Chevron makes another investment, Houston researchers nationally recognized, and more innovation news

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From Houston inventors being recognized to Chevron's latest investment, here's what innovation news you need to know. Photo by Dwight C. Andrews/Greater Houston Convention and Visitors Bureau

Houston's innovation news hasn't quite slowed yet for the holidays. This most recent news roundup includes lots of money raised, a new contract for a Houston startup, innovators recognized and more.

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Chevron Technology Ventures invests in Texas company

Courtesy of CTV

Houston-based Chevron Technology Ventures has contributed to Austin-based motor tech company Infinitum Electric's $12.5 million Series B round of financing. New Mexico-based Cottonwood Technology Fund and includes participation AJAX Strategies and other individual investors.

The company plans to use the funds to build out its research and development, engineering, supply chain, and production teams.

"Infinitum's mission aligns well with our goals for the Future Energy Fund," says Barbara Burger, president of CTV, in a release. "The purpose of the Future Energy Fund is to invest in breakthrough energy technologies that reflect Chevron's commitment to lower emission energy sources and that are integral to low-carbon and efficient value chains."

4 Houston researchers named fellows of the National Academy of Inventors

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The National Academy of Inventors named 168 academic innovators to NAI Fellow status — and four conduct their research right here in Houston. The program "highlights academic inventors who have demonstrated a spirit of innovation in creating or facilitating outstanding inventions that have made a tangible impact on quality of life, economic development and the welfare of society," reads the news release.

The four Houston inventors and their institutions are as follows:

List ranks Houston's fastest growing companies

Chart via Grojo.com

Growjo named the 100 fastest-growing companies in Houston for 2019, and, while the study notes the city's large oil and gas and medical industries, also acknowledges its growing tech and software scene. The companies were selected by a myriad of factors.

"Our algorithm is based on multiple datasets including employee growth, estimated revenue growth, valuations, quality and quantity of funding, hiring announcements, current job openings, leadership team announcements, and numerous other growth triggers," reads the website.

The top five companies on the list are:

  1. Midcoast Energy, which has 183 employees and a 17 percent employee growth rate.
  2. ibüümerang, which has 528 employees, and a 633 percent employee growth rate.
  3. Arion, which has 136 employees and a 216 percent employee growth rate.
  4. GoExpedi, which as 59 employees and a 119 percent employee growth rate.
  5. Code Ninjas, which has 338 employees and a 63 percent employee growth rate.

For the full list, visit Growjo.com.

TMCx company wins awards 

Image via abilitechmedical.com

Abilitech Medical, which recently completed the TMCx program, has taken home some wins in Minnesota, where it's based. The company was named named among the state's topmed tech companies by the Minnesota High Tech Association at the 2019 TEKNE awards and 2019, as well as the grand prize winner and top woman-led business by the University of Minnesota's business school at its 2019 Minnesota Cup competition.

The medical device company's technology includes the Abilitech™ Assist, which assists patients with Multiple Sclerosis, rehabilitating from stoke, or other conditions with eating, drinking, and using a computer.

"We've met so many people whose lives will be changed with this innovation," says CEO and founder Angie Conley in a news release. "Through the Texas Medical Center accelerator, we met Dr. Hany Samir who championed our upcoming stroke study."

Samir is a cardiac anesthesiologist at Houston Methodist. He lost his ability to work and perform simple daily functions after a stroke debilitated his left arm.

"I'm unable to practice the medicine I love. I want to hold my wife again with two hands and enjoy dinner with her, without having her cut my food. I want to have a cup of coffee without asking for help," says Samir in the release. "Regaining function in my arm will restore my life."

Pandata Tech receives Department of Defense contract

Photo courtesy of Pandata Tech

Houston-based ​Pandata Tech secured a contract with the United States Department of Defense from the Rapid Sustainment Office of the the United States Air Force last month. The Phase II contract will allow the company to work with Joint Base Elmendorf-Richardson in Alaska to develop a scalable data quality platform.

The access to data will aid in natural disasters, per the release. The goal of the contract would be for a Phase III contract and an opportunity to scale the technology into other branches of military. The company also had a Phase I contract signed in August before securing the Phase II in November.

"Pandata Tech's proprietary DQM software was built during a development partnership with one of the world's largest offshore drilling companies. Because the technology was tested and built with offshore drilling data, the shift to aircraft carriers would be smooth," explains Gustavo Sanchez, co-founder of Pandata Tech, in a news release.

Houston company receives Department of Energy funding

Photo via aerominepower.com

The U.S. Department of Energy's National Renewable Energy Laboratory — with funding from the DOE's Office of Energy Efficiency and Renewable Energy Wind Energy Technologies Office — selected a Houston company for its Competitiveness Improvement Project.

Westergaard Solutions, founded by Houstonian Carsten Westergaard, was named among the 2019 CIP Awardees. Among the company's assets is AeroMine, which competed in the most recent Houston cohort in MassChallenge Texas. The company "will implement an innovative building-integrated wind generation concept with no external moving parts, moving from a preliminary conceptual design to a pre-production prototype design that is ready for testing," according to the release.

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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.”

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