Lockheed Martin Ventures says it's committed to helping Houston-based Venus Aerospace scale its technology. Photo courtesy Venus Aerospace

Venus Aerospace, a Houston-based startup specializing in next-generation rocket engine propulsion, has received funding from Lockheed Martin Ventures, the investment arm of aerospace and defense contractor Lockheed Martin, for an undisclosed amount. The product lineup at Lockheed Martin includes rockets.

The investment follows Venus’ successful high-thrust test flight of its rotating detonation rocket engine (RDRE) in May. Venus says it’s the only company in the world that makes a flight-proven, high-thrust RDRE with a “clear path to scaled production.”

Venus says the Lockheed Martin Ventures investment reflects the potential of Venus’ dual-use technology for defense and commercial uses.

“Venus has proven in flight the most efficient rocket engine technology in history,” Venus co-founder and CEO Sassie Duggleby, a board member of the Texas Space Commission, said in a news release. “With support from Lockheed Martin Ventures, we will advance our capabilities to deliver at scale and deploy the engine that will power the next 50 years of defense, space, and commercial high-speed aviation.”

Chris Moran, executive director and general manager of Lockheed Martin Ventures, said Lockheed Martin has been a longtime supporter of early-stage “transformational” technologies.

“Our investment in Venus Aerospace reflects a conviction that next-generation propulsion will define which nations lead in space and defense for decades to come,” Moran added in the release. “We are committed to helping Venus scale this technology and integrate it into critical systems.”

Since its founding in 2020, Venus has secured more than $106 million in funding. In addition to Lockheed Martin Ventures, investors include Airbus Ventures, America’s Frontier Fund, Trousdale Ventures, and Prime Movers Lab. Supporters of Venus include NASA, the Air Force Research Lab and the Defense Advanced Research Projects Agency (DARPA).
From insightful talks to a young professionals summit, here's what not to miss and how to register. Photo via Getty Images

11 can't-miss Houston business and innovation events for August

where to be

Editor's note: The tech event scene is heating up in August. From insightful talks to a young professionals summit, here's what not to miss and how to register. Please note: this article may be updated to include additional event listings.

Aug. 5 – Tech and Tequila Talk

Hear from guest speaker David Cohen, founder & CEO of Dallas-based Superposition, at the latest installment of Tech and Tequila Talk. The event will focus on breaking down ambiguity in data and AI projects through collaborative workshops.

This event takes place Tuesday, Aug. 5, from 5-7 p.m. at the Ion. Click here to register.

Aug. 11-16 – Black is Tech Week

Black is Tech Week will bring events for tech professionals, entrepreneurs and students to Houston through summits, career fairs, networking events and more. The event will feature speakers from Amazon, Microsoft, Google and many other companies.

This event begins Monday, Aug. 1. Find more information here.

Aug. 12 – NASA Stories at the Ion

Head to the Ion for the new morning series spotlighting the human side of space exploration. Each session will feature personal and powerful stories from astronauts and key NASA personnel. Anthony Vareha, NASA Flight Director and Flight Operations Directorate, whose primary duty is the safe operation of the International Space Station will speak this month.

This event begins Tuesday, Aug. 12, from 8:30-10 a.m. Find more information here.

Aug. 14 – Pickle Lab’s One-Year Anniversary Celebration

Enjoy an afternoon of open-play pickleball, beats by a live DJ, raffle giveaways and free swag at the first anniversary celebration of Pickle Lab in the Ion District. WonderPops will provide complimentary pops while supplies last, and Second Draught will serve each guest a free beverage.

This event takes place Thursday, Aug. 14, from 4-7 p.m. RSVP here.

Aug 19 – Navigating the Economy: Insights from Darren King

Darren King, chief investment officer of Moody Bank, will share his expert insights on the state of the economy and its impact on Houston’s future. Gain a deeper understanding of market trends, economic shifts and what they mean for businesses and individuals in the city.

This event takes place Tuesday, Aug. 19, from 11:30-1 p.m. RSVP here.

Aug. 21 – Transition on Tap

Greentown Labs’ signature networking event returns in August to foster conversations and connections within Houston's climate and energy transition ecosystem. Entrepreneurs, investors, students, philanthropists and more are invited to attend, meet colleagues, discuss solutions and engage with the growing community.

This event takes place Thursday, Aug. 21, at 5:30 p.m. at Greentown Labs. Click here to register.

