Meet 6 mentors who are helping the Houston startup scene flourish

meet the finalists

The 2025 Mentor of the Year will be announced on Nov. 13. Courtesy photos

Few founders launch successful startups alone — experienced and insightful mentors often play an integral role in helping the business and its founders thrive.

The Houston startup community is home to many mentors who are willing to lend an ear and share advice to help entrepreneurs meet their goals.

The Mentor of the Year category in our 2025 Houston Innovation Awards will honor an individual like this, who dedicates their time and expertise to guide and support budding entrepreneurs. The award is presented by Houston City College Northwest.

Below, meet the six finalists for the 2025 award. They support promising startups in the medical tech, digital health, clean energy and hardware sectors.

Then, join us at the Houston Innovation Awards this Thursday, Nov. 13 at Greentown Labs, when the winner will be unveiled. The event is just days away, so secure your seats now.

Anil Shetty, InformAI

Anil Shetty serves as president and chief medical officer for biotech company Ferronova and chief innovation officer for InformAI. He's mentored numerous medical device and digital health companies at seed or Series A, including Pathex, Neurostasis, Vivifi Medical and many others. He mentors through organizations like Capital Factory, TMC Biodesign, UT Venture Mentoring, UTMB Innovation and Rice's Global Medical Innovation program.

"Being a mentor means empowering early-stage innovators to shape, test, and refine their ideas with clarity and purpose," Shetty says. "I’m driven by the opportunity to help them think strategically and pivot early before resources are wasted. At this critical stage, most founders lack the financial means to bring on seasoned experts and often haven’t yet gained real-world exposure. Mentorship allows me to fill that gap, offering guidance that accelerates their learning curve and increases the chances of meaningful, sustainable impact."

Jason Ethier, EnergyTech Nexus

Jason Ethier is the founding partner of EnergyTech Nexus, through which he has mentored numerous startups and Innovation Awards finalists, including Geokiln, Energy AI Solutions, Capwell Services and Corrolytics. He founded Dynamo Micropower in 2011 and served as its president and CEO. He later co-founded Greentown Labs in Massachusetts and helped bring the accelerator to Houston.

"Being a mentor means using my experience to help founders see a clearer path to success. I’ve spent years navigating the ups and downs of building companies, struggling with cash flow, and making all the mistakes; mentoring gives me the chance to share those lessons and show entrepreneurs the shortcuts I wish I’d known earlier," Ethier says. "At Energytech Nexus, that role goes beyond just helping individual founders — it’s about creating a flywheel effect for Houston’s entire innovation ecosystem."

Jeremy Pitts, Activate Houston

Jeremy Pitts serves as managing director of Activate Houston, which launched in Houston last year. He was one of the founders of Greentown Labs in the Boston area and served in a leadership role for the organization between 2011 and 2015. Through Activate, he has mentored numerous impactful startups and Innovation Awards finalists, including Solidec, Coflux Purification, Bairitone Health, Newfound Materials, Deep Anchor Solutions and others.

"Being a mentor to me is very much about supporting the person in whatever they need. Oftentimes that means supporting the business—providing guidance and advice, feedback, introductions, etc," But just as important is recognizing the person and helping them with whatever challenges they are going through ... Sometimes they need a hype man to tell them how awesome they are and that they can go do whatever hard thing they need to do. Sometimes they just need an empathetic listener who can relate to how hard these things are. Being there for the person and supporting them on their journey is key to my mentorship style."

Joe Alapat, Liongard

Joe Alapat founded and serves as chief strategy officer at Houston software company Liongard and chief information officer at Empact IT, which he also owns. He mentors through Founder Fridays Houston Group, Software Day by Mercury Fund, SUPERGirls SHINE Foundation, Cup of Joey and at the Ion. He's worked with founders of FlowCare, STEAM OnDemand, Lokum and many other early stage startups.

