VR training startup, HTX Labs, recently brought on Houston-based Solvay GBU Peroxides North America as a client. Trainees can work on a digitized version of the plant that looks as real as could be. Courtesy of HTX Labs

Many employers are doing reality checks when it comes to workplace training. They're wondering how they can better train their workers. But they're realizing that traditional training can be dull and even unproductive, so they're enlivening and enriching their training through virtual reality.

Houston-based startup HTX Labs LLC is one of the tech companies at the forefront of the VR-infused modernization of workplace training. Among its customers are the United States Air Force, Mastercard, Rackspace, and Houston-based Solvay GBU Peroxides North America, a maker of hydrogen peroxide.

For the Air Force, HTX Labs creates software that provides immersive training for pilots on how to deal with emergency procedures in the air and on the ground. This is something that traditionally has been carried out only with expensive simulators. Mastercard and Rackspace rely on HTX Labs' technology to teach employees — through VR-generated replicas of actual workspaces — how to handle active-shooter situations, workplace violence, and fires.

Solvay turned to the company for VR-propelled help with training workers about loading and unloading hazardous materials and other aspects of maintaining safety around potentially dangerous chemicals. HTX Labs and Solvay will jointly resell their VR-based courses to other companies, says Scott Schneider, founder and CEO of HTX Labs.

At its core, the company's VR training zeroes in on the trainee, providing engaging, interactive experiences that stress "learning by doing," Schneider says.

Training programs that have been around for decades are "designed for trainers, not necessarily for trainees," he says.

"A PowerPoint presentation, a YouTube video — it's all about the message the trainer wants to convey as opposed to 'Let's think about how people actually learn.' Studies show people learn by actively doing — active learning versus passive learning," Schneider continues. "We married that idea of active learning with virtual reality and immersive technology to deliver a learning experience that increases retention and the development of muscle memory."

In a VR-based training session, participants are equipped with VR headsets and are plunged into realistic environments where they're presented with scenarios in which they, for instance, pick up a fire extinguisher and put out a blaze, or they land or eject from a military jet that's experiencing a problem such as an engine fire.

Schneider says this type of interactive training helps participants boost the amount of information they remember. According to the Society for Human Resource Management, VR learners retain 75 percent of what they've been taught, compared with a 10 percent retention rate from reading or listening to a presentation.

"It's a much better way, a much more realistic way to learn," Schneider says.

Employers big and small are catching on to this kind of advanced training. According to Schneider, software produced by companies like HTX Labs allows employers to conduct training that:

  • Avoids unsafe real-life settings in favor of safe virtual settings.
  • Does not disrupt workplaces.
  • Reduces costs.

A CNBC article says the cost-saving aspect appeals to a number of employers like Boeing, UPS, and Walmart.

"Training facilities cost hundreds of thousands, if not millions, of dollars to build. Sending out-of-town employees to them racks up travel expenses. And the lost time for training is considerable," the article reads.

By comparison, a one-time investment in VR hardware and software — technology that can be used by many workers — might cost a couple of thousand dollars per employee.

"Most companies in the private sector are dipping their toes into it a bit, maybe doing some stuff internally," Schneider says of VR-based training. "But on a larger scale, there's not a lot of players doing exactly what we're doing."

Schneider envisions HTX Labs, which was founded in 2017, expanding into training centered on augmented reality and mixed reality.

For the uninitiated, VR refers to computer-generated 3D environments that you interact with and are immersed in, according to Live Science. AR superimposes sounds, images and text onto what you see in the real world, along the lines of "Minority Report" or "Iron Man," Live Science explains.

"Mixed reality is the result of blending the physical world with the digital world," according to Microsoft. "Mixed reality is the next evolution in human, computer, and environment interaction, and unlocks possibilities that before now were restricted to our imaginations."

No matter the type of technology, HTX Labs strives to "humanize training" by putting the student at the center of the learning experience, Schneider says.

For now, HTX Labs produces VR training software under the EMPACT brand name and teams up with hardware vendors to sell turnkey offerings.

Today, the company employs 12 people, all of whom are in Houston. Schneider would like to increase HTX Labs' headcount by 50 percent before the end of 2019. Also this year, Schneider hopes to raise its first round of outside capital, but only after HTX Labs secures more private and government contracts. And he doesn't rule out enlarging the company through M&A activity.