Aug. 22 – Determined to Lead Women Lunch: Investing Through Market Cycles with Ellen Wilkirson

EnergyTech Nexus hosts a monthly Determined to Lead Women’s Lunch as part of its ongoing efforts to create safe spaces for women leaders in the energy transition to connect, learn and lead. The August session features Ellen Wilkirson, principal at Rev Innovations. With deep experience across traditional and transition energy sectors, Wilkirson will share how she’s approached investing through multiple market and commodity cycles and what it means to be a clean energy investor in today’s evolving landscape.

This event takes place Friday, Aug. 22, at 1 p.m. Click here to register.

Aug. 26 – Software Day at the Ion: Positioning your Startup to Capitalize on Market Trends

Software Day is a monthly series driving the support, inspiration and connections needed to help startups on their path to rapid, sustainable growth. Each month, Software Day will include office hours (by application), a keynote session and networking. This month’s panel discussion will feature Remington Tonar, co-founder of Cart.com, and Josh Teekell, founder of SmartAC.com.

This event takes place Tuesday, Aug. 26, from 3:30-7 p.m. Click here to register.

Aug. 27 – Future of Flight: Inside Venus Aerospace with Founder Sassie Duggleby

Join EO Houston for an exclusive, behind-the-scenes conversation with Sassie Duggleby, co-founder and CEO of Venus Aerospace, a Houston-based company pioneering breakthrough propulsion systems for hypersonic and space applications.

This event takes place Wednesday, Aug. 27, at 10 a.m. at Venus Aerospace. It is open to EO members and partners only. Click here to register.

Aug. 27 – The Future of American Science: A Conversation With US Rep. Brian Babin

U.S. Rep. Dr. Brian Babin and Paul Cherukuri, vice president of innovation at Rice University, will discuss how the United States remains at the forefront of space exploration, emerging technologies and scientific advancement, as well as what's next and what's at stake for the future of science policy.

This event takes place Wednesday, Aug. 27, from 3-4 p.m. at James A. Baker III Hall on Rice University's campus. Click here to register.

Aug. 28 – HYPE Summit

The third annual Houston Young Professionals and Entrepreneurs (HYPE) Summit is a day-long conference featuring panel discussions with business and thought leaders, workshop-style breakout sessions and networking opportunities. This year's event—under the theme Step Into the Spotlight—will feature speakers from First Bight Ventures, Bot Auto, Regions Bank, Lopez Negrete Communications and Umbrage.

This event takes place Thursday, Aug. 28, from 8:30 a.m.-5:30 p.m. at The Hobby Center for the Performing Arts. Click here to register.

Venus Aerospace successfully completed the flight test of its hypersonic engine, the first of an American-developed engine of its kind. Photo courtesy Venus Aerospace

Houston aerospace co. soars with first U.S. test flight of hypersonic engine

taking off

Houston-based Venus Aerospace successfully completed the first U.S. flight test of its proprietary engine at a demonstration at Spaceport America in New Mexico.

Venus’ next-generation rotating detonation rocket engine (RDRE) is supported by a $155,908 federal Small Business Innovation Research (SBIR) grant from NASA and aims to enable vehicles to travel four to six times the speed of sound from a conventional runway. The recent flight test was the first of an American-developed engine of its kind.

"With this flight test, Venus Aerospace is transforming a decades-old engineering challenge into an operational reality,” Thomas d'Halluin, managing partner at Airbus Ventures, an investor in Venus, said in a news release. “Getting a rotating detonation engine integrated, launch-ready, and validated under real conditions is no small feat. Venus has shown an extraordinary ability to translate deep technical insight into hardware progress, and we're proud to support their bold approach in their attempt to unlock the hypersonic economy and forge the future of propulsion."

Venus’ RDRE operates through supersonic shockwaves, called detonations, that generate more power with less fuel. It is designed to be affordable and scalable for defense and commercial systems.

The RDRE is also engineered to work with the company's air-breathing detonation ramjet, the VDR2, which helps enable aircraft to take off from a runway and transition to speeds exceeding Mach 6. Venus plans for full-scale propulsion testing and vehicle integration of this system. Venus’ ultimate goal is to develop a Mach 4 reusable passenger aircraft, known as the Stargazer M4.

"This milestone proves our engine works outside the lab, under real flight conditions," Andrew Duggleby, Venus co-founder and chief technology officer, said in the release. "Rotating detonation has been a long-sought gain in performance. Venus' RDRE solved the last but critical steps to harness the theoretical benefits of pressure gain combustion. We've built an engine that not only runs, but runs reliably and efficiently—and that's what makes it scalable. This is the foundation we need that, combined with a ramjet, completes the system from take-off to sustained hypersonic flight."