"Being a mentor to me means unleashing an individual’s 10x—their purpose, their ikigai (a Japanese concept that speaks to a person’s reason for being)," Alapat says. "Mentoring founders in the Houston community of early stage, high-growth startups is an honor for me. I get to live vicariously through a founder’s vision of the future. Once they show me that compelling vision, I’m drawn to bring the future forward with them so the vision becomes reality with a sense of urgency."

Neal Dikeman, Energy Transition Ventures

Neal Dikeman serves as partner at early stage venture fund Energy Transition Ventures, executive in residence at Greentown Labs, and offices in and supports Rice Nexus at the Ion. He mentors startups, like Geokiln, personally. He also mentored Helix Earth through Greentown Labs. The company went on to win in the Smart Cities, Transportation & Sustainability contest at SXSW earlier this year. Dikeman has helped launch several successful startups himself, most recently serving on the board of directors for Resilient Power Systems, which was acquired by Eaton Corp for $150 million.

"Founders have to find their own path, and most founders need a safe space where they can discuss hard truths outside of being 'on' in sales mode with their team or board or investors, to let them be able to work on their business, not just in it," Dikeman says.

Nisha Desai, Intention

Nisha Desai serves as CEO of investment firm Intention and mentors through Greentown Labs, TEX-E, Open Minds, the Rice Alliance Clean Energy Accelerator, Avatar Innovations and The Greenhouse. She currently works with founders from Solidec, Deep Anchor Solutions, CLS Wind and several other local startups, several of which have been nominated for Innovation Awards this year. She's served a board member for Greentown Labs since 2021.

"When I first started mentoring, I viewed my role as someone who was supposed to prevent the founder from making bad decisions. Now, I see my role as a mentor as enabling the founder to develop their own decision-making capability," Desai says. "Sometimes that means giving them the space to make decisions that might be good, that might be bad, but that they can be accountable for. At the end of the day, being a mentor is like being granted a place on the founder's leadership development journey, and it's a privilege I'm grateful for."

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The Houston Innovation Awards program is sponsored by Houston City College Northwest, Houston Powder Coaters, FLIGHT by Yuengling, and more to be announced soon. For sponsorship opportunities, please contact sales@innovationmap.com.

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These are the four fastest-growing tech companies in Houston, according to Deloitte. Photo by Shobeir Ansar/Getty Images

4 fast-growing Houston tech companies secure spots on Deloitte list

big wins

Deloitte’s annual North America Technology Fast 500 list includes four Houston companies this year — all boasting of significant growth.

For Houston, Direct Digital Holdings, Inc. took the highest-ranking spot at No. 101 (up from 108 previous year) with 1,184 percent growth. NatGas Hub LLC (No. 286, 407 percent growth), Liongard (No. 437, 246 percent growth), and Stratus Medical LLC (No. 483, 212 percent growth) also made the list, which is an annual ranking of the fastest-growing North American companies in technology, energy tech sectors, telecommunications, life sciences, media, and fintech.

"Houston continues to demonstrate its prowess in fostering growth and technological advancement and I’m incredibly proud to see some of our local companies making significant strides and earning their well-deserved spots on the 2024 Deloitte Technology Fast 500 list,” Houston managing partner at Deloitte Melinda Yee says in a news release.

Award winners were selected based on fiscal year revenue growth from 2019 to 2022.

The companies achieved revenue growth ranging from 201 percent to 153,625 percent over the three-year time frame with an average growth rate of 1,981 percent and a median growth rate of 460 percent, according to a news release. Texas accounts for 6 percent of the winning companies with 73 percent of the companies from Texas are in the software sector.

“These companies exemplify the entrepreneurial spirit and innovative mindset that define Houston's dynamic business ecosystem,” Yee adds.

In 2023, the Houston representation looked similar. Direct Digital Holdings again topped the Houston rankings at No. 108, with Liongard, NatGasHub.com, and P97 Networks also showing substantial growth. As a state, Texas had 30 companies that made the list of the 541 ranked. In 2022, just one Houston company was recognized, as at No. 372 Onit reported revenue increase of 369 percent.

