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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Meet the esteemed judges for the 2026 Houston Innovation Awards

Meet The Judges

Editor's note: Judging is now underway for the 2026 Houston Innovation Awards, and it's time to meet the decision makers.

Our 2026 judging panel comprises past award winners who represent a variety of industries and areas of expertise. They are joined by InnovationMap's interim editor. All are deeply engaged in the Houston innovation ecosystem.

Our judging panel will review all nominee applications submitted across 10 prestigious categories. They will determine the 2026 finalists in all categories, and they will select the winners in all but one category — our people's choice award for Startup of the Year.

The sixth annual Houston Innovation Awards program will be presented in an all-digital format in 2026. We will announce this year's finalists and feature their stories throughout our special editorial series this fall. Then, stay tuned as we reveal the 2026 Houston Innovation Awards winners on InnovationMap.com in mid-November.

Sagar Dalal, Fervo Energy, 2025 Scaleup of the Year

Sagar Dalal

Sagar Dalal serves as chief of staff at Fervo Energy, a company pioneering the commercialization of next-generation geothermal power. In this role, he helps translate the CEO’s vision and priorities into execution, leading cross-functional strategic initiatives that support the company’s growth and operations.

Dalal brings nearly eight years of experience in structural engineering and project management from his time at Thornton Tomasetti and Tesla, where he engineered and built a wide range of infrastructure projects ranging from stadiums to manufacturing facilities. He holds an MBA from Stanford University and an MS in Civil Engineering from Texas A&M University. He is also a licensed professional engineer.

Aaron Fitzgerald, Mars Materials, 2025 Minority-founded Business of the Year

Aaron Fitzgerald

Aaron Fitzgerald is a three-time founder and carbon removal entrepreneur focused on reimagining how we make things. As the CEO of Mars Materials, he leads a team working to commercialize technologies that sequester captured carbon into industrial supply chains.

His vision for a defossilized future is shaped by a unique path through both policy, including a tenure in the United States Senate, and deep carbontech, with fellowships at The Lewis Latimer program, Breakthrough Energy, Prime Coalition, and Carbon 180.

Tatiana Fofanova, Koda Health, 2025 Health Tech Business of the Year

Tatiana Fofonova

Tatiana Fofanova, PhD, is the co-founder and CEO of Koda Health, an AI-enhanced patient decision support platform designed to make advance care planning (ACP) scalable, accessible, and patient-centered for patients with serious illness.

After earning her PhD in Translational Medicine at Baylor College of Medicine, she joined Texas Medical Center (TMC) as a Founder-in-Residence. It was there that she and her co-founders identified one of the most overlooked yet critical gaps in healthcare: the lack of meaningful, accessible advance care planning. Under her leadership, Koda Health now supports over 1 million patients through partnerships with organizations like Cigna, Privia, and Houston Methodist.

Lawson Gow, Greentown Labs, 2025 Incubator/Accelerator of the Year

Lawson Gow currently serves as chief strategy officer for Greentown Labs, which was named Incubator/Accelerator of the Year in the 2025 Houston Innovation Awards. Prior to joining Greentown Labs as Head of Houston in 2025, Gow was as a managing partner at Helium Capital, an investment and advisory firm that aims to support founders across the entire lifecycle of entrepreneurship.

He is also the founder of The Cannon, an innovation-infrastructure provider that operates a growing network of innovation hubs for its community of startups, entrepreneurs, investors, and corporate innovators.

Sarah Hein, March Biosciences, 2025 Female-founded Business of the Year

Sarah Hein

Sarah Hein is the founding CEO of March Biosciences, a clinical-stage cell-therapy company targeting challenging malignancies. Prior to cofounding March Biosciences, she was the founding Entrepreneur in Residence for the Texas Medical Center Innovation Accelerator for Cancer Therapeutics (TMCi ACT).