The hypersonic market is projected to surpass $12 billion by 2030, according to Venus.

"This is the moment we've been working toward for five years," Sassie Duggleby, CEO and co-founder of Venus Aerospace, added in the release. "We've proven that this technology works—not just in simulations or the lab, but in the air. With this milestone, we're one step closer to making high-speed flight accessible, affordable, and sustainable."

Venus Aerospace has used a Small Business Innovation Research (SBIR) grant from NASA to develop new features of its compact rocket engine for hypersonic flights. Photo courtesy of Venus Aerospace.

Houston space tech company develops new hypersonic engine features with NASA funding

testing 1, 2, 3

Outfitted with a new type of aerospace technology, a rocket engine developed by Houston startup Venus Aerospace for hypersonic flights will undergo testing this summer.

Supported by a $155,908 federal Small Business Innovation Research (SBIR) grant from NASA, Venus Aerospace came up with a new design for nozzles — engine parts that help manage power — for its compact rocket engine. Venus Aerospace says the newly configured nozzles have “exceeded expectations” and will be incorporated into Venus’ upcoming ground-based engine testing.

“We’ve already proven our engine outperforms traditional systems on both efficiency and size,” Venus Aerospace CEO Sassie Duggleby says. “The technology we developed with NASA’s support will now be part of our integrated engine platform — bringing us one step closer to proving that efficient, compact, and affordable hypersonic flight can be scaled.”

The engine at the heart of Venus’ flight platform is called a rotating detonation rocket engine (RDRE). Venus says it’s the first U.S. company to make a scalable, affordable, flight-ready RDRE.

Unlike conventional rocket engines, Venus’ RDRE operates through supersonic shockwaves, called detonations, that generate more power with less fuel.

“This is just the beginning of what can be achieved with Venus propulsion technology,” says Andrew Duggleby, chief technology officer at Venus, founded in 2020. “We’ve built a compact high-performance system that unlocks speed, range, and agility across aerospace, defense, and many other applications. And we’re confident in its readiness for flight.”

Last fall, the company unveiled a high-speed engine system that enables takeoff, acceleration, and hypersonic cruising — all powered by a single engine. While most high-speed systems require multiple engines to operate at different speeds, Venus’ innovation does away with the cost, weight and complexity of traditional propulsion technology.

Among other applications, the Venus system supports:

  • Spacecraft landers
  • Low-earth-orbit satellites
  • Vehicles that haul space cargo
  • Hypersonic drones and missiles
Sassie Duggleby, Margo Jordan, Stephanie Murphy, Emily Cisek and Nina Magon were named to Inc.'s Female Founders 500 list for 2025. Photos courtesy the company's websites and social media pages.

5 Houston female founders land on coveted Inc. 500 list

girl power

Five Houston female founders have been recognized by Inc. Magazine for their innovations and for leading their industries forward.

The women were named to Inc.'s Female Founders 500 list, which features female entrepreneurs based in the U.S. The group attracted approximately $9 billion in 2024 revenue and $10.6 billion in funding, according to Inc.

“Female founders know what struggle is, but they’re also experts of improvisation, adaptability, and creativity. The women featured on this year’s list exemplify these qualities," Diana Ransom, Inc. executive editor said in a release. "Through times of uncertainty, their unwavering dedication and steadfast leadership are not only inspiring but vital to driving progress.”

The Houston founders are:

  • Emily Cisek, founder of The Postage, now known as Paige, a comprehensive life planning and succession software platform for families and small businesses. The company won the Female-Owned Business category in the 2023 Houston Innovation Awards.
  • Sassie Duggleby, CEO and co-founder of Houston space tech and engine company Venus Aerospace. The company won the in the Deep Tech Business category in the 2024 Houston Innovation Awards. Duggleby also serves on the Texas Space Commission board of directors.
  • Stephanie Murphy, CEO and executive chairman of Aegis Aerospace, which provides space services, spaceflight product development, and engineering services. Murphy also serves on the Texas Aerospace Research and Space Economy Consortium Executive Committee.
  • Margo Jordan, founder of adolescent mental health startup Enrichly, which uses AI-driven self-esteem development and behavioral insights to boost student performance.
  • Nina Magon, founder of Nina Magon Studio / Nina Magon Consumer Products, a residential and commercial interior design company.

