Rice research explores how shopping data could reshape credit scores

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Everyday data like grocery store receipts can help expand access to credit and support upward mobility. Photo by Boxed Water Is Better on Unsplash

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.

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In an interview with InnovationMap, Carolyn Rodz, CEO and founder of Hello Alice, explains how the partnership came about and how the program will significantly move the needle on equitable access to capital for small business owners. Photo courtesy of Hello Alice

How this Houston innovator is providing small businesses unprecedented access to capital

Q&A

Last month, Hello Alice — now with 1 million members in its community — announced a new program with MasterCard that provides small business owners a simpler way to unlock access to capital.

The Hello Alice Small Business Mastercard offers users expert business advice, business insights, cash back, and a rewards program that gives entrepreneurs points for completing business-advancing activities on the Hello Alice platform.

"As a small business owner myself, I've created a card that I wish I would have had," Carolyn Rodz, CEO and founder of Hello Alice, tells InnovationMap. "We really looked at where are the gaps for these business owners and the things they don't already have or are unable to access."

In an interview with InnovationMap, Rodz explains how the partnership came about and how the program will significantly move the needle on equitable access to capital for small business owners.

InnovationMap: How did this partnership come about to provide this this unique credit card for small business owners?

Carolyn Rodz: We have been looking at ways to support business owners along their capital journeys for a long time. Since we started Hello Alice access to capital has been the number one barrier for small business owners, and that's only magnified when we look at business owners of color and our new majority business owners that we focus on. And so it made natural sense as we went down a path of conversations with MasterCard initially around how do we create something, particularly in a world where accessing capital, which would be daunting for business owners.

There's a lot of talk around venture capital and getting loans and what that growth journey looks like. But the reality is most business owners understand a credit card — they understand how it works. So, that was a great starting point for us. Then we looked at what are some of the issues with cards — all business cards particularly or commodities. They're typically an afterthought from a lot of the financial institutions that offer them. We're seeing a lot of these emerging fintech companies that are rolling out cards, but even for them, the small business audience is typically an afterthought. They're really focused on tech companies and very rapid growth businesses.

It felt like mainstream small businesses were really getting lost in this conversation, so that was where we really wanted to tackle. How do we solve some of these problems — how do we create benefits that are actually meaningful to small business owners? Things like one-on-one coaching and helping them get access to workshops that will help them along their growth journey. Things that they can redeem points for experiences and opportunities that that may not otherwise be accessible through a lot of these business owners.

The other piece that we wanted to support is the large group of businesses that don't qualify for a traditional credit card. And so we, in tandem with our unsecured credit card, also launched a secured card. And the idea for that was that we could actually roll out a credit quality tool. So, in conjunction with all the education and wraparound services that we're offering, there's a six- to nine-month process that a business owner — if they have poor credit history — can go through to build up that credit with a secured credit card and then seamlessly transition into an unsecured card. It's an opportunity to take that first step toward building and growing their business and accessing the capital that they need to grow.

IM: How does this initiative target the inequality in access to capital for small business owners?

CR: Well, nine out of 10 of business owners are relying on their personal credit card when they're applying for financing. When we look at entrepreneurs of color, the rate of low credit score for them is two to three times higher for Black and LatinX entrepreneurs specifically. So for us, this is the importance of building in conjunction with our creating equitable access to credit program that is much broader, frankly, than the card itself, but offering the wraparound services around it, making sure that we are providing the secured to unsecured seamless transition plan.

We're also working with the First National Bank of Omaha, and the reason we selected them at the bank, they're the largest privately held bank in the country. This also gave us the flexibility to really look at alternative underwriting models and the the opportunity to learn through all of the insights that we're gaining around these small business owners. We're trying to figure out how do we start to look at some of these alternative data points and identify not just the financial history of a business owner.

There are a lot of circumstances that lead to poor credit scores, whether it was for a health circumstance that they endured or veteran business owners who may have no credit history because they've been overseas for a long period of time. We're looking at what are some of the data points that are indicating that a business owner is more likely to succeed and more likely to repay the credit that they've taken on. We know already through a lot of research and data points that having a business plan automatically makes you more likely to repay your your debt. Or the fact that you are getting positive feedback from mentors is a strong indicator that you're going to be more likely to pay off some of those debts. And so we're really looking at what are some of these things that may be overlooked but are frankly more indicative of who the business owner is and the potential for their for their business and their opportunities to be able to repay credit that they take off.

