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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Grocery purchase data can accurately predict credit risk for individuals without traditional credit scores, potentially broadening the pool of qualified loan applicants. Photo via Unsplash

Houston researchers find alternate data for loan qualification

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Millions of consumers who apply for a loan to buy a house or car or start a business can’t qualify — even if they’re likely to pay it back. That’s because many lack a key piece of financial information: a credit score.

The problem isn’t just isolated to emerging economies. Exclusion from the financial system is a major issue in the United States, too, where some 45 million adults may be denied access to loans because they don’t have a credit history and are “credit invisible.”

To improve access to loans and peoples’ economic mobility, lenders have started looking into alternative data sources to assess a loan applicant’s risk of defaulting. These include bank account transactions and on-time rental, utility and mobile phone payments.

A new article by Rice Business assistant professor of marketing Jung Youn Lee and colleagues from Notre Dame and Northwestern identifies an even more widespread data source that could broaden the pool of qualified applicants: grocery store receipts.

As metrics for predicting credit risk, the researchers found that the types of food, drinks and other products consumers buy, and how they buy them, are just as good as a traditional credit score.

“There could be privacy concerns when you think about it in practice,” Lee says, “so the consumer should really have the option and be empowered to do it.” One approach could be to let consumers opt in to a lender looking at their grocery data as a second chance at approval rather than automatically enrolling them and offering an opt-out.

To arrive at their findings, the researchers analyzed grocery transaction data from a multinational conglomerate headquartered in a Middle Eastern country that owns a credit card issuer and a large-scale supermarket chain. Many people in the country are unbanked. They merged the supermarket’s loyalty card data and issuer’s credit card spending and payment history numbers, resulting in data on 30,089 consumers from January 2017 to June 2019. About half had a credit score, 81% always paid their credit card bills on time, 12% missed payments periodically, and 7% defaulted.

The researchers first created a model to establish a connection between grocery purchasing behavior and credit risk. They found that people who bought healthy foods like fresh milk, yogurt and fruits and vegetables were more likely to pay their bills on time, while shoppers who purchased cigarettes, energy drinks and canned meat tended to miss payments. This held true for “observationally equivalent” individuals — those with similar income, occupation, employment status and number of dependents. In other words, when two people look demographically identical, the study still finds that they have different credit risks.

People’s grocery-buying behaviors play a factor in their likelihood to pay their bills on time, too. For example, cardholders who consistently paid their credit card bill on time were more likely to shop on the same day of the week, spend similar amounts across months and buy the same brands and product categories.

The researchers then built two credit-scoring predictive algorithms to simulate a lender’s decision of whether or not to approve a credit card applicant. One excludes grocery data inputs, and the other includes them (in addition to standard data). Incorporating grocery data into their decision-making process improved risk assessment of an applicant by a factor of 3.11% to 7.66%.

Furthermore, the lender in the simulation experienced a 1.46% profit increase when the researchers implemented a two-stage decision-making process — first, screening applicants using only standard data, then adding grocery data as an additional layer.

One caveat to these findings, Lee and her colleagues warn, is that the benefit of grocery data falls sharply as traditional credit scores or relationship-specific credit histories become available. This suggests the data could be most helpful for consumers new to credit.

Overall, however, this could be a win-win scenario for both consumers and lenders. “People excluded from the traditional credit system gain access to loans,” Lee says, “and lenders become more profitable by approving more creditworthy people.”

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This article originally ran on Rice Business Wisdom based on research by Rice University's Jung Youn Lee, Joonhyuk Yang (Notre Dame) and Eric Anderson (Northwestern). “Using Grocery Data for Credit Decisions.” Forthcoming in Management Science. 2024: https://doi.org/10.1287/mnsc.2022.02364.


Attention small business owners: it's time for a financial wellness exam. And Hello Alice has just the tool for you to use. Photo by Hero Images

Houston fintech company launches new tool for startups and small businesses

wellness check

Much like the humans that run them, businesses need the occasional wellness exam. A fintech company founded in Houston has created a tool for conducting that health check.

Hello Alice announced that its new tool Business Health Score has launched today. The assessment tool can be used by startups and small businesses to navigate their financial and business health. The tool is the first product rolling out from the Equitable Access Program, a new initiative from Hello Alice and the Global Entrepreneurship Network with support from Wells Fargo, JPMorgan Chase, Mastercard, and the Kauffman Foundation.

Hello Alice was co-founded by Elizabeth Gore and Carolyn Rodz and has worked with over one million small businesses to help them access capital. The idea of the Score is to give business owners "a comprehensive overview of a business's financial health," according to the news release from Hello Alice. This information is critical for decision making and works hand-in-hand with all of Hello Alice's existing resources.

