Houston companies take home big prizes from a Texas A&M startup competition

Big winners

Spark Biomedical took home first place at the Texas A&M New Ventures Competition. Courtesy of Texas A&M

Earlier this month, 16 startups competed in the 2019 Texas A&M New Ventures Competition for more than $350,000 in cash and in-kind services — the largest pool of prizes in the contest's history.

Houston had a huge presence at TNVC this year. Several Houston startups competed in the technology- and science-focused pitch competition, and the top three prizes were claimed by Houstonians. Of the 13 health and life science companies that were named semifinalists, seven were related to the TMC Innovation Institute.

Here are the Houston companies that walked away from the TNVC with cash and/or prizes.

Spark Biomedical

Friendswood-based medical device company Spark Biomedical took home the top prize at TNVC, which came with a $50,000 check. Spark's technology uses a noninvasive neurostimulation treatment for opioid addiction recovery.

"I'm very humbled and grateful," says Daniel Powell, CEO of Spark, in a release. "This award means a lot because Texas A&M is my alma mater. Being back here is fantastic, and this win is a testament to the work we're doing and our dedication to making a difference with this product."

Spark also was recognized with the Southwest Pediatric Device Prize and the Aggie Angel Network Investment Prize. Recently, Spark announced a partnership with another Houston startup, Galen Data.

SurfEllent

Photo via surfellent.com

Coming in at No. 2 overall and receiving a $35,000 prize was Houston-based advanced coating company, SurfEllent. The company, which is based out of the University of Houston's Technology Park, has designed an anti-icing technology that can be used in any type of situation from de-icing cars to aeronautical applications.

SurfEllent was also recently recognized as one of the top three innovators at NASA's 2017 iTech forum, out of 130 entries across the US.

The company also walked away with the TEEX Product Development Center Prize.

Intelligent Implants

Photo by Cody Duty/TMC

Intelligent Implants called Houston home during the 2018 TMCx medical device cohort and still has a presence in town. The company, which created a, implantable wireless device that stimulates bone growth using electrical stimulation, claimed third prize and $25,000.

Last fall, following its success at TMCx, Intelligent Implants was named the "Most Promising Life Science Company" at the 2018 Texas Life Science Forum hosted by the Rice Alliance and BioHouston.

VenoStent

Photo via venostent.com

Another 2018 TMCx medical device cohort member competed at the TNVC and left with fresh funds. VenoStent took fifth place and a $10,000 prize. VenoStent has a device that allows a successful stent implementation on the first try, called the SelfWrap. The device is made from a shape-memory polymer that uses body heat to mold the stent into the vein-artery junction.

VenoStent, which has its headquarters in Nashville, Tennessee, also won the Ramey & Schwaller IP Legal Services Prize.

PolyVascular

Courtesy of TMC Innovation

Houston-based PolyVascular walked away a big winner of multiple prizes. The company, a member of TMCx's 2017 medical device cohort, creates polymeric transcatheter valves for children with congenital heart disease.

PolyVascular won the TNVC pitch competition, which came with a $5,000 prize. The startup also walked away with the Biotex Investment Prize, the Amerra Visualization Services Prize, and the GOOSE Society Investment Prize.

Ictero Medical

Ictero Medical, which operates out of JLABs at TMC, took home several prizes, including the Thomas | Horstemeyer IP Legal Services Prize, the TMC Accelerator Admission Prize, and the Engineering Vice Chancellor Innovation Prize — a new award that came with a $15,000 prize.

Ictero created the CholeSafe System — a minimally invasive device that treats gallstone disease patients in a procedure with "only minimal local anesthesia to defunctionalize the gallbladder without having to remove it," according to the website.

Sun Co. Tracking

Sun Co. Tracking was the other of the two startups to receive the new Engineering Vice Chancellor's Innovation Prize and its own $15,000 prize. The Houston-based company is developing shape memory alloy actuators for solar panels.

"This unique prize is intended to help the awardees access the world-class engineering capabilities at Texas A&M to obtain technical assistance toward solving their most challenging technical problems in product design, manufacturing or testing," says Dr. Balakrishna Haridas, TEES director for technology commercialization and entrepreneurship, in a release.

