has joined Houston Community College (HCC), one of the largest community colleges in the country, to provide life-changing support and create a pipeline of new health care workers, many who come from underserved areas.

Last year, our organizations launched the Dwyer Scholar Apprenticeship program, which is actively enrolling to combat the health care shortage and bring opportunities to those lacking. Working together, we are supporting apprentices each year to earn their Certified Nurse Aide (CNA) certificates, where students can choose a Phlebotomy or EKG specialization, helping our city meet the demand for one of the most essential and in-demand jobs in health care each year. Our program will help address Texas' loss of 36 percent of its CNAs over the past decade while providing gateways for highly motivated students—Dwyer Scholars—to thrive in long-term health care careers.

We know financial barriers prevent many potential health care workers from obtaining the certifications needed to enter the workforce. That's why we are bringing our innovative programs together, enabling Scholars to earn while they learn and opening doors for those who do not have the financial luxury of completing their training in a traditional educational atmosphere.

After enrollment, DWD continues to provide case management and additional financial support for pressures like housing, childcare, and transportation so Scholars don't have to put their work before their education. Scholars are placed with employers during the program, where they complete their apprenticeships and begin full-time employment following graduation.

The Texas Workforce Commission has identified apprenticeship programs as a key area for expansion to meet employer demand for skilled workers. Through our partnership, we are doing just that – and the model is proven. More than 85 percent of DWD Scholars in Maryland, where the program was established, have earned their certificates and are now employed or on track to begin their careers.

Our work doesn't end here. Over the next decade, Texas will face a shortage of 57,000 skilled nurses. Texas must continue to expand awareness and access to key workforce training programs to improve outcomes for diverse needs. Our organizations are working to vastly expand our reach, making the unattainable attainable and helping to improve the lives and health of our community.

No one's past or present should dictate their future. Everyone deserves access to health care, the ability to further their education and the chance to set and achieve life goals. The opportunities to reach and empower underserved populations to participate in the health care workforce are limitless.

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Barb Clapp is CEO of Dwyer Workforce Development, a nonprofit that supports individuals who aspire to pursue a career in the health care industry. Christina Robinson is the executive director for work-based learning and industry partnerships at Houston Community College.

What can hospital systems do to combat climate change? A lot, according to a new report from the Center for Houston's Future. Photo via Getty Images

New report calls for Houston health care community to take action amid climate change

time for action

A new report underscores an “urgent need” for health care systems in the Houston area to combat climate change and avoid an environmental “code blue.”

“By adopting collaborative strategies and leveraging technological innovations, health care providers can play a pivotal role in safeguarding the health of Houston’s residents against the backdrop of an evolving climate landscape,” says the report, published by the Center for Houston’s Future.

Among the report’s recommendations are:

  • Advocate for policies that promote decarbonization.
  • Create eco-friendly spaces at hospitals and in low-income communities, among other places.
  • Recruit “champions” among health leaders and physicians to help battle climate change.
  • Establish academic programs to educate health care professionals and students about climate health and decarbonization.
  • Bolster research surrounding climate change.
  • Benchmark, track, and publish statistics about greenhouse gas emissions “to foster accountability and reduce environmental impacts of the health care sector.” The report notes that the U.S. health care sector emits 8.5 percent of the country’s greenhouse gases.

“By embracing collaborative strategies, acting with urgency and implementing sustainable practices, our region’s health care providers can play a pivotal role in creating a healthier, more resilient Houston,” says Brett Perlman, outgoing president and CEO of the Center for Houston’s Future. “If we work together, given all the collective wisdom, resources and innovation concentrated in our medical community, we can tackle the challenges that are confronting us.”

The report highlights the threat of climate-driven disasters in the Houston area, such as extreme heat, floods, and hurricanes. These events are likely to aggravate health issues like heatstroke, respiratory illnesses, cardiovascular diseases, and insect-borne diseases, says the report.

St. Luke’s Health, a nonprofit health care system with 16 hospitals in the Houston area and East Texas, provided funding for the report.

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This article originally ran on EnergyCapital.

Researchers at Baylor College of Medicine’s Human Genome Sequencing Center have trained an AI assistant to explain genetic test results to patients. Photo via Getty Images

Houston researches tap into GenAI for communicating genetic test results

hi, tech

Artificial intelligence in the health care setting has a lot of potential, and one Houston institution is looking into one particular use.