Overall, Schneider sees tremendous potential for HTX Labs, as pretty much any employer can benefit from VR training for its workers. VR training — already part of a multibillion-dollar VR market — is expected to be so pervasive, in fact, that software review website Capterra predicts one-third of small and midsize businesses in the U.S. will be piloting VR training of employees by 2021.

"VR is … being used to enhance employee training to give workers immersive 'learning by doing' opportunities they can't find in a classroom or online course," Capterra notes. "It's a revolution in an area that's historically been static and unengaging for workers."


The U.S. Air Force also uses HTX Labs' technologies to train for emergency response procedures.Courtesy of HTX Labs

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Houston startup debuts new drone for first responders

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Houston-based Paladin Drones has debuted Knighthawk 2.0, its new autonomous, first-responder drone.

The drone aims to strengthen emergency response and protect first responders, the company said in a news release.

“We’re excited to launch Knighthawk 2.0 to help build safer cities and give any city across the world less than a 70-second response time for any emergency,” said Divyaditya Shrivastava, CEO of Paladin.

The Knighthawk 2.0 is built on Paladin’s Drone as a First Responder (DFR) technology. It is equipped with an advanced thermal camera with long-range 5G/LTE connectivity that provides first responders with live, critical aerial awareness before crews reach the ground. The new drone is National Defense Authorization Act-compliant and integrates with Paladin's existing products, Watchtower and Paladin EXT.

Knighthawk 2.0 can log more than 40 minutes of flight time and is faster than its previous model, reaching a reported cruising speed of more than 70 kilometers per hour. It also features more advanced sensors, precision GPS and obstacle avoidance technology, which allows it to operate in a variety of terrains and emergency conditions.

Paladin also announced a partnership with Portuguese drone manufacturer Beyond Vision to integrate its Drone as a First Responder (DFR) technology with Beyond Vision’s NATO-compliant, fully autonomous unmanned aerial systems. Paladin has begun to deploy the Knighthawk 2.0 internationally, including in India and Portugal.

The company raised a $5.2 million seed round in 2024 and another round for an undisclosed amount earlier this year. In 2019, Houston’s Memorial Villages Police Department piloted Paladin’s technology.

According to the company, Paladin wants autonomous drones responding to every 911 call in the U.S. by 2027.

Rice research explores how shopping data could reshape credit scores

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More than a billion people worldwide can’t access credit cards or loans because they lack a traditional credit score. Without a formal borrowing history, banks often view them as unreliable and risky. To reach these borrowers, lenders have begun experimenting with alternative signals of financial reliability, such as consistent utility or mobile phone payments.

New research from Rice Business builds on that approach. Previous work by assistant professor of marketing Jung Youn Lee showed that everyday data like grocery store receipts can help expand access to credit and support upward mobility. Her latest study extends this insight, using broader consumer spending patterns to explore how alternative credit scores could be created for people with no credit history.

Forthcoming in the Journal of Marketing Research, the study finds that when lenders use data from daily purchases — at grocery, pharmacy, and home improvement stores — credit card approval rates rise. The findings give lenders a powerful new tool to connect the unbanked to credit, laying the foundation for long-term financial security and stronger local economies.

Turning Shopping Habits into Credit Data

To test the impact of retail transaction data on credit card approval rates, the researchers partnered with a Peruvian company that owns both retail businesses and a credit card issuer. In Peru, only 22% of people report borrowing money from a formal financial institution or using a mobile money account.

The team combined three sets of data: credit card applications from the company, loyalty card transactions, and individuals’ credit histories from Peru’s financial regulatory authority. The company’s point-of-sale data included the types of items purchased, how customers paid, and whether they bought sale items.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says.

The final sample included 46,039 credit card applicants who had received a single credit decision, had no delinquent loans, and made at least one purchase between January 2021 and May 2022. Of these, 62% had a credit history and 38% did not.

Using this data, the researchers built an algorithm that generated credit scores based on retail purchases and predicted repayment behavior in the six months following the application. They then simulated credit card approval decisions.