Operating as a self-assessment questionnaire, the Score will provide entrepreneurs with a composite number by evaluating three business aspects: financial and business management practices, financial performance and position, and credit history.

“Over the last two years, Americans have applied to start 10.5 million new businesses, leading to a surge in the small business economy and more entrepreneurs who need support to properly grow their businesses," say Gore and Rodz in the release. "We recognized data was missing from the market that would give enterprise partners and financial institutions a clearer picture of the potential that small business owners possess for massive growth and investment."

The Score will help Hello Alice and its partners, which includes financial institutions, navigate the business's unique needs and provide the appropriate financial services and resources.

“We are providing unparalleled visibility through the Business Health Score that will empower small business owners to make more strategic decisions and optimize their growth while giving partners and institutions the insight to best help them through personalized service and product recommendations," the co-founders continue. "The Score and the larger Equitable Access Program we have launched with GEN are a huge step forward in opening up more growth opportunities for small businesses and ecosystem partners.”

Hello Alice and GEN are on a mission of democratizing access to capital so that entrepreneurs from all communities have the ability to grow their businesses sustainably. Last year, Hello Alice launched an entrepreneur-focused credit card that helped businesses more easily set up a line of credit.

“Entrepreneurs are well-equipped to deal with disruption and changing dynamics, but while talent is plentiful, opportunity is not,” says Jonathan Ortmans, founder and president of the Global Entrepreneurship Network, in the release. “The Equitable Access Program and Business Health Score will open doors for small business owners to better manage and grow their businesses, which will lead to more strategic partnership and funding opportunities.”

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Houston space companies win NASA funding to build Mars exploration robots

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Two Houston-area spacetech companies have landed a portion of a $17 million award from NASA to develop robots for exploring the surface of Mars, the agency announced this month.

Houston-based Inuitive Machines and Webster, Texas-based MEI Technologies, which does business as Aegis Aerospace, were among the seven companies selected to receive the funding from NASA's Science Transport and Robotic Innovation for Deployment and Exploration (STRIDE) initiative.

According to the release from NASA, the companies are tasked with creating "innovative mobility systems" that would allow future Mars missions to access more challenging terrain and difficult-to-reach regions of the planet, and to travel farther distances. NASA estimated that the work will begin this fall.

NASA solicited proposals for participants in the STRIDE initiative in January. The seven named companies are the first selected to participate in the program.

The additional five companies to receive STRIDE funding include:

"STRIDE demonstrates NASA’s commitment to strong public-private partnerships, allowing the agency to explore new approaches for Mars surface exploration while identifying key capability gaps and development needs for commercial systems that could operate and traverse realistic Martian environments," NASA shared in the announcement.

Last month, Intuitive Machines was awarded $148.3 million to deliver its Nova-C lander to the moon. The funding was part of $600 million the space agency awarded to three companies as part of its Moon Base Program and was Intuitive Machines' sixth task order under NASA's Commercial Lunar Payload Services (CLPS) program. Astrobotic was also one of the companies to land funding for the Moon Base program, as well as Austin-based Firefly Aerospace.

Around the same time, Firefly Aerospace was awarded a $13 million subcontract from NASA’s Jet Propulsion Laboratory to develop technology for NASA’s SkyFall mission to Mars. The mission aims to deploy three Mars helicopters to "perform science and demonstrate airborne subsurface mapping and resource prospecting on the planet." Read more here.

SpaceX launches Starship test flight with most advanced Starlinks to date

Out in Space

SpaceX’s mammoth Starship rocket blasted off Friday, July 24, on another test flight stretching halfway around the world, this time releasing 20 of the most advanced Starlinks.

Towering 407 feet, Starship soared from the company’s base at the southern tip of Texas. NASA monitored the space-skimming flight, a critical step toward using the Starship as a lunar lander for moon crews.

The hourlong journey ended with a splashdown so soft that the spacecraft remained afloat in the Indian Ocean as the SpaceX webcast drew to a close, drawing cheers from employees back at the launch site.

Elon Musk’s SpaceX had replaced six of the 33 engines on the first-stage booster after they failed to ignite earlier in July, resulting in a last-second launch abort. The previous Starship flight in May also experienced engine trouble, which prevented the booster from making a controlled return.

This time, all of the engines fired at liftoff, but not enough of them lit back up for the booster's return, causing it to descend too fast and slam into the Gulf of Mexico. The spacecraft continued soaring eastward, popping out the Starlinks one by one 124 miles up before reentering.

