There are a few things to remember about altmetrics when tapping into non-traditional methods of metrics reporting. Graphic by Miguel Tovar/University of Houston

Alternative metrics, or “altmetrics,” refers to the use of non-traditional methods for judging a researcher’s reach and impact.

Being published in a peer-reviewed journal is surely a great feat. It’s the typical way professors get their research out there. But the tools established to measure this output might end up giving the skewed impression about an author’s impact in spheres both academic and social.

Traditional metrics

Web of Science and Scopus are the main platforms that researchers rely on for collecting article citations. Web of Science’s indexing goes back to 1900, and Scopus boasts the largest database abstract and citations. The caveat with these repositories is that each resource only gives you a rating based on the range and breadth of journals it indexes. Different journals are recorded in different tools, so you may not be getting a comprehensive metric from either.

Let’s talk about h index

The h index is probably never going away, although it is always being improved upon.

An h index is a complex equation that tells the story of how often a researcher is cited. For instance, if a scholar published six papers, and all six papers were each cited by at least six other authors, they would have an h index of 6.

This equation doesn’t work out too well for an academic who, say, had one paper that was continuously cited – they would still have an h index of 1. Brené Brown, Ph.D., even with her veritable empire of vulnerability and shame related self-help has h index of 7 according to Semantic Scholar.

On to altmetrics

When a psychology professor goes on a morning show to discuss self-esteem of young Black women, for instance, she is not helping her h index. Her societal impact is huge, however.

“When I use altmetrics to deliver a professor his or her impact report, I seek out nontraditional sources like social media. For instance, I check how many shares, comments or likes they received for their research. Or maybe their work was reported in the news,” said Andrea Malone, Research Visibility and Impact Coordinator at the University of Houston Libraries.

Altmetrics aim to answer the question of how academia accounts for the numerous other ways scholarly work impacts our society. What about performances done in the humanities, exhibitions, gallery shows or novels published by creative writers?

Alternative metrics are especially important for research done in the humanities and arts but can offer social science and hard science practitioners a better sense of their scope as well. With the constant connections we foster in our lives, the bubble of social media and such, there is a niche for everyone.

The equalizer

For some, Twitter or Facebook is where they like to publish or advertise their data or results.

“When altmetrics are employed, the general public finds out about research, and is able to comment, share and like. They can talk about it on Twitter. The impact of the work is outside of academia,” said Malone. She even checks a database to see if any of the professor’s works have been included in syllabi around the country.

Academia.edu is another social network offering a platform for publishing and searching scholarly content. It has a fee for premium access, whereas Google Scholar is free. Its profile numbers are usually high because it can pick up any public data – even a slide of a PowerPoint.

The Big Idea

At the University of Houston, altmetrics are categorized thusly: articles, books and book chapters, data, posters, slides and videos. While one would think there’s no downside to recording all of the many places academic work ends up, there are a few things to remember about altmetrics:

  1. They lack a standard definition. But this is being worked on currently by the NISO Alternative Assessment Metrics Initiative.
  2. Altmetrics data are not normalized. Tell a story with your metrics, but don’t compare between two unlike sources. Youtube and Twitter will deliver different insights about your research, but they can’t be compared as though they measure the same exact thing.
  3. They are time-dependent. Don’t be discouraged if an older paper doesn’t have much to show as far as altmetrics. The newer the research, the more likely it will have a social media footprint, for example.
  4. They have known tracking issues. Altmetrics work best with items that have a Digital Object Identifier (DOI).

So have an untraditional go of it and enlist help from a librarian or researcher to determine where your research is making the biggest societal impact.

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This article originally appeared on the University of Houston's The Big Idea. Sarah Hill, the author of this piece, is the communications manager for the UH Division of Research.

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Innovative Houston-area hardtech startup closes $5M seed round

fresh funding

Conroe-based hardtech startup FluxWorks has closed a $5 million seed round.

The funding was led by Austin-based Scout Ventures, which invests in early-stage startups working to solve national security challenges.

Michigan Capital Network also contributed to the round from its MCN Venture Fund V. The fund is one of 18 selected by the Department of Defense and Small Business Administration to participate in the Small Business Investment Company Critical Technologies Initiative, which will invest $4 billion into over 1,700 portfolio companies.

FluxWorks reports that it will use the funding to drive the commercialization of its flagship Celestial Gear technology.

"At Scout, we invest in 'frontier tech' that is essential to national interest. FluxWorks is doing exactly that by solving critical hardware bottlenecks with its flagship Celestial Gear technology ... This is about more than just gears; it’s about strengthening our industrial infrastructure," Scout Ventures shared in a LinkedIn post.

Fluxworks specializes in making contactless magnetic gears for use in extreme conditions, which can enhance in-space manufacturing. Its contactless design leads to less wear, debris and maintenance. Its technology is particularly suited for space applications because it does not require lubricants, which can be difficult to control at harsh temperatures and in microgravity.

The company received a grant from the Texas Space Commission last year and was one of two startups to receive the Technology in Space Prize, funded by Boeing and the Center for the Advancement of Science in Space (CASIS), in 2024. It also landed $1.2 million through the National Science Foundation's SBIR Phase II grant this fall.

