The 11 executives now will move on to national Entrepreneur Of The Year program. National winners will be named in November. Photos courtesy

Eleven Houston-based executives have been crowned regional winners in the Entrepreneur Of The Year program, run by professional services firm EY.

The 11 executives now will move on to national Entrepreneur Of The Year program. National winners will be named in November.

“Every year, we are completely blown away by the accomplishments of our Entrepreneur Of The Year Regional Award winners, and 2023 is no different,” AJ Jordan, director of the Entrepreneur Of The Year program for EY Americas, says in a news release. “They are change-makers and champions of business and community, and we are so proud to be honoring them. We can’t wait to see how these leaders will continue to improve lives and disrupt industries.”

Here are the 11 local winners from the program’s Gulf South region.

Steve Altemus, president and CEO of Intuitive Machines

Intuitive Machines, founded in 2013, is a publicly traded space exploration company. The company’s upcoming mission will send the first U.S. spacecraft to the moon since 1972 as well as the first-ever commercial lunar lander. Its Nova-C spacecraft will carry commercial and NASA payloads.

Earlier this year, a joint venture led by Intuitive Machines nabbed a contract valued at up to $719 million for work on NASA’s Joint Polar Satellite System. The company, which went public in February 2023, forecasts revenue of $174 million to $268 million this year.

“Steve’s visionary mindset and ability to assemble and inspire a talented team have been instrumental in our collective success,” the company says in a statement about the Entrepreneur Of The Year award. “He consistently fosters a culture of excellence, empowering our diverse group of engineers, scientists, and visionaries to pioneer groundbreaking solutions and deliver outstanding results.”

Gaurab Chakrabarti, co-founder and CEO of Solugen, and Sean Hunt, co-founder and CTO

Solugen, founded in 2016, makes and distributes specialty chemicals derived from feedstock. The startup is reportedly valued at more than $2 billion. To date, Solugen has raised $642.2 million, according to Crunchbase.

In naming Solugen one of the most innovative companies of 2022, Fast Company noted that the carbon-negative process embraced by Solugen and the startup’s “ability to sell flexible amounts of chemicals to companies looking to lower their own footprint have helped the company make inroads in a traditionally slow-moving industry.”

Daryl Dudum and Matthew Hadda, founders and co-CEOs of Specialty1 Partners

Specialty1 Partners, which launched in 2019, supplies business services to dental surgery practices. These services include HR, recruiting, payroll, accounting, operations, marketing, business development, compliance, IT, and legal.

In 2022, Specialty1 Partners appeared at No. 72 on the Inc. 5000 list with two-year revenue growth of 2,921 percent.

“Supporting our partners and helping them grow while continuing to build partnerships with industry-leading, innovative surgical specialists is what we focus on every day,” Dudum says in a 2022 news release. “It’s not just about growing our network — we are committed to helping our partner practices grow and succeed on their terms.”

Ludmila Golovine, president and CEO of MasterWord Services

MasterWord Services offers translation and interpretation in more than 400 languages for customers such as energy, health care, and tech companies. The woman-owned business was founded in 1993.

“I’m grateful to our exceptional team and to each of our translators and interpreters who every day live our mission of connecting people across language and culture,” Golovine says in a news release about the Entrepreneur Of The Year honor.

Roger Jenkins, president and CEO of Murphy Oil

Murphy Oil is involved in oil and natural gas exploration and production primarily onshore in the U.S. and Canada, and offshore along the Gulf of Mexico. The publicly traded Fortune 1000 company, founded in 1944, racked up revenue of nearly $4 billion in 2022.

“Over the years, the company has grown and evolved to become a leading independent energy company, with strategic assets around the world,” Murphy says on its website. “All the while, we have remained true to our mission — to challenge the norm, tap into our strong legacy, and use our foresight and financial discipline to deliver inspired energy solutions.

Mohammad Millwala, founder and CEO of DM Clinical Research

DM Clinical Research, founded in 2006, runs 13 sites for clinical trials. Its areas of specialty include vaccines, internal medicine, pediatrics, gastrointestinal, psychiatry, and women’s health.

“DM Clinical Research is in a period of rapid growth with multiple new study sites added over the last two years in addition to the quadrupling of our staff to over 500 employees,” Millwala says in a January 2023 news release. “We expect this transformational growth trajectory to continue for the foreseeable future, on the road to becoming the leading independent clinical research network in the nation.”