It was the 13th flight of the world’s biggest and most powerful rocket, and the second this year of the new version dubbed V3. Like the previous demo, neither the booster nor spacecraft was meant to be saved, instead plunging into the sea.

The stainless steel, retro-looking spacecraft hovered upright over the Indian Ocean before lowering into the water, more than 10,000 miles from where the flight began.

It was the best reentry yet, according to SpaceX, with the intact booster floating amid just a few flames. Previous flights ended with the spacecraft engulfed in flames and exploding at splashdown — or rupturing in midair.

“We're really pumped about this,” said SpaceX engineer Kate Tice, calling it “lucky flight 13.”

The Starlinks accomplished all their jobs before reentering over the Indian Ocean.

After being ejected from the Starship’s Pez-like dispenser, the Starlinks managed to communicate via lasers with older Starlink models already in orbit. With more than 10,000 Starlinks currently providing internet, SpaceX boasts the world’s largest satellite constellation.

Six of the newly launched Starlinks carried cameras that photographed Starship’s heat shield at flight's end, beaming back amazingly crisp shots even as the spacecraft bobbed in the ocean. The heat shield was also equipped with sensors to measure the extreme pressure placed on the spacecraft during launch. Most of the heat shield’s thermal tiles were black, but some were deliberately painted white to simulate missing tiles, part of an experiment to test the shield’s robustness.

"We got all the heat shield data we needed and then some!" Musk said on X.

NASA Administrator Jared Isaacman offered congratulations. “Excited for what will be learned from this mission,” Isaacman noted on X.

SpaceX wants to make sure Starship’s heat shield can withstand the heat of entry before trying to return it to the Starbase launch pad near the Texas-Mexico border. The company already has used a pair of giant mechanical arms at the pad to capture a Starship booster. The company plans to do the same with the actual spacecraft, which is designed to be totally reusable.

NASA needs Starship to wrap up testing and reach orbit soon so the Artemis III astronauts — three Americans and one Italian — can practice docking their capsule with it next year.

Starship is also the vehicle with which Musk intends to build a city on Mars. He's already booking tourist trips to Mars, as well as the moon.

The latest test flight was delayed first by the July 16 launch abort, then again July 23 by thick clouds from Tropical Storm Bertha.

University of Houston debuts UH Health, expanding collaborative health care and research efforts

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The University of Houston has announced its cross-disciplinary academic venture, UH Health.

It will align UH’s efforts in education, research and clinical partnerships to create new opportunities to advance research and innovation, community impact, and education, according to a news release.

“From opening the state’s first college of optometry to developing groundbreaking vaccines, improving the health of all Texans has been a UH priority for decades,” UH President Renu Khator said in the release. “Now, with the launch of UH Health, we are bringing together the full strength of our health enterprise to expand our reach, advance research and transform the future of health for our communities.”

UH is adopting a fully collaborative model, with health professionals from various concentrations to help better understand overall patient care, which includes factors like clinical, behavioral and social factors that can influence health outcomes.

UH Health will also have partnerships with HCA Healthcare, Memorial Hermann Hospital, Baylor College of Medicine, MD Anderson Cancer Center and other Texas Medical Center facilities. In addition, UH Health will work with DHR Health in the Rio Grande Valley to create new opportunities for health care education, workforce development and research in one of Texas' medically underserved regions.

As part of UH Health, UH Health Family Care Center will provide integrated primary care and mental health services to the University and its surrounding communities at affordable prices to serve the Third Ward, East End and South Houston. The Household-Centered Care program will give students opportunities to work directly with community caregivers through patient home visits, while the 3rd Ward Place of Wellness offers health screenings, preventive services, education and other resources designed to support long-term health and well-being, according to UH. The College of Optometry will continue to see children and families via outreach programs and clinics across the community.

UH Health also aims to address shortages in health care professionals, providing a pipeline from the university to the workforce. According to the Texas Hospital Association, 64 percent of hospitals in the state are operating with reduced services and fewer beds due to staff shortages.

“Preparing the next generation of health care leaders is one of the most important investments we can make in the future of our state,” Jonathan McCullers, vice president for health affairs at UH and dean of the Tilman J. Fertitta Family College of Medicine at UH, added in the release. “UH Health is ensuring our graduates are equipped to work effectively in today’s complex healthcare environment.”

Additionally, UH shared it is investing $77 million into a 55,000-square-foot medical research facility aimed at boosting interdisciplinary research and scientific discovery.

“Healthcare is no longer delivered in isolation, and complex health challenges require coordinated solutions,” McCullers added. “UH Health allows us to work across disciplines to tackle health challenges, advance research and improve outcomes for patients and our community.”

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