Chevron makes another investment, Houston researchers nationally recognized, and more innovation news

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From Houston inventors being recognized to Chevron's latest investment, here's what innovation news you need to know. Photo by Dwight C. Andrews/Greater Houston Convention and Visitors Bureau

Houston's innovation news hasn't quite slowed yet for the holidays. This most recent news roundup includes lots of money raised, a new contract for a Houston startup, innovators recognized and more.

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Chevron Technology Ventures invests in Texas company

Courtesy of CTV

Houston-based Chevron Technology Ventures has contributed to Austin-based motor tech company Infinitum Electric's $12.5 million Series B round of financing. New Mexico-based Cottonwood Technology Fund and includes participation AJAX Strategies and other individual investors.

The company plans to use the funds to build out its research and development, engineering, supply chain, and production teams.

"Infinitum's mission aligns well with our goals for the Future Energy Fund," says Barbara Burger, president of CTV, in a release. "The purpose of the Future Energy Fund is to invest in breakthrough energy technologies that reflect Chevron's commitment to lower emission energy sources and that are integral to low-carbon and efficient value chains."

4 Houston researchers named fellows of the National Academy of Inventors

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The National Academy of Inventors named 168 academic innovators to NAI Fellow status — and four conduct their research right here in Houston. The program "highlights academic inventors who have demonstrated a spirit of innovation in creating or facilitating outstanding inventions that have made a tangible impact on quality of life, economic development and the welfare of society," reads the news release.

The four Houston inventors and their institutions are as follows:

List ranks Houston's fastest growing companies

Chart via Grojo.com

Growjo named the 100 fastest-growing companies in Houston for 2019, and, while the study notes the city's large oil and gas and medical industries, also acknowledges its growing tech and software scene. The companies were selected by a myriad of factors.

"Our algorithm is based on multiple datasets including employee growth, estimated revenue growth, valuations, quality and quantity of funding, hiring announcements, current job openings, leadership team announcements, and numerous other growth triggers," reads the website.

The top five companies on the list are:

  1. Midcoast Energy, which has 183 employees and a 17 percent employee growth rate.
  2. ibüümerang, which has 528 employees, and a 633 percent employee growth rate.
  3. Arion, which has 136 employees and a 216 percent employee growth rate.
  4. GoExpedi, which as 59 employees and a 119 percent employee growth rate.
  5. Code Ninjas, which has 338 employees and a 63 percent employee growth rate.

For the full list, visit Growjo.com.

TMCx company wins awards 

Image via abilitechmedical.com

Abilitech Medical, which recently completed the TMCx program, has taken home some wins in Minnesota, where it's based. The company was named named among the state's topmed tech companies by the Minnesota High Tech Association at the 2019 TEKNE awards and 2019, as well as the grand prize winner and top woman-led business by the University of Minnesota's business school at its 2019 Minnesota Cup competition.

The medical device company's technology includes the Abilitech™ Assist, which assists patients with Multiple Sclerosis, rehabilitating from stoke, or other conditions with eating, drinking, and using a computer.

"We've met so many people whose lives will be changed with this innovation," says CEO and founder Angie Conley in a news release. "Through the Texas Medical Center accelerator, we met Dr. Hany Samir who championed our upcoming stroke study."

Samir is a cardiac anesthesiologist at Houston Methodist. He lost his ability to work and perform simple daily functions after a stroke debilitated his left arm.

"I'm unable to practice the medicine I love. I want to hold my wife again with two hands and enjoy dinner with her, without having her cut my food. I want to have a cup of coffee without asking for help," says Samir in the release. "Regaining function in my arm will restore my life."

Pandata Tech receives Department of Defense contract

Photo courtesy of Pandata Tech

Houston-based ​Pandata Tech secured a contract with the United States Department of Defense from the Rapid Sustainment Office of the the United States Air Force last month. The Phase II contract will allow the company to work with Joint Base Elmendorf-Richardson in Alaska to develop a scalable data quality platform.

The access to data will aid in natural disasters, per the release. The goal of the contract would be for a Phase III contract and an opportunity to scale the technology into other branches of military. The company also had a Phase I contract signed in August before securing the Phase II in November.

"Pandata Tech's proprietary DQM software was built during a development partnership with one of the world's largest offshore drilling companies. Because the technology was tested and built with offshore drilling data, the shift to aircraft carriers would be smooth," explains Gustavo Sanchez, co-founder of Pandata Tech, in a news release.

Houston company receives Department of Energy funding

Photo via aerominepower.com

The U.S. Department of Energy's National Renewable Energy Laboratory — with funding from the DOE's Office of Energy Efficiency and Renewable Energy Wind Energy Technologies Office — selected a Houston company for its Competitiveness Improvement Project.

Westergaard Solutions, founded by Houstonian Carsten Westergaard, was named among the 2019 CIP Awardees. Among the company's assets is AeroMine, which competed in the most recent Houston cohort in MassChallenge Texas. The company "will implement an innovative building-integrated wind generation concept with no external moving parts, moving from a preliminary conceptual design to a pre-production prototype design that is ready for testing," according to the release.

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

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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

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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

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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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