Biopharmaceutical company TG Therapeutics, Inc. was the No.1 spot in 2024 with a growth rate of 153,625 percent from 2020 to 2023. See the full list here.
Four Houston companies ranked on Deloitte's annual list, but none were able to crack the top 100. Photo via Getty Images

Annual report ranks 4 Houston tech companies on list of fasting growing businesses

trending up

Deloitte just unveiled the fastest-growing technology companies in North America — and four businesses from Houston made the cut.

For the 29th year, 2023 Technology Fast 500 ranked top tech, media, telecommunications, life sciences, and energy technology companies based on fiscal year revenue growth from 2019 to 2022. While no Houston business was able to break into the top 100, four did make the cut for this year's list.

“It is great to see Houston represented alongside established technology hubs on this year’s Fast 500 list,” Amy Chronis, vice chair, US Energy and Chemicals Leader and Houston managing partner at Deloitte, says in a statement. “Houston is planting seeds for future innovation, and the companies named to this year’s list confirm our city’s value proposition as an innovative community. We look forward to this growth continuing in the future and extend our congratulations to this year’s Houston winners.”

The four Houston companies that make the 2023 list are:

  • Direct Digital Holdings at No. 108 with 1,325 percent growth
  • Liongard at No. 208 with 680 percent growth
  • NatGasHub.com at No. 356 with 364 percent growth
  • P97 Networks at No. 506 with 225 percent growth

Thirty Texas companies made the list of the 541 ranked, making it the fourth most concentrated hub on the list behind the Bay Area, Tri-State Area, and New England. The companies on the list reported a revenue growth ranging from 201 percent to 222,189 percent over the three-year time frame from 2019 to 2022. The average growth rate was 1,934 percent and a median growth rate of 497 percent.

“Each year, we look forward to reviewing the progress and innovations of our Technology Fast 500 winners," Paul Silverglate, vice chair, Deloitte LLP and U.S. technology sector leader, says in the release. "This year is especially celebratory as we expand the number of winners to better represent just how many companies are developing new ideas to progress our society and the world, especially during a slow economy. While software and services and life sciences continue to dominate the top 10, we are encouraged to see other categories making their mark."

Software dominated the industry breakdown with 57 percent of the companies working in that field. However, the top company for 2023 was Vir Biotechnology Inc., a life science company that developed a COVID-19 treatment. Vir was also the top company in 2022.

Last year, only one Houston company made the list. At No. 372 Onit reported a revenue increase of 369 percent. The company also made the 2021 list, along with Graylog and Enercross.

Meet Michelle Accardi, the new CEO of Liongard. Photo courtesy of Liongard

Houston SaaS startup names new CEO

c-suite switchup

A Houston startup founder is transitioning from CEO to make room for a new leader.

Liongard, a software-as-a-service startup with a Managed Service Providers platform, has named Michelle Accardi as CEO, effective April 17. Joe Alapat, co-founder and CEO, will transition to CTO to better lead tech development of the platform, which provides customers with compliance, cybersecurity risk mitigation, and more.

“Now is the right time for Liongard to transform for the long term as we welcome a new member to our executive leadership team,” Alapat says in a news release. “Michelle’s addition will help take Liongard to the next level and accelerate our growth as we address the evolving needs of the industry. This new role allows me to focus on driving Liongard’s innovation forward and helping our MSP partners navigate the modern business landscape.”

Accardi has over 20 years of experience within MSPs and technology companies. She will oversee growth of the company and its product portfolio.

“The Liongard team has accomplished much in its first few years, and that’s a testament to the founding vision and hard work of the entire organization,” Accardi said. “With Liongard in a strong market leadership position, there is a unique opportunity to accelerate growth. Joe and team have built a dynamic company culture and robust technical foundation and I am looking forward to partnering with him to build on the company’s success.”

Most recently as CEO of Logically, Accardi also served as president and chief revenue officer of Star2Star.

“We are excited to welcome Michelle to the team at Liongard,” says Carter Griffin, Liongard board member and general partner at Updata Partners, an investor of Liongard. “We believe that Michelle’s leadership experience and excellent track record will ensure Liongard continues to perform at a very high level.”

