Amplifying startup success is key for the energy transition, Houston experts say

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The future energy system will be made up of countless new technologies that are actively being developed and scaled by climate and energy startups around the world. Photo via Getty Images

The global energy landscape is undergoing unprecedented challenges, influenced by post-pandemic work trends, geopolitical events like the Ukraine crisis, and the urgent need to reduce carbon emissions.

To achieve net-zero goals by 2050 and address climate change, a significant investment of $5 trillion by 2030 to USD $4.5 trillion by 2050 is required, necessitating a rapid transformation in traditional energy production, distribution, storage, and consumption methods.

High-tech energy and climate startups are pivotal for a robust economy, driving innovation, economic growth, and enhanced productivity. These startups foster healthy competition, attract crucial investments, and contribute significantly to job creation, outpacing larger companies in terms of employment generation. The U.S., a startup leader, generated over 3.7 million new jobs in 2022, showcasing the adaptability of startups to market trends. Globally, India, with the third-largest startup ecosystem, has contributed to the creation of860,000 jobs since the stand-up of Startup India, emphasizing the importance of nurturing startups for sustained economic dynamism and innovation.

The future energy system will be made up of countless new technologies that are actively being developed and scaled by climate and energy startups around the world. These founding teams require access to scaling resources to accelerate and amplify their impact. Human talent, financial investment, demonstration opportunities and physical facilities are scaling resources that often require significant time and capital to build from scratch. This inefficient resource deployment can be particularly pronounced for hard-tech entrepreneurs. Startup community participants are organized around providing entrepreneurs with the needed access to these resources.

"Our mission is to enable hydrogen adoption by solving the key challenges in hydrogen storage and transportation," says Ayrton CEO, Natasha Kostenuk. "With Halliburton's strategic engineering and manufacturing support, we can scale our technology, execute pilot demonstrations and accelerate towards commercialization."

Halliburton Labs, is highlighted for its diverse team and the support it provides to global entrepreneurs in sustainable ventures. The future energy system is envisioned to be composed of numerous new technologies developed and scaled by climate and energy startups worldwide. These startups require access to scaling resources mentioned above, where Halliburton Labs serves as a conduit between established practitioners and startup entrepreneurs, accelerating the latter's impact by providing access to these critical resources.

Infosys launched the Infosys Innovation Fund to invest in entrepreneurial ventures around the world. Their investment philosophy is geared toward supporting innovation and purposeful solutions that are relevant to the strategic priorities of their clients. This differentiates the Infosys Innovation Fund from most other venture capital institutions, in that they have a strong motivation to create long term value for the end users of the technology and to the companies building these solutions.

Infosys actively collaborates with emerging technology startups through its Infosys Innovation Fund. Employing a Desirability, Feasibility, Viability (DFV) framework, Infosys strategically selects startups and offers advantages such as market, financial and technical scale. The Infosys Innovation Fund stands out for its motivation to create long-term value for end users and the companies building innovative solutions. Infosys also operates an incubation center called ‘Infosys Center for Emerging Technology Solutions’ (iCETS), focusing on NextGen services and offerings through collaboration with clients, startup partnerships, university collaborations, and more.

Startups working with Infosys benefit from accessing the company's know-how, market knowledge, and strategic advisors from the consulting arm of business, Infosys Consulting, who are focused on creating business value through technology innovation. The combined expertise guides entrepreneurs from idea to qualification, proof-of-concept, prototype, minimum viable product (MVP), scale, and continuous discovery and delivery.

Open innovation and trusted partnerships in the energy transition era

In the energy transition era, open innovation and trusted partnerships are becoming essential components of amplifying success for startups. Collaborative cultures and trusted partnerships with companies like Infosys and Halliburton Labs are crucial for supporting and scaling startups in this rapidly evolving energy landscape. This shift towards ‘open innovation’ reflects a broader trend in the industry toward collaboration and shared expertise as key drivers for success to accelerate and achieve global energy transition aspirations.

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Scott Gale is the executive director of Halliburton Labs. Jason Till is partner of Experience Transformation & Innovation at Infosys Consulting. Rima Thakkar is principal - Americas Energy Transition at Infosys Consulting. Laura Sacchi, Mandar Joshi, and Sonali Sakhare of Infosys Consulting contributed to this article.

This article originally ran on EnergyCapital.

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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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