IM: What type of small business owners do you feel like this is a really good solution for? What all can they expect from the program?

CR: As a small business owner myself, I've created a card that I wish I would have had. When I started this company, I really looked at what was available to the market. This credit card, like many cards, offers benefits that are pretty standard in the market right now. Things like cash back, extra points, and kickers for certain spends that are relevant to small business owners. But again, we really looked at where are the gaps for these business owners and the things they don't already have or are unable to access.

What we discovered was there are lots of accelerators, programs, and workshops and things — but they're expensive. So, there's an opportunity here. We work with our network of partners that we have for Hello Alice that are traditionally paid or have a cost to roll them out and offer business owners points and earnings that can be spent toward that.

Mentorship, as you know, is a huge, huge barrier, particularly when we look at our new majority entrepreneurs, so all of our cardholders get access to one-on-one coaching for this card. And we've really focused on areas that are primary interest to them, things like business strategy, operations, and financing for their businesses.

And then the other important piece of this is leveraging our partner network. We have so many partners that we work with at Hello Alice, companies that are offering products and tools and services to small business owners. With this card, we're opening up additional discounts beyond what we've already negotiated standards for all of our community, whether it's an extra discount on things like QuickBooks, Salesforce, or different tools that they might be using. We have over 70 affiliate partners that we've already brought into the program working with more every week right now, which is really exciting.

We're also trying to find new opportunities — where can we bring the most benefit these business owners in a way that grows with their company and that, as they're spending and creating traction with their company, our team is working behind the scenes to unlock more and more opportunities every stage of that journey.

IM: Do you feel like this program is a response to the growing challenges small businesses have been facing over the past few years?

CR: I mean, our business certainly had a hell of a couple of years, and 89 percent of small business owners in our community, which is now over a million business owners strong, claim the access to capital is limiting their growth potential. Where we focus a majority of our energy as a company is unlocking those barriers.

As we dig into that, what we're seeing is access to capital — whether that's early days as a credit card or a grant funding, or later stage with loans or even venture capital — is that we need to address this by helping to unlock that journey for business owners, but also making sure that we're supporting them with the opportunities that are relevant to their own stage of growth.

The other piece is revenue generation. We always want to focus on the core and sustainable business health of a company and making sure that they're bringing in revenue and that they've created a business model that actually works and is scalable. We're working a lot on providing them not just money into their business or outside capital, but how do we actually help them generate revenue and clear capital in all the stages unless they have that capital? How do we actually help them deploy that capital in meaningful ways will help them grow their business?

All of the wraparound services that come with the core of what Hello Alice offers — and certainly with this credit card we're getting a deeper layer of insight, because we know more about the businesses, we know how they're spending, what they're doing. We're really learning about how do we additionally support this cohort of business owners with the right wraparound services, making sure that they're getting the right thing at the right time.

What's interesting is that and the reason we really started with the credit card is that 50 percent of small business owners have a personal credit score of 680 or better, and that's strong enough to apply for most business credit cards. However, that score locks them out of getting a business loan, which typically requires a score of 720 or better to qualify. So we're able to tap into a cohort and help them grow this pool of capital in the earliest stages. But really making sure that we're giving them the growth tools that ultimately free them up to go get that loan, to go walk into a main street bank and have that power of choice along their capital journey.

In general, we focus a lot on access to capital. We deployed over $37 million in small business grants to date, and we're continuing to grow that pool. We're actually working right now on an equitable access to capital fund, which will allow us to utilize those grants to actually pay the security deposit for select business owners who may not qualify for additional credit.

Ultimately, this is a really tangible way to work with financial institutions, MasterCard, and our broader partner ecosystem. We haven't seen the statistics move in decades. How do we actually open up more capital to business owners that otherwise wouldn't qualify for it? And this is our our first of many steps toward towards putting a really tangible stake in the ground.

IM: What about the challenges of the pandemic — how do you see COVID-19 and its shutdown affect small businesses?

CR: For us, like many businesses, I think the pandemic was it shook everything up. I think we had a plan and a path forward that always entailed unlocking access to capital and unlocking opportunity — that has never changed for us. But it accelerated a lot of things. We had planned to deploy grant funding in 2020 independent of the pandemic. When COVID hit and we saw these businesses struggling, we quickly pivoted. We accelerated that plan significantly. We started deploying grants within weeks of shelter in place — even before PPP had been announced and before businesses were accessing any government support. We were among the first to offer emergency grants and put us in a really strong position to grow that program and again to accelerate the rollout of that, which is now turned into a much larger program.