Accardi joins the team following a $10 million round of funding that Liongard, which was founded in 2015, secured last year. The startup has raised over $30 million in investment funding to date.

Joe Alapat has transitioned to CTO of Houston-based Liongard. Photo courtesy of Liongard

The 2022 Houston Innovation Awards revealed its big winners across 11 categories. Photos courtesy

InnovationMap, HX reveal winners from 2022 Houston Innovation Awards Gala

and the winners are...

That's a wrap on the Houston Innovation Awards Gala. InnovationMap and Houston Exponential announced the winners of the 2022 awards that celebrated Houston's booming innovation ecosystem, and 11 startups and individuals walked away with the awards.

The event, held November 9 at the Ion, honored all 43 finalists as well as Trailblazer Award recipient, Blair Garrou, managing director and founder of Houston-based venture capital firm Mercury. Click here to read about all the finalists.

Eight judges evaluated over 150 companies and individuals across 11 categories for the 2022 Houston Innovation Awards. This year's judges included Carolyn Rodz, founder and CEO of Hello Alice; Wogbe Ofori, founder of Wrx Companies; Scott Gale, executive director of Halliburton Labs; Ashley Danna, senior manager of regional economic development of Greater Houston Partnership; Kelly McCormick, professor at the University of Houston; Paul Cherukuri, vice president of innovation at Rice University; Lawson Gow, CEO of Houston Exponential; and Natalie Harms, editor of InnovationMap.

Without further adieu, here the winners from the 2022 Houston Innovation Awards.

BIPOC-Founded Business: Steradian Technologies

The winner for the BIPOC-Founded Business category, honoring an innovative company founded or co-founded by BIPOC representation, is: Steradian Technologies, a health tech startup that uses deep-photonics technology to diagnose respiratory diseases in seconds, all for the price of a latte.

Female-Founded Business: Sesh Coworking

The winner for the Female-Founded Business category, honoring an innovative company founded or co-founded by a woman, is: Sesh Coworking, a women and genderqueer inclusive coworking and community.

Hardtech Business: Fluence Analytics

The winner for the Hardtech Business category, honoring an innovative company developing and commercializing a physical technology across life science, energy, space, and beyond, is: Fluence Analytics, real-time analytics solution that optimizes processes and provides novel insights into material properties that enable customers to increase yields, improve product quality, and reduce costs.

B2B Software Business: Liongard

The winner for the B2B Software Business category, honoring an innovative company developing and programming a digital solution to impact the business sector, is: Liongard — software company that unlocks the intelligence hidden deep within IT systems to give MSPs an operational advantage that delivers both higher profits and an exceptional customer experience.

Green Impact Business: Cemvita Factory

The winner for the Green Impact Business category, honoring an innovative company providing a solution within renewables, climatetech, clean energy, alternative materials, and beyond, is: Cemvita Factory, a biotech company that uses a sustainable, economical, nature-inspired approach to empower companies with sustainable products and environmental technologies to decrease their carbon footprint, reverse climate change, and create a brighter future for the planet.

Smart City Business: Sensytec

The winner for the Smart City Business category, honoring an innovative company providing a tech solution within transportation, infrastructure, data, and beyond, is: Sensytec, an IoT Solutions platform that expedites and enhances concrete construction operations.

New to Hou Business: Venus Aerospace

The winner for the New to Hou Business category, honoring an innovative company, accelerator, or investor that has relocated its primary operations to Houston within the past three years, is: Venus Aerospace, the creator of a hypersonic spaceplane capable of one-hour global travel.

DEI Champion: Loretta Williams Gurnell

The winner for the DEI Champion category, honoring an individual who is leading impactful diversity, equity, and inclusion initiatives and progress within Houston and their organization, is: Loretta Williams Gurnell, founder of SUPERGirls SHINE Foundation.

Mentor of the Year: Kara Branch

The winner for the Mentor of the Year category, honoring an individual who dedicates their time and expertise to guide and support to budding entrepreneurs, is: Kara Branch, founder and CEO of Black Girls Do Engineer Corp. and developer and manager at Intel Corp.