"These collaborations between the prize winners and Texas A&M Engineering will generate technical data to support on Small Business Innovation Research/grant proposal funding or private capital investments to the company."

GaitIQ

Photo via LinkedIn

GaitIQ is based in San Antonio, but is automatically accepted into TMCx's tenth cohort if they'd like, since the company won the TMC Investment Prize. The company, which created a primary care app that uses artificial intelligence and cloud-based technology, also won sixth place overall and $5,000.

GaitIQ also won the Ark Pharmacies, Inc. Regional Prize, the Hollinden Marketing and Strategists Services Prize, and the Schwegman Lundberg and Woessner IP Legal Services Prize.

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Rice University MBA programs rank among top 5 in prestigious annual report

top of class

Rice University’s Jones Graduate School of Business MBA programs have been ranked among the top five in the country again in The Princeton Review’s 2025 Best Business Schools rankings.

The university's MBA program in finance earned a No. 3 ranking, climbing up two spots from its 2024 ranking. Finance MBA programs at the University of Virginia's Darden Graduate School of Business and New York University's Leonard N. Stern School of Business were the only ones to outrank Rice, claiming No. 2 and No. 1 spots, respectively.

Rice's online MBA program was ranked No. 5, compared to No. 4 last year. Indiana University's Bloomington Kelley School of Business' online program claimed the top spot.

“These rankings reflect the commitment of our faculty and staff, the drive and talent of our students and the strong support of our alumni and partners,” Peter Rodriguez, dean of Rice Business, said in a news release. “They are exceptional honors but also reminders — not just of our top-tier programs and world-class faculty and students but of our broader impact on the future of business education.”

Rice also ranked at No. 6 for “greatest resources for minority students."

The Princeton Review’s 2025 business school rankings are based on data from surveys of administrators at 244 business schools as well as surveys of 22,800 students enrolled in the schools’ MBA programs during the previous three academic years.

"The schools that made our lists for 2025 share four characteristics that inform our criteria for designating them as 'best': excellent academics, robust experiential learning components, outstanding career services, and positive feedback about them from enrolled students we surveyed," Rob Franek, The Princeton Review's editor-in-chief, said in a press release. "No b-school is best overall or best for all students, but to all students considering earning an MBA, we highly recommend these b-schools and salute them for their impressive programs."

Rice's finance program has ranked in the top 10 for eight consecutive years, and its online MBA has ranked in the top five for four years.

Rice and the University of Houston also claimed top marks on the Princeton Review's entrepreneurship rankings. Rice ranks as No. 1 on the Top 50 Entrepreneurship: Grad list, and the University of Houston ranked No. 1 on Top 50 Entrepreneurship: Ugrad. Read more here.

Houston named ‘star’ metro for artificial intelligence in new report

eyes on AI

A new report declares Houston one of the country’s 28 “star” hubs for artificial intelligence.

The Houston metro area appears at No. 16 in the Brookings Institution’s ranking of metros that are AI “stars.” The metro areas earned star status based on data from three AI buckets: talent, innovation and adoption. Only two places, the San Francisco Bay Area and Silicon Valley, made Brookings’ “superstar” list.

According to Brookings, the Houston area had 11,369 job postings in 2024 that sought candidates with AI skills, 210 AI startups (based on Crunchbase data from 2014 to 2024), and 113 venture capital deals for AI startups (based on PitchBook data from 2023 to 2024).

A number of developments are boosting Houston’s AI profile, such as:

Brookings also named Texas’s three other major metros as AI stars:

  • No. 11 Austin
  • No. 13 Dallas-Fort Worth
  • No. 40 San Antonio

Brookings said star metros like Houston “are bridging the gap” between the two superstar regions and the rest of the country. In 2025, the 28 star metros made up 46 percent of the country’s metro-area employment but 54 percent of AI job postings. Across the 28 metros, the number of AI job postings soared 139 percent between 2018 and 2025, according to Brookings.

