At the recent Global Corporate Venture conference, two corporate venture execs peeled back the curtain on what they look for from startups. Getty Images

One of the challenges for Houston energy startups is not knowing what potential big corporate partners want from them. At the recent Global Corporate Venture, two corporate venture execs shared what all they're looking for and the challenges they are facing.

Diana Grauer, director of external technology engagement and venture capital at Technip FMC, and Bradley Andrews, president of digital at Worley joined a panel with moderator Wade Bitaraf, founder of Plug and Play Energy & Sustainability. The panel, entitled "How globalization and diversification can boost a local innovation ecosystem," explored what each exec looks for in potential partnerships with startups.

At TechnipFMC, which has a newer corporate investment group, Grauer says her team looks for startup technologies within four key categories, industry 4.0, digitization, materials and processes, and energy transition. Within those categories, she says they aren't looking for startups that will provide a big return on investment, rather technologies that will advance the company's capabilities.

"We're focused on strategic returns, not necessarily your conventional financial returns," she says.

Andrews echoed this point, admitting that while a big exit for a portfolio company is never bad, but Worley would rather have technologies that benefit their business platform.

"As long as [a technology is] under core strategy and driving internal strategy, we're kind of in," he says. "Anything around data science, automation, new energy, sustainability, those are all kind of sweet spots for us."

A big challenge, Andrews says, is communicating companywide the importance of looking outward for innovative opportunities, rather than relying on the company's staff.

"The idea of corporate tech startups coming to fruition within our industry is kind of new. We used to build from within," Andrews says. "We're still as an industry trying to figure out how to do this."

Grauer says that, similarily, her biggest challenge is getting pushback from within TechnipFMC of people who just think their company should fund its current workforce to find solutions. But Grauer responds to them explaining that the company needs to move faster than that and the way to do that is through working with startups. That's why the company has created an Open Innovation Program. According to Grauer, the organization expects to make its first investment by the end of the year.

For Andrews, the state of Houston's innovation ecosystem is exciting, and he notes that he looks at emerging technologies across industries. A technical solution in medicine might have an application in energy, for example. And, considering the state of the energy industry, now is the time to be more collaborative within Houston as more and more global challenges emerge.

"I think Houston has everything it needs to make a stake in this," Andrews says. "We're not competing with each other in this industry. We're competing against what the world is going to demand from us. It's time for us in corporate land and set our egos aside."

Grauer says she's seen the city's innovation resources grow over the years, noting the emergence of The Cannon, Rice Alliance, and Plug and Play.

"I really think that the energy industry in Houston is really starting to catch up and blossom," she says.

From enlightening talks and conventions to networking opportunities, here's where you need to be in November. Getty Images

10+ can't-miss Houston business and innovation events for November

Where to be

Looking for some help navigating an innovation-filled month in Houston? Look no further.

November is jam packed with Houston business and innovation events — from huge conventions like SpaceCom and Global Corporate Venture taking over downtown on the same days to the Digital Fight Club battling it out in Houston for the first time and The Houston Innovation Summit planning a week of programming.

If you know of innovation-focused events for this month or next, email me at natalie@innovationmap.com with the details and subscribe to our daily newsletter that sends fresh stories straight to your inboxes every morning.

November 5 — Female Founder Luncheon with MassChallenge and HX

Houston is full of entrepreneurial women and this event aims to bring women together and give access to top female entrepreneurs and passionate women in local businesses. They will share their 'why,' their stories, challenges, successes, tips, and answer your burning questions about local entrepreneurship. Join us for a panel and lunch in a closed setting where we discuss what it takes to be a successful female entrepreneur.

Details: The event is from 11 am to 1 pm on Tuesday, November 5, at Houston Exponential (410 Pierce St.). Learn more.

November 6 — Texas Life Science Forum

Rice Alliance's Texas Life Science Forum brings together members from industry, emerging life science companies, academic, and investors. This is the "must attend" event for anyone in the life science industry in Texas or affiliated with innovation at the life science academic institutions.

Details: The event is from 8:30 am to 5 pm on Wednesday, November 6, at BioScience Research Collaborative (6500 Main St.). Learn more.

November 6 — Baker Tilly - Six Figure #Fail

Details: The event is from 11:30 am to 1 pm on Wednesday, November 6, at The Cannon (1336 Brittmoore Road). Learn more.

