Rice University competition doles out nearly $2M in cash prizes to student startups

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The 22nd annual Rice Business Plan Competition named its winners across life science, clean energy, software, and more. Photo via Rice University/Twitter

Rice University brought back its international student startup competition to its in-person format in a big way, giving out nearly $2 million in investment plus thousands more in-kind prizes to over a dozen winning teams.

The 2022 Rice Business Plan Competition took place April 7-9 on campus, ending in a banquet and awards presentation at the Marriott Marquis on Saturday. Earlier this year, Rice announced the 42 student teams competing for the awards. The student competitors represent 31 universities — including three from European universities. The 42 teams were narrowed down from over 400 applicants and divided into five categories: energy, cleantech and sustainability; life sciences and health care solutions; consumer products and services; hard tech; and digital enterprise.

Over 250 judges, mentors, and investors were involved in the competition, naming seven finalists — each receiving thousands of dollars in investment funding.

Here were this year's finalists — and what they walked away with:

  • LIDROTEC from RWTH Aachen University, a cutting-edge machine that can better cut microchips for the semiconductor industry, is the big winner this year, taking home the $350,000 GOOSE Capital Investment Grand Prize. The team also won: the Softeq Venture Studio Prize ($50,000 cash, $75,000 in-kind), the TiE Houston Angels Investment Prize ($100,000), RBPC Alumnus, Thomas Healy, Investment Prize ($50,000), the Eagle Investors Prise ($5,000), Best Elevator Pitch - Hard Tech ($500), and RG Advisors CFO Consulting In-Kind Prize. The company also received a $6,700 in-kind prize from BakerBotts and an in-kind $25,000 from RG Advisory. The company's prize totaled over $682,200 in investment and in-kind awards.
  • The second place winner was Hoth Intelligence of University of Pittsburgh, an artificial intelligence platform for health care providers, securing a $100,000 investment prize. The company also won the Owl Investment Prize ($155,000), the HAN Investment Prize ($100,000), and the Pearland EDC Spirit of Entrepreneurship Prize ($25,000). The company also received a a $6,700 in-kind prize from BakerBotts. The company's prize totaled $386,700 in investment awards.
  • Invitris from the Technical University of Munich — a synthetic biology startup targeting antibiotic-resistant bacteria — won third place, which came with a $50,000 award. The team also won the nCourage Courageous Women Entrepreneur Investment Prize ($40,000), the Best Elevator Pitch - Life Science award ($500), and a $6,700 in-kind prize from BakerBotts. bringing its total earnings to $97,200.
  • Winning fourth place and a $5,000 prize was LymphaSense of Johns Hopkins, a medical device startup that's created a wearable lymphedema detection device for at-risk patients. The company also won the TMC Innovation Healthcare Investment Prize ($250,000 and entry into the TMC accelerator) and the Nixon Institute Prize ($3,000). The company's total winnings was $258,000.
  • INIA Biosciences from Boston University — a health tech startup that's created a bioelectric wearable device for kidney donor recipients — won fifth place and $5,000 in prize money.
  • The sixth place winner was Bold Move Beverages, a canned coffee cocktail company from the University of Texas at Austin, which won $5,000 for placing sixth and $10,000 from the RBPC Alumnus, Thomas Healy, Investment Prize. The company won a total of $15,000.
  • Lastly for the finalists, Anise Health of Harvard University, a digital health startups with an inclusive, data-driven platform for culturally-adapted mental health treatment, won seventh place and the $5,000 prize. The company also won first place in the wildcard round, which came with a $2,000 Edward H. Molter Memorial Prize. Anise walked away with $7,000 total.
Several companies won monetary prizes outside of the seven finalists. Here's what other student-founded companies in the competition won:
  • Mallard Bay Outdoors from Louisiana State University, an online marketplace for securely booking outdoor activities, won $216,500 in cash and in-kind prizes. The company won the Owl Investment Prize ($65,000), the Softeq Venture Studio Prize ($50,000 cash, $75,000 in-kind), the RBPC Alumnus, Thomas Healy, Investment Prize ($25,000), the Anbarci Family Company Showcase Prize ($1,000), and the Best Elevator Pitch - Consumer ($500).
  • TransCrypts from the University of Toronto and Harvard University, a secure blockchain platform for sharing employee documents, won two awards — the Owl Investment Prize ($50,000) and the Best Elevator Pitch - Digital ($500) — for a total of $50,500 in prizes.
  • Advanced Optronics of Carnegie Mellon University, a health tech company that develops smart sensors to improve patient outcomes, won two awards — the Pediatric Device Prize ($25,000) and the OFW Law FDA Regulatory Strategy In-Kind Prize — for a total of more than $25,000 in cash and in-kind prizes.
  • EpiSLS — a novel medical device startup that's automating in-vivo allergy testing — of the University of Michigan won the $25,000 Pediatric Device Prize.
  • Farm-to-closet women's apparel brand Pareto of Stanford University won the $10,000 nCourage Courageous Women Entrepreneur Investment Prize.
  • EpiFresh of Rice University, which developed a protective produce coating material that reduces food waste, won three awards for a total of $27,000. The company won the Energy, Cleantech & Sustainability Prize ($25,000), the Anbarci Family Company Showcase Prize ($1,000), and the Overall Best Elevator Pitch ($1,000).
  • Mantel of MIT, which is developing a high temperature liquid phase carbon capture material, won two awards for a total of $28,000 in prizes. The company won the New Climate Ventures Investment Prize ($25,000) and the DK Innovation Prize ($3,000).
  • Invictus BCI — a health tech startup building a noninvasive brain computer interface tools — from MIT won the the RBPC Alumni Network NABACO Prize for a total of $10,000 in winnings.
  • Health care fintech solution Woobie of Brigham Young University won the $25,000 Urban Capital Network Investment Prize.
  • KLAW Industries of Binghamton University, which has designed a way to recycle glass into concrete, won the Anbarci Family Company Showcase Prize ($1,000) and the Best Elevator Pitch - Energy ($500) prizes for a total of $1,500 in awards.
  • Acorn Genetics of Northwestern University, which is better optimizing genetic data for patients, won second place for the wildcard round, which came with the Edward H. Molter Memorial Prize ($1,750).
  • AI-powered stroke prevention platform PLAKK from McGill University won third place for the wildcard round, which came with the Edward H. Molter Memorial Prize ($1,500).
These startups join the ranks of 269 successful RBPC alumni companies — with 50 exits, five IPOs, and over $4.6 billion raised. RBPC was established in 2001.
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The Rice Business Plan Competition is back in person this year, and these are the 42 teams that will go head to head for investments and prizes. Photo courtesy of Rice University