Mark Walker, co-founder, chairman and CEO of Direct Digital Holdings, and Keith Smith, co-founder and president

Publicly traded Direct Digital Holdings owns three operating companies that offer online platforms for advertising. Three years after its founding in 2018, the company became the ninth Black-owned business to go public in the U.S.

The company posted revenue of $88 million in 2022, up 131 percent from the previous year.

“Direct Digital Holdings’ success is rooted in the hard work and commitment we have long seen in taking advantage of advertising opportunities targeting underserved communities and [that] markets often overlook,” Smith says in a news release about the Entrepreneur Of The Year award.

Omair Tariq, co-founder and CEO of Cart.com

While technically headquartered in Austin, Houston-funded Cart.com's co-founder and CEO, Omair Tariq, also was a Gulf South winner in the Entrepreneur Of The Year program.

The e-commerce company moved its headquarters from Houston to Austin in 2021. However, Tariq remains in Houston. In May 2023, Tariq delivered the commencement address to MBA recipients from Rice University’s Jones Graduate School of Business, where he earned his MBA.

Cart.com, founded in 2020, offers software and services to thousands of online merchants. To date, the pre-IPO company has raised $421 million in funding, according to Crunchbase.

“We want to be the commerce-enablement infrastructure for the largest brands in the world,” Tariq told the Insider news website in 2022.

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Houston startup debuts new drone for first responders

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Houston-based Paladin Drones has debuted Knighthawk 2.0, its new autonomous, first-responder drone.

The drone aims to strengthen emergency response and protect first responders, the company said in a news release.

“We’re excited to launch Knighthawk 2.0 to help build safer cities and give any city across the world less than a 70-second response time for any emergency,” said Divyaditya Shrivastava, CEO of Paladin.

The Knighthawk 2.0 is built on Paladin’s Drone as a First Responder (DFR) technology. It is equipped with an advanced thermal camera with long-range 5G/LTE connectivity that provides first responders with live, critical aerial awareness before crews reach the ground. The new drone is National Defense Authorization Act-compliant and integrates with Paladin's existing products, Watchtower and Paladin EXT.

Knighthawk 2.0 can log more than 40 minutes of flight time and is faster than its previous model, reaching a reported cruising speed of more than 70 kilometers per hour. It also features more advanced sensors, precision GPS and obstacle avoidance technology, which allows it to operate in a variety of terrains and emergency conditions.

Paladin also announced a partnership with Portuguese drone manufacturer Beyond Vision to integrate its Drone as a First Responder (DFR) technology with Beyond Vision’s NATO-compliant, fully autonomous unmanned aerial systems. Paladin has begun to deploy the Knighthawk 2.0 internationally, including in India and Portugal.

The company raised a $5.2 million seed round in 2024 and another round for an undisclosed amount earlier this year. In 2019, Houston’s Memorial Villages Police Department piloted Paladin’s technology.

According to the company, Paladin wants autonomous drones responding to every 911 call in the U.S. by 2027.

Rice research explores how shopping data could reshape credit scores

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More than a billion people worldwide can’t access credit cards or loans because they lack a traditional credit score. Without a formal borrowing history, banks often view them as unreliable and risky. To reach these borrowers, lenders have begun experimenting with alternative signals of financial reliability, such as consistent utility or mobile phone payments.

New research from Rice Business builds on that approach. Previous work by assistant professor of marketing Jung Youn Lee showed that everyday data like grocery store receipts can help expand access to credit and support upward mobility. Her latest study extends this insight, using broader consumer spending patterns to explore how alternative credit scores could be created for people with no credit history.

Forthcoming in the Journal of Marketing Research, the study finds that when lenders use data from daily purchases — at grocery, pharmacy, and home improvement stores — credit card approval rates rise. The findings give lenders a powerful new tool to connect the unbanked to credit, laying the foundation for long-term financial security and stronger local economies.

Turning Shopping Habits into Credit Data

To test the impact of retail transaction data on credit card approval rates, the researchers partnered with a Peruvian company that owns both retail businesses and a credit card issuer. In Peru, only 22% of people report borrowing money from a formal financial institution or using a mobile money account.

The team combined three sets of data: credit card applications from the company, loyalty card transactions, and individuals’ credit histories from Peru’s financial regulatory authority. The company’s point-of-sale data included the types of items purchased, how customers paid, and whether they bought sale items.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says.

The final sample included 46,039 credit card applicants who had received a single credit decision, had no delinquent loans, and made at least one purchase between January 2021 and May 2022. Of these, 62% had a credit history and 38% did not.