November 6 — Science First: Changing the Trajectory of Lung Cancer

In honor of Lung Cancer Awareness Month, JLABS sitting down with experts at The Lung Cancer Initiative at Johnson & Johnson and MD Anderson Lung Cancer Moon Shots as well as innovators in the field to present on and create dialogue around the core challenges faced by innovators in the field, new discoveries, emerging technologies, and potential solutions.

Details: The event is from 11 am to 1:30 pm on Wednesday, November 6, at JLabs @ TMC (2450 Holcombe Blvd.). Learn more.

November 7 — TMCx Demo Day: Medical Device 2019

TMCx's annual medical device cohort celebrates the end of another program as the participating entrepreneurs take to the main stage to pitch their solutions. During the event, 16 medical device startups will showcase the progress they have made on their solutions, and what they have planned for the future.

Details: The event is from 1:30 to 8 pm on Thursday, November 7, at TMC Innovation Institute (2450 Holcombe Blvd.). Learn more.

November 8-10 — Second Annual Health Equity Hackathon

CareSet presents the second annual Health Equity Hackathon using newly available data that will help address innovations for the underserved community in the U.S.

Details: The event is from November 8 through 10, at United Way of Greater Houston (50 Waugh Dr.). Learn more.

November 12 — Houston Forum for Equitable Development without Displacement

Rice University is planning to develop 16 acres around Houston's Wheeler Station to create a neighborhood centered around technology, innovation, and entrepreneurship. To demand that the developers sign a Community Benefits Agreement, we are establishing the Houston Coalition for Equitable Development without Displacement (HCEDD). All individuals, community groups, advocacy organizations, and supporting businesses/organizations who are interested in supporting this initiative are invited to attend.

Details: The event is from 6 to 8 pm on Tuesday, November 12, at Wesley AME Church (2209 Emancipation Ave). Learn more.

November 13 — Upstream Venturing + Technology Showcase

In collaboration and partnership with Equinor Technology Ventures, BP Ventures, Shell Ventures, Saudi Aramco Energy Ventures, and Cannon Ventures, hear the latest trends in upstream technology implementation.

Details: The event is from 5 to 8 pm on Wednesday, November 13, at The Cannon (1336 Brittmoore Road). Learn more.

November 14 — TopCoder Innovation Summit

The Topcoder Innovation Summit is the premier innovation event for industry leaders. At the Innovation Summit, you'll have the opportunity to speak with industry leaders, attend panels on innovation and emerging technologies, and meet with the Wipro and Topcoder executive teams.

Details: The event is from 8 am to 4:45 pm on Thursday, November 14, at InterContinental Hotel (6750 Main St.). Learn more.

November 14 — JLABS x UH: Startup Pains: From Academia to Startup (Therapeutics)

JLABS and the University of Houston Technology Bridge present a special installment of Startup Pains, a monthly talk given by entrepreneurs who share their journey of launching a company and overcoming unanticipated obstacles in order to find success in their industry. This month's focus is to arm those contemplating entrepreneurship with a road map for navigating the startup waters, specifically focused on therapeutics.

Details: The event is from 5:30 to 7 pm on Thursday, November 14, at JLabs @ TMC (2450 Holcombe Blvd.). Learn more.

November 15 — Tilting the Grid: How Electricity Companies Will Disrupt

Tilting the Grid is the conference where you can eavesdrop on what the most daring companies in the REP space are doing and discuss what the next "big" thing might be. Ready to learn what big data can reveal about customer behavior? Prepared for a deep dive into the latest customer acquisition trends?

Details: The event is from noon to 5 pm on Friday, November 15, at Whitehall Hotel Houston (1700 Smith St). Learn more.

November 18-24 — The Houston Innovation Summit

For the third year, Houston's innovation ecosystem is taking over the city for a week of events and programming coordinated by Impact Hub Houston. To check out the panels, meetups, and all other programming, click here. Note: Some of the specific events will also appear in this curated list of Houston events.

November 20 — Houston Digital Fight Club

Entrepreneurs and experts are taking the stage — or in this case ring — to battle out their ideas on tech and innovation in Houston. The high energy debate will take place across five fights and networking opportunities. Secure your tickets — it's expected to sell out.

Details: The event is from 6 to 10 pm on Wednesday, November 20, at White Oak Music Hall (2915 N Main St.). Learn more.

November 20 — Inside Billy's Brain: Surgeon, Inventor, Innovator

Join JLABS @ TMC and explore the mind and motivations of Dr. Billy Cohn, the renowned surgeon, inventor and innovator.