Researchers at Baylor College of Medicine’s Human Genome Sequencing Center have trained an AI assistant to explain genetic test results to patients. According to findings published in the Journal of the American Medical Informatics Association (JAMIA), the team has developed generative AI to understand and interpret genetic tests. They have also tested its accuracy against Open AI’s ChatGPT 3.5.

“We created a chatbot that can provide guidance on general pharmacogenomic testing, dosage implications, and the side effects of therapeutics, and address patient concerns,” explains first author Mullai Murugan in a press release. Murugan is director of software engineering and programming at the Human Genome Sequencing Center. “We see this tool as a superpowered assistant that can increase accessibility and help both physicians and patients answer questions about genetic test results.”

The initial chatbot training specifically targeted pharmacogenomic testing for statins, meaning a patient’s potential response to cholesterol-lowering drugs, as dictated by genetics.

Murugan explains why they decided to create their own chatbot in the key publication on statin pharmacogenomics was published in May 2022, four months after the training cutoff date for ChatGPT 3.5 in January 2022. Alternatively, her team’s technology uses Retrieval Augmented Generation (RAG) and was trained on the most recent guidelines.

How did the two AI assistants compare? Four experts on cardiology and pharmacogenomics rated both chatbots based on accuracy, relevancy, risk management, and language clarity, among other factors. Though the AI scored similarly on language clarity, Baylor’s chatbot scored 85 percent in accuracy and 81 percent in relevancy compared to ChatGPT’s 58 percent in accuracy and 62 percent in relevancy when asked questions from healthcare providers.

“We are working to fine-tune the chatbot to better respond to certain questions, and we want to get feedback from real patients,” Murugan says. “Based on this study, it is very clear that there is a lot of potential here.” Nonetheless, Murugan emphasized that there is much work still to be done before the program is ready for clinical applications. That includes training the chatbot to explain results in the language used by genetic counselors. Funds from the NIH’s All of Us Research Program helped to make the research possible.

Ayse McCracken, founder of Ignite Healthcare Network, joins the Houston Innovators Podcast to discuss how she's growing her impact on female health tech founders. Photo via LinkedIn

Houston health tech leader to expand accelerator to continue connecting female founders

HOUSTON INNOVATORS PODCAST EPISODE 203

With a decades-long career in health care, Ayse McCracken's most recent professional chapter has been laser focused on finding, supporting, and accelerating female-founded startups in health tech with her nonprofit, Ignite Healthcare Network.

Originally founded in 2017 as a pitch competition, Ignite has evolved to become an active and integral program for female health tech entrepreneurs. Ninety-one founders have graduated from Ignite and gone on to raise over $550 million in funding for their ventures. Currently, Ignite has 19 women in its 2023 cohort, which concludes November 9 with the annual Fire Pitch competition.

"Having an impact in the health care industry and finding solutions is important to me," McCracken says of her passion for Ignite on this week's episode of the Houston Innovators Podcast. "The second aspect of that is there are so many women in health care, and yet you don't see them in leadership roles."

With Ignite, McCracken is actively seeking out these potential female leaders, and giving them the support — through mentorship, programming, and networking opportunities — they need to grow their business.

Each year, McCracken explains, she's pushing the envelope with what she can accomplish with Ignite. This year, she hosted a new event in Dallas to reach female founders there, and coming soon, Ignite will launch a platform that will extend its relationship with its founders and keep them looped in with potential customers, mentors, investors, and more.

"We're in the process of building our own platform that continues to connect our ecosystem so that we're not just an episode in the journey of an entrepreneur, but that we have the ability to help them along their path," McCracken says. "That path is a rollercoaster for a variety of reasons — whether it's gender or market related — and if we help to provide a community that can provide support for companies that have promise, our goal is to, over time, triple the money that female entrepreneurs are getting."

But McCracken says she wants Ignite to do more than just find investors for her network of founders.

"Success to me isn't just getting people an early stage investment," she explains. "Success to me is getting companies that actually commercialize, get their products in the market, and that they are actually making an impact on health wellbeing, patients, and so forth."

McCracken shares more about the future of Ignite on the podcast. Listen to the interview here — or wherever you stream your podcasts — and subscribe for weekly episodes.

As the health care industry continues to evolve, experience management technology will play an increasingly important role in addressing health equity gaps and improving the health and well-being of patients across the globe. Photo via Getty Images

Houston expert: How technology can be used to bridge the health equity gap

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Progressively over the last decade, the health care industry has become increasingly aware of the role that social determinants of health play in the health outcomes of patients.