That really was, I would say, the acceleration of our entire early stage access to capital continuum. And what we learned from that was how much capital these business owners actually need. The process gave us a lot of information that that has really helped roll out the broader continuum of capital for us. We launched our lending marketplace with over 92 small business lenders all focused on fair and equitable funding, which is available over all as well. And so these credit cards round out that early stage access to capital.

But when we look at our new majority cohort — and even many white male businesses — we have to get business owners of all types that are struggling with access to capital. Everybody's willing to give money to business owners that have traction, that are doing well with their business, that are on a growth path. But it's very hard to get the traction that big investors need, and that's always really struggle.

The pandemic accelerated a lot in this space. It made us realize that the opportunity here is actually much greater to support these businesses and also got a lot of attention from partners. We've been having these conversations for years, frankly, prior to the pandemic. And everybody recognized there was an issue, but I don't think they realized the impact of the issue until COVID hit, and small businesses were the ones that kept operating and made sure that we were getting the resources that we needed to continue to live in a time when everything was a little bit uncertain.

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This conversation has been edited for brevity and clarity.

Small business owners now have a new option for their credit and financial support needs, thanks to Hello Alice and Mastercard. Image via Getty Images

Houston small biz tech platform launches entrepreneur-focused credit card

hello credit

When you're a small business owner, every service you sign up for or institution you open an account at should be a helpful partner on your business journey. At least, that's how Hello Alice sees it.

The Houston company has partnered up with Mastercard and First National Bank of Omaha to provide small business owners a suite of financial services with their line of credit. The Hello Alice Small Business Mastercard will offer users expert business advice, business insights, cashback, and a rewards program that gives entrepreneurs points for completing business-advancing activities on the Hello Alice platform.

“We designed the Hello Alice Small Business Mastercard to meet the needs of small business owners where they are, breaking longstanding barriers to mentorship, access to credit, and overall financial health for those who have traditionally been denied access,” says Elizabeth Gore and Carolyn Rodz, co-founders of Hello Alice, in a statement.

“In times of economic boom and bust, access to capital remains the leading challenge for all small business owners, and particularly for New Majority owners, which is why we continue to focus our efforts on expanding the capital continuum beyond our existing grants and loans programs,” the duo continued.

Offered as a traditional credit card, the Hello Alice Small Business Mastercard provides users with credit-building opportunities. Business owners with a limited or poor credit history also have the opportunity to a secured version of the credit card that still provides full benefits from the program.

“Small businesses are the backbone of our communities, yet too often face significant obstacles in securing the resources they deserve, particularly if the owners come from underserved communities,” says Linda Kirkpatrick, president for North America at Mastercard, in the release. “The launch of the Hello Alice Small Business Mastercard is an important step in our mission to build a more inclusive digital economy by providing small businesses with the financial tools and capital they need to thrive, while also advancing our half-billion-dollar commitment to help close the racial wealth and opportunity gap for Black communities.”

This initiative is the latest announcement from Hello Alice’s Equitable Access to Capital program, which is focused on increasing access to the capital — as well as financial products, tools, and education — small businesses need to grow sustainably and power the national economy. By 2025, according to Hello Alice, approximately $70 million in grants could fund credit enhancements for approximately 30,000 business owners, unlocking up to $1 billion in credit access.

“FNBO has been committed to helping small businesses succeed for 165 years, and we are proud to partner with Hello Alice and Mastercard in this vital initiative to elevate all small businesses,” says Jerry J. O’Flanagan, executive vice president of Partner Customer Segment at First National Bank of Omaha.


The new credit card will provide credit and financial advice, support, and education to small business owners. Image via helloalice.com

Houstonians are carrying sizable debt into the new year. Photo via LivingDice.com

This is how much credit card debt the average Houstonian carries, says report

MONETARY MISFORTUNE

Residents of Houston are nursing New Year's hangovers of another kind — credit card debt.

According to a LendingTree study of the 50 largest U.S. metro areas, Houston consumers rank fourth for the highest median amount of credit card debt to ring in the new year: $3,720. In second place is Austin ($3,911), with Dallas at No. 7 ($3,560). San Antonio holds down the No. 14 spot ($3,414).