"With every family and community we're able to impact through accessible estate planning, we're driven to do even more. Being recognized on Inc.’s Female Founders list is an incredible honor and a testament to the impact we’re making in fintech and beyond," Cisek said in a news release.

Duggleby echoed that sentiment on LinkedIn.

"While I don't know many of the ladies on this list, I do know they're some of the most tenacious role models in entrepreneurship. I'm beyond honored to be included among them," Duggleby added in a post.

Twenty-eight Texas female founders made this list, including Kendra Scott and Allison Ellsworth, co-founder of Poppi, and many others. See the full list of winners here.

This year's award recipients span industries and technologies. Photos courtesy

2024 Houston Innovation Awards winners named at annual event

drum roll, please...

Houston innovators — the moment you've been waiting for. The winners of the 2024 Houston Innovation Awards were named at the annual event.

The Houston Innovation Awards honored over 40 finalists across categories, naming the 12 winners and honoring the two Trailblazer Legacy Awards at the event.

The 2024 judges — who represent various industries and verticals in Houston — scored over 200 submissions. The event, hosted at TMC Helix Park on November 14 and emceed by Joey Sanchez, 2023 Ecosystem Builder award recipient and founder of Cup of Joey, revealed the winners.

The event's sponsors included Texas Medical Center, Milam & Greene, EIGHT Beer, Houston Community College, Microsoft, Halliburton Labs, Mercury, Pillsbury Winthrop Shaw Pittman LLP, Rice Innovation & Ion District, Growth Pods, Hunton Andrews Kurth and more.

Without further adieu, here the winners from the 2024 Houston Innovation Awards.

Corrolytics is a technology startup founded to solve microbiologically influenced corrosion problems for industrial assets. Co-founder and CEO Anwar Sadek says he's collected over $1 million in dilutive and non-dilutive funding from grants and other opportunities thanks to help from mentors.

"As a founder, I am always eager to assist and support fellow entrepreneurs, especially those navigating the unique challenges that come with being a BIPOC founder," he says. "With the guidance of mentors, I learned to master the complexities of the application process for grants and other funding opportunities. In turn, I actively share my experiences with other founders, helping them navigate similar paths."

Koda Health is a provider of a tech-enabled care coordination service for improving serious illness care planning. Founder and CEO Tatiana Fofanova says that her company's last fundraise has been one of her biggest career challenges to date.

"In a venture downturn that only cared about artificial intelligence, I closed my second round six days before I gave birth to my son," she says. "Fundraising in enterprise health tech is a tough task on a good year. Fundraising in an AI-obsessed downturn while seven months pregnant was the greatest physical and professional challenge of my life. I was only able to do such a Herculean feat through the support of my husband, my amazing professional network, and the Koda team."

March Biosciences, a clinical-stage cell therapy company with a mission to transform patient care in the most challenging hematological malignancies, was co-founded by CEO Sarah Hein.

"Our therapy has resulted in multiple long-term remissions in patients with advanced T cell lymphoma, which is unheard," Hein says on what sets March apart. "Our drug is simpler, cheaper, and more efficient to produce than any of our competition's approaches. And our company operates with a lean, fit-for-purpose structure that allows us to move faster and more efficiently than industry norms."

Founded by CEO Cindy Taff, Sage Geosystems is an energy company focused on developing and deploying advanced geothermal technologies to provide reliable power and sustainable energy storage solutions regardless of geography.

"Sage Geosystems sets itself apart from competitors with its Geopressured Geothermal Systems, which can be deployed almost anywhere, unlike traditional geothermal technologies that require specific geographic conditions," Taff says. "This flexibility enables Sage to provide a reliable and virtually limitless power supply, making it ideal for energy-intensive applications like data centers."

Venus Aerospace, a deep tech company founded by husband and wife team Sassie and Andrew Duggleby, is developing reusable hypersonic technology for aviation, defense, and beyond. The team says its company culture is what drives its success.

"Traditionally, the aerospace industry tends to burn out its employees with no room for work- life balance. One of our core visions is being 'home for dinner,'" the company reported. "We want to fly you to one side of the world and still have you home for dinner. And if you work for Venus, we expect you to not only get your job done, but prioritize your family and make it home in time for dinner."

Cognitive Space, an automated satellite operations provider that enables constellations to scale, was founded by CEO Guy de Carufel, who worked at NASA for eight years before starting this company.