Social determinants of health, or SDOH, are the conditions in which people are born, grow, live, work, and age, and they have a significant impact on a person's health and well-being. Examples of SDOH include income, education level, housing, and access to healthy food.

One of the key challenges facing health care organizations and providers is how to address health equity gaps, which are the differences in health outcomes between different populations. Health equity gaps are often caused by social determinants of health, and they can be particularly pronounced among vulnerable populations such as low-income communities, racial and ethnic minorities, and those living in rural areas.

Experience management technology has emerged as a powerful tool for addressing these equity gaps. This technology uses feedback, behaviors, and other relevant SDOH data in order to understand the unique needs of different populations and develop targeted interventions to improve their health outcomes.

One of the key ways that experience management technology can help decrease health equity gaps is by segmenting populations by social determinants of health. By collecting data on patients' demographics, such as their age, race, income, and education level, health care organizations can gain a better understanding of the SDOH that are most relevant to each population. This information can be used to develop personalized actions that address the specific needs of each population, rather than relying on a one-size-fits-all approach.

For example, health care organizations could use experience management technology to gather feedback from patients on their access to healthy food. By segmenting the patient population by zip code, health care organizations could identify patients in rural areas who do not have easy access to quality care facilities and providers. These patients could then be targeted with interventions such as transportation assistance programs or care coordination programs, which could help address their specific needs.

In addition to segmenting populations by social determinants of health, experience management technology can also help health care organizations gather insights into patient behaviors. By integrating data on patients' health behaviors, such as adherence to treatment or missed appointments, health care organizations can develop targeted interventions that encourage healthy behaviors.

For example, health care providers could use experience management technology to collect data on patients' treatment habits. Patients who report low adherence to treatment could be targeted with interventions such as treatment education programs or care coaching, which could help them develop healthier habits over time.

Finally, experience management technology can help health care organizations gain insight into their patient’s end to end journey. By integrating data from multiple sources, such as electronic health records, patient feedback, and social determinants of health data, health care organizations can develop a more comprehensive understanding of patients' health needs and brand expectations. This unified illustration allows health care organizations to improve business outcomes such as lower readmission rates, and create loyal patients that will refer their friends and family in the most important and sensitive moments in their lives.

In conclusion, experience management technology has emerged as a powerful tool for addressing health equity gaps by segmenting populations by social determinants of health, understanding and acting on their unique needs through feedback, behaviors, and dynamic integrations. By leveraging this technology, health care organizations can develop unique solutions that improve the health outcomes of vulnerable populations, such as low-income communities, racial and ethnic minorities, and those living in rural areas.

As the health care industry continues to evolve, experience management technology will play an increasingly important role in addressing health equity gaps and improving the health and well-being of patients across the globe.

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Ariel Jones is the head of health care provider solution strategy for Qualtrics XM, an American Experience Management company providing software solutions for customer and employee experience.

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Texas still ranks as No. 1 in U.S. for inbound moves, but growth dips

by the numbers

Texas continues to be the country’s No. 1 magnet for newcomers from other states, giving a boost to the state’s economy. However, Texas’ appeal weakened in 2024 compared with the previous year, due in large part to spiking home prices.

An analysis of U.S. Census Bureau data by self-storage platform StorageCafe shows Texas saw net interstate migration of 76,000 people in 2024. Texas’ net interstate migration dropped nearly 50 percent from 2023, according to the analysis. Net migration refers to the number of incoming residents minus the number of outgoing residents.

California remained the top source of newcomers for Texas, sending nearly 77,000 residents to the Lone Star State in 2024, the analysis says. Florida ranked second, followed by New York, Colorado and Illinois.

“These trends reveal Texas’ continued pull from both high-cost coastal markets and other large Sun Belt states, resulting in a mix of affordability-driven and job-driven relocation,” StorageCafe says.

Putting a damper on the influx of new residents: a roughly 124 percent surge in Texas home prices over the past decade, according to StorageCafe.

“While the state remains significantly more affordable than California, its top feeder state, the once-wide pricing gap has narrowed,” says StorageCafe. “For many movers, Texas is still a relative bargain, but no longer an undisputed one.”