Details: The event is from 11:30 am to 1:30 pm on Wednesday, November 20, at JLabs @ TMC (2450 Holcombe Blvd.). Learn more.

November 20-21 — SpaceCom

SpaceCom, America's Commercial Space Conference and Exposition, addresses the strategic issues impacting the commercial space industry that will enable your business to set a clear course to gain a competitive advantage in the coming trillion-dollar space economy. SpaceCom is operating under a Space Act Agreement with NASA. In 2019, the Department of Commerce's Office of Space Commerce and the Department of Energy's Office of Technology Transitions join NASA and the commercial space industry in collaborating on the development of the show.

Details: The event is from Wednesday, November 20, to Thursday, November 21, at the George R. Brown Convention Center (1001 Avenida De Las Americas). Learn more.

November 20-21 — Global Corporate Venture 

Never has the energy industry been more vulnerable to disruption, but as open to change. The world's leading energy and transportation companies are using venture capital to invest in, and help deploy, new technologies and business models that will fundamentally change the way we generate, distribute and use energy.

Details: The event is from Wednesday, November 20, to Thursday, November 21, and takes place at various locations throughout the two-day conference. Learn more.

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11 Houston researchers named to Rice innovation cohort

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The Liu Idea Lab for Innovation and Entrepreneurship (Lilie) has named 11 students and researchers with breakthrough ideas to its 2026 Rice Innovation Fellows cohort.

The program, first launched in 2022, aims to support Rice Ph.D. students and postdocs in turning their research into real-world ventures. Participants receive $10,000 in translational research funding, co-working space and personalized mentorship.

The eleven 2026 Innovation Fellows are:

Ehsan Aalaei, Bioengineering, Ph.D. 2027

Professor Michael King Laboratory

Aalaei is developing new therapies to prevent the spread of cancer.

Matt Lee, Bioengineering, Ph.D. 2027

Professor Caleb Bashor Laboratory

Lee’s work uses AI to design the genetic instructions for more effective therapies.

Thomas Howlett, Bioengineering, Postdoctoral 2028

Professor Kelsey Swingle Laboratory

Howlett is developing a self-administered, nonhormonal treatment for heavy menstrual bleeding.

Jonathan Montes, Bioengineering, Ph.D. 2025

Professor Jessica Butts Laboratory

Montes and his team are developing a fast-acting, long-lasting nasal spray to relieve chronic and acute anxiety.

Siliang Li, BioSciences, Postdoctoral 2025

Professor Caroline Ajo-Franklin Laboratory

Li is developing noninvasive devices that can quickly monitor gut health signals.

Gina Pizzo, Statistics, Lecturer

Pizzo’s research uses data modeling to forecast crop performance and soil health.

Alex Sadamune, Bioengineering, Ph.D. 2027

Professor Chong Xie Laboratory

Sadamune is working to scale the production of high-precision neural implants.

Jaeho Shin, Chemistry, Postdoctoral 2027

Professor James M. Tour Laboratory

Shin is developing next-generation semiconductor and memory technologies to advance computing and AI.

Will Schmid, Electrical and Computer Engineering, Postdoctoral 2025

Professor Alessandro Alabastri Laboratory

Schmid is developing scalable technologies to recover critical minerals from high-salinity resources.

Khadija Zanna, Electrical and Computer Engineering, Ph.D. 2026

Professor Akane Sano Laboratory

Zanna is building machine learning tools to help companies deploy advanced AI in compliance with complex global regulations.

Ava Zoba, Materials Science and Nano Engineering, Ph.D. 2029

Professor Christina Tringides Laboratory

Zoba is designing implantable devices to improve the monitoring of brain function following tumor-removal surgery.

According to Rice, its Innovation Fellows have gone on to raise over $30 million and join top programs, including The Activate Fellowship, Chain Reaction Innovations Fellowship, the Texas Medical Center’s Cancer Therapeutics Accelerator and the Rice Biotech Launch Pad. Past participants include ventures like Helix Earth Technologies and HEXASpec.

“These fellows aren’t just advancing science — they’re building the future of industry here at Rice,” Kyle Judah, Lilie’s executive director, said in a news release. “Alongside their faculty members, they’re stepping into the uncertainty of turning research into real-world solutions. That commitment is rare, and it’s exactly why Lilie and Rice are proud to stand shoulder-to-shoulder with them and nurture their ambition to take on civilization-scale problems that truly matter.”

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.