Rice University's student startup competition names 42 teams to compete for over $1 million in prizes

ready to pitch

The Rice Alliance for Technology and Entrepreneurship and the Jones Graduate School of Business have announced the 42 student teams that will compete in the 2022 Rice Business Plan Competition, which returns to an in-person format on the Rice University campus in April.

Of the teams competing for more than $1 million in prizes and funding in this year's competition, six hail from Texas — two teams each from Rice University, University of Texas at Austin, and Texas A&M University. The student competitors represent 31 universities — including three from European universities. The 42 teams were narrowed down from over 400 applicants and divided into five categories: energy, cleantech and sustainability; life sciences and health care solutions; consumer products and services; hard tech; and digital enterprise.

This is the first in-person RBPC since 2019, and the university is ready to bring together the entrepreneurs and a community of over 250 judges, mentors, and investors to the competition.

“As we come out on the other side of a long and challenging two years, we're feeling a sense of renewal and energy as we look to the future and finding inspiration from the next generation of entrepreneurs who are building a better world,” says Catherine Santamaria, director of the RBPC, in a news release.

“This year's competition celebrates student founders with a strong sense of determination — founders who are ready to adapt, build and grow companies that can change the future,” she continues. “We hope their participation will provide guidance and inspiration for our community.”

According to a news release, this year's RBPC Qualifier Competition, which narrowed down Rice's student teams that will compete in the official competition, saw the largest number of applicants, judges, and participants in the competition’s history. The Rice Alliance awarded a total of $5,000 in cash prizes to the top three teams from the internal qualifier: EpiFresh, Green Room and Anvil Diagnostics. From those three, Rice teams EpiFresh and Green Room received invitations to compete in the 2022 RBPC..