Nonetheless, Texas keeps attracting young, highly educated people, which bodes well for the state’s long-term economic outlook, StorageCafe says. More than half of new arrivals to Texas in 2024 held at least a bachelor’s degree, and the age of newcomers averaged 32.

Where are most of these young, highly educated newcomers settling?

Lloyd Potter, former Texas state demographer, tells StorageCafe that population growth in Texas is happening most rapidly in suburban “ring counties” at the expense of slowing growth in urban cores. Ring counties are on the outskirts of major metro areas.

“Many people are moving from urban cores to suburban rings seeking lower costs, newer housing, better schools, and more space,” Potter says. “Typically, a move to a suburban county will be within commuting or hybrid‑commuting distance of major metro economies.”

Artemis II makes historic call to space station with help from Houston Mission Control

History in the making

Still aglow from their triumphant lunar flyby, the Artemis II astronauts made more history Tuesday, April 7: calling their friends aboard the International Space Station hundreds of thousands of miles away as they headed home from the moon.

It was the first moonship-to-spaceship radio linkup ever. NASA's Apollo crews had no off-the-planet company back in the 1960s and 1970s, the last time humanity set sail for deep space.

"We have been waiting for this like you can’t imagine,” Artemis II commander Reid Wiseman called out.

For Christina Koch on Artemis II and Jessica Meir aboard the space station, it marked a joyous space reunion despite being 230,000 miles (370,000 kilometers) apart. The two teamed up for the world's first all-female spacewalk in 2019 outside the orbiting lab.

Koch told her “astro-sister” that she'd hoped to meet up with her again in space “but I never thought it would be like this — it's amazing.”

“I'm so happy that we are back in space together,” Meir replied, “even if we are a few miles apart.”

Houston's Mission Control arranged the cosmic chitchat between the four lunar travelers and the space station's three NASA and one French residents.

Koch described being awe-struck by not just the beauty of Earth, “but how much blackness there was around it.”

“It just made it even more special. It truly emphasized how alike we are, how the same thing keeps every single person on planet Earth alive,” she told the space station crew. “The specialness and preciousness of that really is emphasized” when viewing the home planet from the moon.

By late Tuesday afternoon, the Artemis II astronauts had beamed back more than 50 gigabytes' worth of pictures and other data from the previous day's lunar rendezvous, which set a new distance record for humanity. The highlight: an Earthset photo reminiscent of Apollo 8's Earthrise shot from 1968.

"While they are inspirational and, I think, allow all of us to really feel a little bit of what they were feeling, there's also a lot of science hidden inside of those images," said Mission Control's lead lunar scientist Kelsey Young. “The conversations and the science lessons learned are just beginning."

During a debriefing with Young, the astronauts recounted how they spotted a cascade of pinpricks of light on the lunar surface from impacting cosmic debris. The flashes lasted mere milliseconds and coincided by chance with Monday evening's total solar eclipse.

Young said it was too soon to know whether the crew witnessed an actual meteor shower or more random, run-of-the-mill micrometeoroid hits. Either way, there were “audible screams of delight” in the science operations center, she said.

Koch described being awe-struck by not just the beauty of Earth, “but how much blackness there was around it.”

“It just made it even more special. It truly emphasized how alike we are, how the same thing keeps every single person on planet Earth alive,” she told the space station crew. “The specialness and preciousness of that really is emphasized” when viewing the home planet from the moon.

The first lunar explorers since Apollo 17 in 1972, Wiseman and his crew are aiming for a splashdown off the San Diego coast on Friday to wrap up the nearly 10-day test flight. The recovery ship USS John P. Murtha left port Tuesday for the target zone.

It sets the stage for next year's Artemis III, a lunar lander docking demo in orbit around Earth. Artemis IV will follow in 2028 with two astronauts attempting to land near the lunar south pole.

As for the Orion capsule’s pesky potty, Mission Control assured the astronauts that no maintenance was required Tuesday. The toilet has been on-and-off limits to the crew ever since last week’s launch, prompting them to rely on a backup bag-and-funnel system for urinating.

NASA Administrator Jared Isaacman told the crew following the lunar flyby Monday night: “We definitely have to fix some of the plumbing” ahead of the next Artemis mission. Engineers suspect a clogged filter in the overboard flushing system.

Aside from the toilet and other relatively minor matters, the mission has gone well, Isaacman noted at a news conference Tuesday, “but I'll breathe easier when we get through reentry and everybody's under chutes and in the water.”

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.”

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