Retail Scores Boost Approvals, Reduce Defaults

The researchers found that using retail purchase data to build credit scores for people without traditional credit histories significantly increased their chances of approval. Certain shopping behaviors — such as seeking out sale items — were linked to greater reliability as borrowers.

For lenders using a fixed credit score threshold, approval rates rose from 15.5% to 47.8%. Lenders basing decisions on a target loan default rate also saw approvals rise, from 15.6% to 31.3%.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says. “This approach benefits unbanked applicants regardless of a lender’s specific goals — though the size of the benefit may vary.”

Applicants without credit histories who were approved using the retail-based credit score were also more likely to repay their loans, indicating genuine creditworthiness. Among first-time borrowers, the default rate dropped from 4.74% to 3.31% when lenders incorporated retail data into their decisions and kept approval rates constant.

For applicants with existing credit histories, the opposite was true: approval rates fell slightly, from 87.5% to 84.5%, as the new model more effectively screened out high-risk applicants.

Expanding Access, Managing Risk

The study offers clear takeaways for banks and credit card companies. Lenders who want to approve more applications without taking on too much risk can use parts of the researchers’ model to design their own credit scoring tools based on customers’ shopping habits.

Still, Lee says, the process must be transparent. Consumers should know how their spending data might be used and decide for themselves whether the potential benefits outweigh privacy concerns. That means lenders must clearly communicate how data is collected, stored, and protected—and ensure customers can opt in with informed consent.

Banks should also keep a close eye on first-time borrowers to make sure they’re using credit responsibly. “Proactive customer management is crucial,” Lee says. That might mean starting people off with lower credit limits and raising them gradually as they demonstrate good repayment behavior.

This approach can also discourage people from trying to “game the system” by changing their spending patterns temporarily to boost their retail-based credit score. Lenders can design their models to detect that kind of behavior, too.

The Future of Credit

One risk of using retail data is that lenders might unintentionally reject applicants who would have qualified under traditional criteria — say, because of one unusual purchase. Lee says banks can fine-tune their models to minimize those errors.

She also notes that the same approach could eventually be used for other types of loans, such as mortgages or auto loans. Combined with her earlier research showing that grocery purchase data can predict defaults, the findings strengthen the case that shopping behavior can reliably signal creditworthiness.

“If you tend to buy sale items, you’re more likely to be a good borrower. Or if you often buy healthy food, you’re probably more creditworthy,” Lee explains. “This idea can be applied broadly, but models should still be customized for different situations.”

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This article originally appeared on Rice Business Wisdom. Written by Deborah Lynn Blumberg

Anderson, Lee, and Yang (2025). “Who Benefits from Alternative Data for Credit Scoring? Evidence from Peru,” Journal of Marketing Research.

XSpace adds 3 Houston partners to fuel national expansion

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Texas-based XSpace Group has brought onboard three partners from the Houston area to ramp up the company’s national expansion.

The new partners of XSpace, which sells high-end multi-use commercial condos, are KDW, Pyek Financial and Welcome Wilson Jr. Houston-based KDW is a design-build real estate developer, Katy-based Pyek offers fractional CFO services and Wilson is president and CEO of Welcome Group, a Houston real estate development firm.

“KDW has been shaping the commercial [real estate] landscape in Texas for years, and Pyek Financial brings deep expertise in scaling businesses and creating long‑term value,” says Byron Smith, founder of XSpace. “Their commitment to XSpace is a powerful endorsement of our model and momentum. With their resources, we’re accelerating our growth and building the foundation for nationwide expansion.”

The expansion effort will target high-growth markets, potentially including Nashville, Tennessee; Orlando, Florida; and Charlotte and Raleigh, North Carolina.

XSpace launched in Austin with a $20 million, 90,000-square-foot project featuring 106 condos. The company later added locations on Old Katy Road in Houston and at The Woodlands Town Center. A third Houston-area location is coming to the Design District.

XSpace condos range in size from 300 to 3,000 square feet. They can accommodate a variety of uses, such as a luxury-car storage space, a satellite office, or a podcasting studio.

“XSpace has tapped into a fundamental shift in how entrepreneurs and professionals want to use space,” Wilson says. “Houston is one of the best places in the country to innovate and build, and XSpace’s model is perfectly aligned with the needs of this fast‑growing, opportunity‑driven market.”