Hartford, Connecticut, claims the dubious distinction of ranking first in this category, with median credit card debt of $3,994.

Matt Schulz, LendingTree's chief credit analyst, says people with good credit and high income typically are more inclined to carry bigger credit card balances, since they usually have access to higher credit limits. But he notes that a significant number of younger consumers carry a high amount of credit card debt.

"When you're young and don't have a lot of financial experience, that scary combination can lead to more debt, especially for those living in big, expensive cities," according to LendingTree.

By another yardstick, Texas' four major metros fare much better in the LendingTree study.

Houston ranks 38th for the share of credit card users with debt (81.1 percent). Austin ranks No. 21 (84.7 percent), followed by Dallas at No. 37 (81.2 percent), and San Antonio at No. 48 (75.7 percent).

LendingTree researchers used an anonymized sample of more than 40,000 My LendingTree users from the first 15 days of December 2020 to estimate the percentage of credit card users carrying debt into 2021. They also relied on that data to compile median credit card debts.

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This article originally ran on CultureMap.

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4 Houston-area institutions get $8M for cancer research facilities

fighting cancer

Cancer research capabilities in the Houston area just got an $8 million boost.

On Wednesday, May 20, the Cancer Prevention and Research Institute of Texas (CPRIT) awarded $8 million in grants to institutions in Houston and Bryan for the creation or expansion of so-called “core” cancer research facilities.

“Core facilities provide shared access to advanced technology, equipment, and scientific expertise that may not be available at every institution,” CPRIT says. “These core facilities are vital to not only cancer research but also to the study of diseases beyond cancer.”

Houston-area recipients of these $2 million grants are:

  • A facility at the University of Texas Health Science Center for preclinical support of cancer researchers in Texas to evaluate new safe, effective drugs and drug combinations.
  • The Accelerator for Cancer Therapeutics, operated by Houston’s Texas Medical Center Foundation. The accelerator helps researchers and startups move innovative cancer treatments from the lab to clinical trials.
  • Rice University’s Genetic Design & Engineering Center in Houston. The center enables researchers to collaborate on studies of custom DNA for cancer treatment.
  • A facility at the Texas A&M University System’s Health Science Center in Bryan that aims to speed up the development of cancer therapies.

In addition to those grants, the University of Texas M.D. Anderson Cancer Center, Methodist Hospital Research Institute, Baylor College of Medicine, and Rice University shared $21 million to recruit cancer researchers from other institutions.

The largest of those grants—totalling $4 million—went to M.D. Anderson for the recruitment of renowned cancer researcher Andre Nussenzweig from the National Institutes of Health. His research focuses on how DNA damage and faulty DNA repairs lead to cancer.

Here are the totals for the other CPRIT grants awarded in the Houston area:

  • $12.8 million to Houston-based Indapta Therapeutics for the development of an off-the-shelf therapy that naturally kills cancer cells, combined with an immunity-targeting agent for a type of leukemia.
  • $11.1 million to MD Anderson, including $5 million for a statewide platform to improve long-term health outcomes in adolescents and young adults who survived cancer.
  • $8.4 million to Baylor College of Medicine, including $4.8 million for two training programs for cancer researchers.
  • $6.25 million to UT Health Houston, including $4 million for a biomedical informatics and genomics training program for cancer researchers.
  • $4.4 million to the Texas A&M Health Science Center’s Houston campus, including $2.4 million for a cancer therapeutics training program.
  • $2.75 million to Rice, including $250,000 for a study of ovarian cancer.
  • $2 million to Houston-based March Biosciences for the development of a targeted therapy for treating T-cell lymphoma.
  • $1.15 million to the University of Houston, including $900,000 for a platform for detection of lung cancer.
  • $900,000 to Texas A&M in Bryan to conduct clinical drug trials in rural and underserved communities around the state.
  • $800,000 to Houston- and Israel-based Xerient Pharma for the development of an oral form of a cell-protecting drug called amifostine to protect the upper GI tract from radiation damage during pancreatic cancer treatment.
  • $659,000 to Missouri City-based OmniNano Pharmaceuticals for the development of a two-drug combination to treat the most common form of pancreatic cancer.
  • $250,000 to the University of Texas Medical Branch at Galveston for a novel therapeutic to prevent colitis-related colorectal cancer.