Formerly, she was a cofounder and the vice president of operations at Courier Therapeutics, a cancer immunotherapy startup acquired by Valo Health. She was also director of research at Resonant Therapeutics, an antibody therapeutics platform technology company. She began at Mercury Fund as a Venture Fellow directly after graduating with her PhD in Molecular Biology from Baylor College of Medicine.

Tanu Jain, FlowCare, 2025 Startup of the Year

Tanu Jain

Tanu Jain is a product executive, entrepreneur, founder and CEO of FlowCare, and registered nurse with a track record of building products from zero to global scale. She previously led product at BioIQ before founding FlowCare, a Houston-based period care infrastructure platform making period care a standard in every restroom. In under 16 months, FlowCare has signed deployed across four enterprise customers and impacted more than 1.5 million women.

FlowCare was named Startup of the Year at the 2025 Houston Innovation Awards, and Jain has been recognized with additional honors including the SDG Super Changemaker – Pewter — at the Global Sustainability Awards 2026.

Prabhdeep "Prab" Sekhon, Eclipse Energy, 2025 Energy Transition Business of the Year

Prabhdeep Singh Sekhon

Prabhdeep Singh Sekhon is CEO of Eclipse Energy, an energy technology company transforming depleted oil fields into low-cost, sustainable hydrogen resources through subsurface biotechnology. He brings nearly two decades of global energy experience spanning climate technology, venture capital, private equity, and multi-billion-dollar energy projects across five continents.

Previously, he held leadership roles at NextEra Energy Resources and Hess Corporation. He is also a founder and managing director of GreenLite Resources and a founding member of Cotogna Sports Group. He holds an MBA from Wharton, a Masters in Engineering from Texas A&M, and a BS from the University of Calgary.

Wade Pinder, Product Houston, 2025 Trailblazer Award Winner

Wade Pinder thinks of himself as an "ecosystem wayseeker," helping founders and builders in and around Houston find their footing, understand the landscape, and move through uncertainty with more clarity. Through Product Houston, he works at the intersection of product strategy, founder support, ecosystem mapping, and community-building, with a particular focus on helping people show up in the right rooms before they feel fully ready.

His background includes years in product management at Blinds.com and Home Depot, along with founding and leading the Houston Product Community for six years. He was recognized by as Mentor of the Year in the 2023 Houston Innovation Awards and received the Trailblazer Award in 2025.

Laura Furr Mericas, Interim Editor, InnovationMap

Laura Furr Mericas is interim editor for InnovatonMap.com and EnergyCapitalHTX.com. She is a longtime contributor to both sites and has reported on Houston's innovation ecosystem for InnovationMap since 2020. Previously, she served as web editor and data reporter for Houston Business Journal.

Report: Income for top 1 percent earners in Texas has surged in 2026

money matters

In a state where local billionaires are wealthier than they've ever been, high-earning Texans need to make $73,000 more than they did a year ago if they want to be among the top 1 percent of earners, a new report has revealed.

SmartAsset's study analyzed income thresholds for the top 1, 5, and 10 percent of earners in all 50 states and the District of Columbia, using 2022 IRS data for individual tax return filers (the most recent year available), adjusted to 2026 dollars.

Texas has the 11th highest income threshold, with residents needing to make a minimum of $817,158 to be considered among the top 1 percent of earners statewide. In 2025, Texans needed to make about $744,000 to be among the top 1 percent.

For comparison, residents living in the nation's capital must make at least $1.16 million to qualify as top 1 percent earners. The District of Columbia led the nation with the highest income threshold to be a top earner.

To be considered among the top 5 percent of earners in Texas, a resident would need to make $312,671. The income threshold to be considered among the top 10 percent is $210,609.

SmartAsset additionally found that 128,130 Texas residents qualified as top 1 percent earners in 2022. Nationally, the report estimated that fewer than 2 million households earn enough to be considered among the top 1 percent of earners nationwide, but 23 million households rank among the top 10 percent.

"In some places, households can enter the top 1 percent at income levels that fall well below the threshold elsewhere, reflecting an uneven landscape of wages and wealth," the report said.