Around the country, dozens of metros fell into three other categories on Brookings’ AI list: “emerging centers” (14 metros), “focused movers” (29 metros) and “nascent adopters” (79 metros).

Forecasting retail sales just got smarter, thanks to Google searches

houston voices

Imagine being able to predict the future of retail sales — not with months-old economic reports, but with real-time digital breadcrumbs left behind by consumers. Thanks to new research from K. Ramesh (Rice Business) and Gary Lind (University of Pittsburgh), that future is already here.

Key findings

  • Search trends predict future retail revenue — up to three quarters ahead.
  • Markets don’t fully price in search-based insights, especially before earnings announcements.
  • Trading strategies using search data outperform traditional asset-pricing models by 2–3%.
  • Analysts often underuse this data, resulting in predictable forecast errors.
  • At the macro level, search trends closely track — and often lead — official retail sales and GDP.

Their study shows that Google search trends are powerful predictors of consumer demand, capable of forecasting U.S. retail sales up to three quarters in advance. The implications span industries and audiences — from Wall Street traders to Main Street retailers, and from data-driven CFOs to curious business students.

A smarter, faster crystal ball for retail demand

Retail sales drive nearly 70% of U.S. gross domestic product (GDP), making them one of the most important indicators of economic health. Yet traditional forecasting relies heavily on backward-looking data and broad economic indicators. Ramesh and Lind’s work offers a leap forward: search data from Google Trends — publicly available and easy to use — can offer a faster, more precise signal of where sales are headed.

“If you want to understand consumer demand,” says Ramesh, the Herbert S. Autrey Professor of Accounting at Rice Business, “look at what people are searching for — not just what companies report after the fact. These digital footprints can tell us where revenue is going, often before the market catches up.”

This low-cost approach stands in stark contrast to expensive alternatives, such as satellite images of parking lots, in-store foot traffic from mobile data, or retail scanner feeds — tools often reserved for hedge funds and large institutional investors. Google Trends offers a scalable, accessible option for anyone seeking insight into consumer behavior.

Why this matters for investors and analysts

The researchers analyzed search patterns for nearly 200 publicly traded U.S. retail companies between 2004 and 2019. They found that firms with rising search volumes tend to report higher revenues — often well before analysts or investors react.

In fact, investment strategies built around these trends earned 2–3% higher returns than traditional models would predict. And most of these gains were concentrated around earnings announcements — a sign that markets were slow to recognize what search data had already revealed.

The advantage is even more striking for companies that fly under Wall Street’s radar. For firms with limited analyst coverage, the predictive power of search data on stock performance was more than 80% stronger.

A new tool for analysts — if they’ll use it

Despite the clear signal in the data, the study finds that analysts routinely fail to incorporate search-based insights into their forecasts. That gap translates into missed revenue predictions and market inefficiencies — which sophisticated investors can exploit.

“The search data are out there,” says Lind, a Rice Business Ph.D. ’19 graduate now on faculty at Pitt Business. “They’re public, powerful, and free. Analysts who ignore them are missing an opportunity.”

The impact of this research extends well beyond equity markets. By aggregating Google search data across the retail sector, the authors found strong alignment with U.S. Census retail sales figures and GDP trends. In other words, these digital signals reflect not just firm-level interest, but macroeconomic momentum.

A data wake-up call

This makes search trends a potentially valuable early-warning system for policymakers, central banks, and anyone responsible for interpreting the economic landscape. During volatile or uncertain periods, such tools could offer precious foresight into shifting consumer behavior.

In a digital era where consumers research before they shop — whether online or in-store — it’s no surprise that their Google queries leave valuable clues. What’s surprising is how often businesses, investors, and even economists still overlook them, Ramesh says. “Search data is a goldmine. And it's just sitting there, waiting to be used.”

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This article originally appeared on Rice Business Wisdom.

Lind and Ramesh, “Using Internet Search Data to Predict Aggregate Retail Sales and Enhance Firm-Level Revenue Expectations,” Contemporary Accounting Research (April 2025): 1-32. https://doi.org/10.1111/1911-3846.13043.

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