The full list of student teams that will be competing April 7 to 9 this year include:

  • Acorn Genetics from Northwestern University
  • Advanced Optronics from Carnegie Mellon University
  • Aethero Space from University of Missouri
  • AImirr from University of Chicago
  • AiroSolve from UCLA
  • Algeon Materials from UC San Diego
  • Anise Health from Harvard University
  • Beyond Silicon from Arizona State University
  • Bold Move Beverages from University of Texas at Austin
  • Diamante from University of Verona
  • EarthEn from Arizona State University
  • Empower Sleep from University of Pennsylvania
  • EpiFresh from Rice University
  • EpiSLS from University of Michigan
  • Green Room from Rice University
  • Horizon Health Solutions from University of Arkansas
  • Hoth Intelligence from Thomas Jefferson University
  • INIA Biosciences from Boston University
  • Invictus BCI from MIT
  • Invitris from Technical University of Munich (TUM)
  • KLAW Industries from Binghamton University
  • LIDROTEC from RWTH Aachen
  • Locus Lock from University of Texas at Austin
  • LymphaSense from Johns Hopkins University
  • Mallard Bay Outdoors from Louisiana State University
  • Mantel from MIT
  • Olera from Texas A&M University
  • OpenCell AI from Weill Cornell Medicine
  • OraFay from UCLA
  • Pareto from Stanford University
  • Photonect Interconnect Solutions from University of Rochester
  • PLAKK from McGill University
  • PneuTech from Johns Hopkins University
  • Rola from UC San Diego
  • RotorX from Georgia Tech
  • SimulatED from Carnegie Mellon University
  • SuChef from University of Pennsylvania
  • Symetric Finance from Fairfield University
  • Teale from Texas A&M University
  • Team Real Talk from University at Buffalo
  • TransCrypts from Harvard University
  • Woobie from Brigham Young University
Last year's awards had 54 student teams competing virtually, with over $1.4 million in cash and prizes awarded. Throughout RBPC's history, competitors have gone onto raise more than $3.57 billion in capital and more than 259 RBPC alumni have successfully launched their ventures. Forty RBPC startups that have had successful exits through acquisitions or trading on a public market, per the news release.
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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.”

Rice Business Plan Competition names startup teams for 2026 event

ready, set, pitch

The Rice Alliance for Technology and Entrepreneurship has announced the 42 student-led teams that will compete in the 26th annual Rice Business Plan Competition this spring.

The highly competitive event, known as one of the world’s largest and richest intercollegiate student startup challenges, will take place April 9-11 on Rice's campus and at the Ion. Teams in this year's competition represent 39 universities from four countries, including one team from Rice and two from the University of Texas at Austin.

Graduate student-led teams from colleges or universities around the world will present their plans before more than 300 angel, venture capital and corporate investors to compete for more than $1 million in prizes. Top teams were awarded $2 million in investment and cash prizes at the 2025 event.

The 2026 invitees include:

  • Alchemll, University of Tennessee - Knoxville
  • Altaris MedTech, University of Arkansas
  • Armada Therapeutics, Dartmouth College
  • Arrow Analytics, Texas A&M University
  • Aura Life Science, Northwestern University
  • BeamFeed, City University of New York
  • BiliRoo, University of Michigan
  • BioLegacy, Seattle University
  • BlueHealer, Johns Hopkins University
  • BRCĒ, Michigan State University
  • ChargeBay, University of Miami
  • Cocoa Potash, Case Western Reserve
  • Cosnetix, Yale University
  • Cottage Core, Kent State University
  • Crack'd Up, University of Wisconsin - Madison
  • Curbon, Princeton University
  • DialySafe, Rice University
  • Foregger Energy Systems, Babson College
  • Forge, University of California, Berkeley
  • Grapheon, University of Pittsburgh
  • GUIDEAIR Labs, University of Washington
  • Hydrastack, University of Chicago
  • Imagine Devices, University of Texas at Austin
  • Innowind Energy Solutions, University of Waterloo (Canada)
  • JanuTech, University of Washington
  • Laetech, University of Toronto (Canada)
  • Lectra Technologies, MIT
  • Legion Platforms, Arizona State University
  • Lucy, University of Pennsylvania
  • NerView Surgical, McMaster University (Canada)
  • Panoptica Technologies, Georgia Tech University
  • PowerHouse, MIT
  • Quantum Power Systems, University of Texas at Austin
  • Routora, University of Notre Dame
  • Sentivity.ai, Virginia Tech
  • Shinra Energy, Harvard University
  • Solid Air Dynamics, RWTH Aachen (Germany)
  • Spine Biotics, University of North Carolina - Chapel Hill
  • The Good Company, Michigan Tech
  • UNCHAIN, Lehigh University
  • VivoFlux, University of Rochester
  • Vocadian, University of Oxford (UK)

This year's group joins more than 910 RBPC alums that have raised more than $6.9 billion in capital, according to Rice.

The University of Michigan's Intero Biosystems, which is developing the first stem cell-driven human “mini gut,” took home the largest investment sum of $902,000 last year. The company also claimed the first-place prize.

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