Using this data, the researchers built an algorithm that generated credit scores based on retail purchases and predicted repayment behavior in the six months following the application. They then simulated credit card approval decisions.

Retail Scores Boost Approvals, Reduce Defaults

The researchers found that using retail purchase data to build credit scores for people without traditional credit histories significantly increased their chances of approval. Certain shopping behaviors — such as seeking out sale items — were linked to greater reliability as borrowers.

For lenders using a fixed credit score threshold, approval rates rose from 15.5% to 47.8%. Lenders basing decisions on a target loan default rate also saw approvals rise, from 15.6% to 31.3%.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says. “This approach benefits unbanked applicants regardless of a lender’s specific goals — though the size of the benefit may vary.”

Applicants without credit histories who were approved using the retail-based credit score were also more likely to repay their loans, indicating genuine creditworthiness. Among first-time borrowers, the default rate dropped from 4.74% to 3.31% when lenders incorporated retail data into their decisions and kept approval rates constant.

For applicants with existing credit histories, the opposite was true: approval rates fell slightly, from 87.5% to 84.5%, as the new model more effectively screened out high-risk applicants.

Expanding Access, Managing Risk

The study offers clear takeaways for banks and credit card companies. Lenders who want to approve more applications without taking on too much risk can use parts of the researchers’ model to design their own credit scoring tools based on customers’ shopping habits.

Still, Lee says, the process must be transparent. Consumers should know how their spending data might be used and decide for themselves whether the potential benefits outweigh privacy concerns. That means lenders must clearly communicate how data is collected, stored, and protected—and ensure customers can opt in with informed consent.

Banks should also keep a close eye on first-time borrowers to make sure they’re using credit responsibly. “Proactive customer management is crucial,” Lee says. That might mean starting people off with lower credit limits and raising them gradually as they demonstrate good repayment behavior.

This approach can also discourage people from trying to “game the system” by changing their spending patterns temporarily to boost their retail-based credit score. Lenders can design their models to detect that kind of behavior, too.

The Future of Credit

One risk of using retail data is that lenders might unintentionally reject applicants who would have qualified under traditional criteria — say, because of one unusual purchase. Lee says banks can fine-tune their models to minimize those errors.

She also notes that the same approach could eventually be used for other types of loans, such as mortgages or auto loans. Combined with her earlier research showing that grocery purchase data can predict defaults, the findings strengthen the case that shopping behavior can reliably signal creditworthiness.

“If you tend to buy sale items, you’re more likely to be a good borrower. Or if you often buy healthy food, you’re probably more creditworthy,” Lee explains. “This idea can be applied broadly, but models should still be customized for different situations.”

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This article originally appeared on Rice Business Wisdom. Written by Deborah Lynn Blumberg

Anderson, Lee, and Yang (2025). “Who Benefits from Alternative Data for Credit Scoring? Evidence from Peru,” Journal of Marketing Research.

XSpace adds 3 Houston partners to fuel national expansion

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Texas-based XSpace Group has brought onboard three partners from the Houston area to ramp up the company’s national expansion.

The new partners of XSpace, which sells high-end multi-use commercial condos, are KDW, Pyek Financial and Welcome Wilson Jr. Houston-based KDW is a design-build real estate developer, Katy-based Pyek offers fractional CFO services and Wilson is president and CEO of Welcome Group, a Houston real estate development firm.

“KDW has been shaping the commercial [real estate] landscape in Texas for years, and Pyek Financial brings deep expertise in scaling businesses and creating long‑term value,” says Byron Smith, founder of XSpace. “Their commitment to XSpace is a powerful endorsement of our model and momentum. With their resources, we’re accelerating our growth and building the foundation for nationwide expansion.”

The expansion effort will target high-growth markets, potentially including Nashville, Tennessee; Orlando, Florida; and Charlotte and Raleigh, North Carolina.

XSpace launched in Austin with a $20 million, 90,000-square-foot project featuring 106 condos. The company later added locations on Old Katy Road in Houston and at The Woodlands Town Center. A third Houston-area location is coming to the Design District.

XSpace condos range in size from 300 to 3,000 square feet. They can accommodate a variety of uses, such as a luxury-car storage space, a satellite office, or a podcasting studio.

“XSpace has tapped into a fundamental shift in how entrepreneurs and professionals want to use space,” Wilson says. “Houston is one of the best places in the country to innovate and build, and XSpace’s model is perfectly aligned with the needs of this fast‑growing, opportunity‑driven market.”