Fluxworks was founded in College Station by CEO Bryton Praslicka in 2021. Praslicka moved the company to Conroe 2024.

5 Houston scientists named winners of prestigious Hill Prizes 2026

prized research

Five Houston scientists were recognized for their "high-risk, high-reward ideas and innovations" by Lyda Hill Philanthropies and the Texas Academy of Medicine, Engineering, Science and Technology (TAMEST).

The 2026 Hill Prizes provide seed funding to top Texas researchers. This year's prizes were given out in seven categories, including biological sciences, engineering, medicine, physical sciences, public health and technology, and the new artificial intelligence award.

Each recipient’s institution or organization will receive $500,000 in direct funding from Dallas-based Lyda Hill Philanthropies. The organization has also committed to giving at least $1 million in discretionary research funding on an ad hoc basis for highly-ranked applicants who were not selected as recipients.

“It is with great pride that I congratulate this year’s Hill Prizes recipients. Their pioneering spirit and unwavering dedication to innovation are addressing some of the most pressing challenges of our time – from climate resilience and energy sustainability to medical breakthroughs and the future of artificial intelligence,” Lyda Hill, founder of Lyda Hill Philanthropies, said in a news release.

The 2026 Houston-area recipients include:

Biological Sciences: Susan M. Rosenberg, Baylor College of Medicine

Rosenberg and her team are developing ways to fight antibiotic resistance. The team will use the funding to screen a 14,000-compound drug library to identify additional candidates, study their mechanisms and test their ability to boost antibiotic effectiveness in animal models. The goal is to move toward clinical trials, beginning with veterans suffering from recurrent infections.

Medicine: Dr. Raghu Kalluri, The University of Texas MD Anderson Cancer Center

Kalluri is developing eye drops to treat age-related macular degeneration (AMD), the leading cause of vision loss globally. Kalluri will use the funding to accelerate studies and support testing for additional ocular conditions. He was also named to the National Academy of Inventors’ newest class of fellows last month.

Engineering: Naomi J. Halas, Rice University

Co-recipeints: Peter J. A. Nordlander and Hossein Robatjazi, Rice University

Halas and her team are working to advance light-driven technologies for sustainable ammonia synthesis. The team says it will use the funding to improve light-driven catalysts for converting nitrogen into ammonia, refine prototype reactors for practical deployment and partner with industry collaborators to advance larger-scale applications. Halas and Nordlander are co-founders of Syzygy Plasmonics, and Robatjazi serves as vice president of research for the company.

The other Texas-based recipients include:

  • Artificial Intelligence: Kristen Grauman, The University of Texas at Austin
  • Physical Sciences: Karen L. Wooley, Texas A&M University; Co-Recipient: Matthew Stone, Teysha Technologies
  • Public Health: Dr. Elizabeth C. Matsui, The University of Texas at Austin and Baylor College of Medicine
  • Technology: Kurt W. Swogger, Molecular Rebar Design LLC; Co-recipients: Clive Bosnyak, Molecular Rebar Design, and August Krupp, MR Rubber Business and Molecular Rebar Design LLC

Recipients will be recognized Feb. 2 during the TAMEST 2026 Annual Conference in San Antonio. They were determined by a committee of TAMEST members and endorsed by a committee of Texas Nobel and Breakthrough Prize Laureates and approved by the TAMEST Board of Directors.

“On behalf of TAMEST, we are honored to celebrate the 2026 Hill Prizes recipients. These outstanding innovators exemplify the excellence and ambition of Texas science and research,” Ganesh Thakur, TAMEST president and a distinguished professor at the University of Houston, added in the release. “Thanks to the visionary support of Lyda Hill Philanthropies, the Hill Prizes not only recognize transformative work but provide the resources to move bold ideas from the lab to life-changing solutions. We are proud to support their journeys and spotlight Texas as a global hub for scientific leadership.”

Investment bank opens new Houston office focused on energy sector

Investment bank Cohen & Co. Capital Markets has opened a Houston office to serve as the hub of its energy advisory business and has tapped investment banking veteran Rahul Jasuja as the office’s leader.

Jasuja joined Cohen & Co. Capital Markets, a subsidiary of financial services company Cohen & Co., as managing director, and head of energy and energy transition investment banking. Cohen’s capital markets arm closed $44 billion worth of deals last year.

Jasuja previously worked at energy-focused Houston investment bank Mast Capital Advisors, where he was managing director of investment banking. Before Mast Capital, Jasuja was director of energy investment banking in the Houston office of Wells Fargo Securities.

“Meeting rising [energy] demand will require disciplined capital allocation across traditional energy, sustainable fuels, and firm, dispatchable solutions such as nuclear and geothermal,” Jasuja said in a news release. “Houston remains the center of gravity where capital, operating expertise, and execution come together to make that transition investable.”

The Houston office will focus on four energy verticals:

  • Energy systems such as nuclear and geothermal
  • Energy supply chains
  • Energy-transition fuel and technology
  • Traditional energy
“We are making a committed investment in Houston because we believe the infrastructure powering AI, defense, and energy transition — from nuclear to rare-earth technology — represents the next secular cycle of value creation,” Jerry Serowik, head of Cohen & Co. Capital Markets, added in the release.

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This article originally appeared on EnergyCaptialHTX.com.