A separate SmartAsset study that tracked the upper and lower thresholds for middle class households found Houston residents need to make anywhere from $42,907 to $128,722 to maintain their middle class status.

The top 10 states with the highest thresholds to be considered in the top 1 percent of earners in the U.S. are:

  • No. 1 – District of Columbia ($1,156,664)
  • No. 2 – Connecticut ($1,147,898)
  • No. 3 – Massachusetts ($1,006,921)
  • No. 4 – California ($987,325)
  • No. 5– New Jersey ($969,976)
  • No. 6 – New York ($959,562)
  • No. 7 – Florida ($956,449)
  • No. 8 – Washington ($903,303)
  • No. 9 – Colorado ($828,772)
  • No. 10 – Wyoming ($819,014)
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This article originally appeared on CultureMap.com.

Here’s where wages grew the most in Houston since 2021, according to new report

pay raise

Bolstered by a thriving manufacturing sector, Waller County—the country’s second-fastest-growing county—leads all Houston-area counties for the growth of pay from 2021 to 2026, according to a new study.

The study, conducted by personal finance website SmartAsset, found average pay in Waller County rose 48 percent from 2021 to 2026. The county’s average weekly pay climbed from $891 to $1,323 during that period.

Manufacturing ranks as the No. 1 employment sector in Waller County, accounting for about 4,500 workers, according to Executive Pulse. Those workers earn an average pay of $77,442 per year.

Waller County powers up its manufacturing hub

Waller County’s manufacturing economy keeps expanding, almost certainly contributing to the 48 percent spike in average pay from 2021 to 2026.

Grundfos, the world’s largest producer of water pumps, broke ground in June on a manufacturing plant at its Brookshire campus. The Danish company’s U.S. headquarters is in Brookshire. In conjunction with the groundbreaking, Grundfos opened the Grundfos Academy Americas training center.

The new 143,000-square-foot facility will make pump systems and water technology, primarily for water utilities and commercial real estate landlords.

Grundfos expects construction to be completed by Q3 2027, with the first production lines planned to start in Q4 of next year.

“Our growing presence in Brookshire reflects both our confidence in the U.S. market and our long‑term commitment to investing where our customers and partners need us most,” Grundfos CEO Poul Due Jensen said in a release.

Another manufacturer, TMEIC Corporation America, recently opened its third U.S. plant at Twinwood Business Park in Brookshire. The 280,000-square-foot facility, which eventually might employ 500 people, makes uninterruptible power supply units and medium-voltage power drives. The $65 million plant includes a customer training center and tech development labs.

The Twinwood facility is the largest of TMEIC’s 13 factories around the world.

TMEIC’s two other U.S. manufacturing plants are in the Houston area. The company’s North American headquarters is in the Houston Energy Corridor.

Perhaps the biggest recent manufacturing prize for Waller County: Austin-based electric vehicle maker Tesla’s new 1.65 million-square-foot factory at Brookshire’s Empire West Industrial Park. The $200 million plant, expected to employ up to 1,500 people by 2028, produces utility-scale batteries for energy storage.

Other major manufacturers in Waller County include Daikin North America and Igloo.

Pay growth around the region

Here’s a rundown of 2021-26 pay growth in the Houston metro’s eight other counties, according to SmartAsset.

  • Austin County — 42 percent
  • Chambers County — 37 percent
  • Harris County — 33 percent
  • Liberty County — 31 percent
  • Montgomery County — 29 percent
  • Fort Bend County — 28 percent
  • Galveston County — 26 percent
  • Brazoria County — 23 percent

Statewide, Dickens County, outside of Lubbock, saw the most significant growth in wages. According to the study, wages grew by 212 percent over the five years, from $707 per week in 2021 to $2,204 per week in 2026.

Among all Texas counties, Waller was ranked No. 44 on the report.

Small counties in the High Plains and West Texas regions saw the largest percent changes in average weekly wage, according to the report. See the full findings here.

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