Axiom Space launches Japanese subsidiary, names leadership

Axiom Space is setting up a Japanese subsidiary to tap into billions of dollars worth of business opportunities in the vast Asia-Pacific region. The company’s new office in Japan will open July 1.

“For the Asia-Pacific region, an Axiom Space presence in Japan means a long-term, direct path to low-Earth orbit for research, for industry, for astronauts, and a partner committed to building that future together with Japan,” Jonathan Cirtain, president and CEO of Axiom Space, said in a news release.

Asia-Pacific spaceflight leaders include Japan, China, India and South Korea.

Until committing to the Asia-Pacific subsidiary, Axiom focused primarily on the U.S. market for space exploration equipment, technology and services. Axiom is building the successor to the International Space Station (ISS), and it provides human spaceflight services and develops next-generation spacesuits.

Fortune Business Insights estimates the Asia-Pacific market for space technology was valued at $155.3 billion in 2025.

“The region is rapidly expanding due to rapidly expanding government space programs, increasing private sector participation, and rising demand for satellite services across densely populated regions,” says Fortune Business Insights, a market research firm.

The region’s combination of strategic investments, market demand and emerging entrepreneurial systems positions Asia-Pacific “for the fastest growth in the global market,” Fortune Business Insights says.

The market research firm pegs the U.S. market for space technology at $251.8 billion in 2025, making it the world’s largest player in that sector.

Veteran Japanese astronaut Koichi Wakata will lead Axiom Space Japan as chief technology officer in the Asia-Pacific region. The Japanese subsidiary will work with government agencies, research institutions, and industrial partners in Japan to expand hardware development and manufacturing, microgravity research and orbital computing.

Wakata was the Japanese space agency’s first program manager for ISS and the station’s first Japanese commander. He also contributed to the construction of ISS, including the Japanese experiment module Kibo. Wakata retired from the Japanese agency, JAXA, in March 2024.

“Japan intends to remain a leading nation in human space exploration post-ISS, and Japanese industry and academia are ready to play a central role in the commercial era,” Axiom Space said in the release. “Axiom Space Japan is how the company will meet that ambition with a long-term, on-the-ground presence.”

Houston investment firm closes $105M energy venture fund

seeing green

Houston-based investment firm Veriten has announced the initial close of its second flagship energy venture fund with more than $105 million in capital commitments.

Fund II will build on Veriten’s initial fund and aim to support “scalable technology solutions for energy, power and industrial applications,” according to a company news release.

"Our differentiated network, research-driven process, and first principles approach to investing are having an impact across multiple verticals including traditional energy, electrification, and industrial technology. Fund II builds on that platform,” John Sommers, partner, investments at Veriten, added in the release. “In this environment, the differentiator isn't capital – it's all about connectivity, deep sector expertise, and an economically-driven approach. As new technologies and approaches develop at breakneck speed, the need for more reliable, affordable energy and power continues to grow dramatically. The current backdrop accentuates the need for Veriten's solution."

Veriten is supported by over 50 strategic partnerships in the energy, power, industrial and technology sectors, including major players like Halliburton and Phillips 66.

"Veriten continues to build a differentiated platform at the intersection of energy, technology and industry expertise," Jeff Miller, chairman and CEO of Halliburton, said in the release. "We were early believers in the team and their ability to identify practical solutions to real challenges across the energy value chain. As all industries increasingly adopt digital tools, automation and AI-enabled technologies to improve performance and execution, we are proud to partner with Veriten again to help accelerate high-impact solutions across the broader energy landscape."

Veriten closed its debut fund, NexTen LP, of $85 million in committed capital in October 2023. It was launched in January 2022 by Maynard Holt, co-founder and former CEO of the energy investment bank Tudor, Pickering, Holt & Co.

It has invested in Houston-based AI-powered electricity analytics provider Amperon and led a $12 million Seed 2 funding round for Houston-based Helix Technologies to scale manufacturing of its energy-efficient commercial HVAC add-on earlier this year. In the past year it has contributed to funding rounds for San Francisco-based Armada and Calgary-based Veerum.

Veriten also named Nick Morriss as its new managing director earlier this month. Morriss most recently served as vice president of business development at next-generation nuclear technology company Natura Resources and spent nearly 20 years at NOV Inc.

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This article originally appeared on our sister site, EnergyCapitalHTX.com.

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