Cognitive Space, working in defense sector, provides "AI for automating the space infrastructure, from effective ordering across multiple data providers, to optimized scheduling of satellite operations from sensor and link management," de Carufel says. "Addressing complexities in managing heterogeneous space systems at scale."

Cart.com is a unified commerce and logistics solutions provider for B2C and B2B companies is a fast-growing ecommerce platform founded by CEO Omair Tariq.

"In the last 12 months, Cart.com has dramatically grown its fulfillment network’s scale and technological capabilities," writes CEO Omail Tariq in his Houston Innovation Awards application. "We have been laser-focused on improving quality, performance and efficiency at scale while continuing to aggressively grow our customer base, expand our capabilities to customers in new industries and grow our physical presence to new locations. Prioritizing our strategic growth initiatives has been critical in the current macroeconomic environment as profitable growth remains paramount for our team."

Corrolytics, a technology startup founded to solve microbiologically influenced corrosion problems for industrial assets, secured the most votes from the Houston innovation community.

"If I could give myself advice before starting the company, I would say to embrace the challenges early on, as they are invaluable learning opportunities," Co-founder and CEO Anwar Sadek says. "Focus on building a strong network, especially with mentors and industry leaders who can guide you through the unknowns. Lastly, be prepared for the unexpected, stay adaptable, and never underestimate the importance of a clear mission that inspires both your team and your customers."

Impact Hub Houston is a nonprofit that serves as a pivotal hub within the city's innovation ecosystem, fostering a dynamic environment where changemakers, entrepreneurs, and community leaders converge to drive social impact and innovation forward.

"We mobilize problem solvers to use their knowledge, skills and technology to address community challenges, demonstrating our commitment to local impact while also providing a global reach for Houston innovators," says Grace Rodriguez, founder and CEO of the organization. "Our work extends to supporting underrepresented communities, and we work with public and private stakeholders to promote sustainable business practices that prioritize economic development, environmental stewardship and social equity."

Mitra Miller is the vice president of Houston Angel Network, but also founded and chairs Eagle Investors, a nonprofit group teaching students about the investment and innovation community. She serves as an active mentor for many organizations across Houston.

"Houston has the most friendly, open, collaborative, and inclusive innovation environment anywhere," Miller says. "When I ask individuals and organizations to partner on events and initiatives, they readily agree and give freely of their time and resources. There is a generosity of spirit that is very special to Houston."

Juliana Garaizar, founding partner of Energy Tech Nexus, invests with groups — such as Portfolia, Houston Angel Network, Business Angel Minority Association, and more — locally and beyond.

"I'm a hands on investor," she says. "I offer mentorship and industry and other investor connections. I take advisory roles and board observer seats."

Phillip Yates is the founder and CEO of Equiliberty Inc., but wears a few other hats too. In 2011, he helped establish a pre-venture business incubator at the Houston Area Urban League Entrepreneurship Center. He served as general counsel for the Business Angel Minority Association and Direct Digital Holdings Inc., and currently serves as chairman of Impact Hub Houston.

"My favorite part of Houston's innovative ecosystem is the growing network of resources for founders," he says. "Given our racial, ethnic and culturally diverse population, we have a wider range of experiences and perspectives — and ideas that lead to better problem solving, creative solutions and understanding of the needs our community."

This year, the Houston innovation community suffered the loss of two business leaders who left a significant impact on the ecosystem. Both individuals' careers were recognized with Trailblazer Legacy Awards.

Paul Frison, founder of the Houston Technology Center, and Scott Gale, executive director of Halliburton Labs, received the award posthumously. Frison died on September 5, and Gale died on September 24. The award was decided on by the 2024 judges and InnovationMap.

“I am immensely proud to honor these two remarkable individuals with the Trailblazer Award this year. It is fitting, as they represent two generations of building Houston’s ecosystem," 2023 Trailblazer Award recipient Brad Burke, managing director of the Rice Alliance and the associate vice president for industry and new ventures within Rice University's Office of Innovation, tells InnovationMap.

"Paul Frison was a pioneering leader who helped establish the Houston Technology Center and fostered the city’s tech ecosystem during the initial technology boom around the year 2000. Scott Gale, through his work at Halliburton Labs over the past five years, has been instrumental in launching Houston’s energy transition ecosystem," he continues. "Both have played pivotal roles in championing technology innovators.” Continue reading.

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Houston startup debuts new drone for first responders

taking flight

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

houston voices

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

growth mode

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.”