Investor of the Year: John "JR" Reale

The winner for the Investor of the Year category, honoring an individual who is leading venture capital or angel investing, is: John (JR) Reale, managing director of Integr8d Capital and venture lead of the Texas Medical Center Venture Fund

People's Choice (Startup of the Year): Milkify

The winner for the People's Choice: Startup of the Year category, selected via an interactive voting portal during of the event, is: Milkify — creator of patent-pending process to freeze-dry breast milk into a powder that is easy to use and transport and lasts for three years on the shelf.

Want to work for one of the top startups in Houston? These ones are hiring. Photo via Getty Images

Here's which of the 2022 Houston Innovation Awards finalists are hiring

Growing biz

After scouring Houston for the best of the Houston innovation ecosystem and evaluating dozens of companies, InnovationMap and Houston Exponential have announced the finalists that will be honored at the 2022 Houston Innovation Awards. But which of these companies are growing their teams?

Turns out, almost all of them have open positions — some planning to double their teams over the next year. In fact, the 30 companies that make up the cohort of finalists are looking for over 150 new employees — some have these positions open now and others are seeking these new team members over the next 12 months.

Click here to get your tickets to the 2022 Houston Innovation Awards Gala.
Let's look at how many new hires these top startups are looking for.

Double-digit growth

When it comes to the awards finalists looking to scale their team by 10 or more new employees, five companies are looking to enter this type of hiring spree. Blue People, a finalist in the BIPOC-Founded Category, is hiring 25 new employees. The company was founded in 2015 in Mexico and relocated its primary operations to Houston in 2020. Blue People, which develops software innovation for tis clients, has over 150 employees — seven of whom, including C-level executives, are based in Houston. Some of the company's new hires will be based in town.

Another company that's also relocated its operations to Houston recently and is growing its team significantly is Venus Aerospace, creator of a hypersonic spaceplane capable of one-hour global travel. Venus, a finalist in the New to Hou category, currently has a team of 60 people and is based out of the Houston Spaceport. The company is hiring an additional 20 people.

Fast-growing B2B Software finalist Solidatus — a data management software solution — has 16 open positions, including five in the US. According to the company, they hope to have reached a headcount of about 140 within the next 12 months — up from their current 110 employees.

NanoTech, a Green Impact finalist and materials science company, is looking to nearly double its team of 20 to add an additional 15 new employees.

Competing in the People's Choice category, LevelField Financial — a financial service platform that serves customers interested in the digital asset class — is looking to hire 10 people to join its team of 19 employees.

Steady as she grows

Six Houston Innovation Awards finalists are in the process of adding more than a few new team members. Rivalry Technologies, a finalist in the B2B Software and People's Choice categories, is hiring seven people to join its team of 13. The company created a mobile ordering solution — called sEATz — for arenas and recently rebranded and expanded to provide the technology to other industries.

Founded in New Orleans and relocated to the Houston area last year, Fluence Analytics has a total of 30 employees and is looking to hire an additional six new team members. The company, which created a real-time analytics solution for the chemicals industry, is also a finalist in two categories: Hardtech and New to Hou.

Biotech company Cemvita Factory — both a Green Impact and People's choice finalist — has already scaled to employ 75 team members. Now, the company is hiring an additional five more.

Encina Development Group — circular chemicals company for the consumer products and packaging, pharmaceuticals, construction, and other industries — is also looking to add five more team members to its 30 employees. The company is a finalist in the Green Impact category.

Another Green Impact finalist is IncentiFind, a database for green building incentives that's transforming real estate, is hiring five new employees to almost double their team of eight.

INGU, a New to Hou finalist, is a pipeline inspection solution to achieve Net Zero and ESG compliance for the water and oil and gas pipeline infrastructure. The company is seeking five new team members to join its 19 employees based in Houston and Canada.

Seeking selectively

The following awards finalists are looking to grow their teams by just a handful or so — between one and four — of new hires:

Find out which of these employers take home the win at the November 9 gala at the Ion. Click here to RSVP.

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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.”

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