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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Texas booms as No. 3 best state to start a business right now

Innovation Starts Here

High employment growth and advantageous entrepreneurship rates have led Texas into a triumphant No. 3 spot in WalletHub's ranking of "Best and Worst States to Start a Business" for 2026.

Texas bounced back into the No. 3 spot nationally for the first time since 2023. After dropping into 8th place in 2024, the state hustled into No. 4 last year.

Ever year, WalletHub compares all 50 states based on their business environment, costs, and access to financial resources to determine the best places for starting a business. The study analyzes 25 relevant metrics to determine the rankings, such as labor costs, office space affordability, financial accessibility, the number of startups per capita, and more.

When about half of all new businesses don't last more than five years, finding the right environment for a startup is vital for long-term success, the report says.

Here's how Texas ranked across the three main categories in the study:

  • No. 1 – Business environment
  • No. 11 – Access to resources
  • No. 34 – Business costs

The state boasts the 10th highest entrepreneurship rates nationwide, and it has the 11th-highest share of fast-growing firms. WalletHub also noted that more than half (53 percent) of all Texas businesses are located in "strong clusters," which suggests they are more likely to be successful long-term.

"Clusters are interconnected businesses that specialize in the same field, and 'strong clusters' are ones that are in the top 25 percent of all regions for their particular specialization," the report said. "If businesses fit into one of these clusters, they will have an easier time getting the materials they need, and can tap into an existing customer base. To some degree, it might mean more competition, though."

Texas business owners should also keep their eye on Houston, which was recently ranked the 7th best U.S. city for starting a new business, and it was dubbed one of the top-10 tech hubs in North America. Workers in Texas are the "third-most engaged" in the country, the study added, a promising attribute for employers searching for the right place to begin their next business venture.

"Business owners in Texas benefit from favorable conditions, as the state has the third-highest growth in working-age population and the third-highest employment growth in the country, too," the report said.

The top 10 best states for starting a business in 2026 are:

  • No. 1 – Florida
  • No. 2 – Utah
  • No. 3 – Texas
  • No. 4 – Oklahoma
  • No. 5 – Idaho
  • No. 6 – Mississippi
  • No. 7 – Georgia
  • No. 8 – Indiana
  • No. 9 – Nevada
  • No. 10 – California
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This article originally appeared on CultureMap.com.

Houston lab-test startup seeks $1M for nationwide expansion

Testing Access

Health care industry veteran Jim Gebhart knew there had to be a better way for patients to access lab services, especially those with high health insurance deductibles or no insurance at all.

“This challenge became deeply personal when a close family member developed a serious illness, and we struggled to secure prompt appointments,” Gebhart tells InnovationMap. “It’s incredibly frustrating when a loved one cannot receive timely care simply because of provider shortages or the limited capacity of traditional clinics.”

Driven by the desire to knock down lab-test barriers, Gebhart founded Houston-based TheLabCafe.com in 2024. The platform provides access to low-cost medical tests without requiring patients to carry health insurance. TheLabCafe serves patients in six states: Texas, Georgia, Louisiana, Nevada, New Mexico and Oklahoma. Gebhart, the startup’s CEO, says that by the end of March, LabCafe will be offering services in 20 more states and the District of Columbia.

Gebhart has spent more than 30 years in the lab industry. His career includes stints at Austin-based Clinical Pathology Laboratories, Ohio’s Cleveland Clinic Laboratories and Secaucus, New Jersey-based Quest Diagnostics.

“Since nearly 80 percent of disease diagnoses rely on laboratory testing, I decided to leverage my background to create a more accessible, self-directed process for individuals to order blood and urine tests on their own terms — when and where they need them,” says Gebhart.

So far, Gebhart is self-funding the startup. But he plans to seek $700,000 to $1 million in outside investments in late 2026 to support the nationwide expansion and the introduction of more services.

TheLabCafe contracts with labs for an array of tests, such as cholesterol, hepatitis, metabolic, testosterone, thyroid and sexually transmitted infection (STI) tests. A cholesterol test obtained through TheLabCafe might cost $29, compared with a typical cost of perhaps $39 to $59 without insurance.

A health care professional reviews every test, both when the test is ordered and when the results are delivered, often within 24 hours. After receiving test results, a patient can schedule a virtual visit with a health care professional to go over the findings and learn potential treatment options.

Gebhart says TheLabCafe particularly benefits uninsured patients, including those in Texas. Among the states, Texas has the highest rate of uninsured residents. U.S. Census Bureau data shows 21.6 percent of adults and 13.6 percent of children in Texas lacked health insurance in 2024.

“Uninsured patients often pay the highest prices in the health care system,” Gebhart explains. “We address this by offering straightforward pricing and convenient access to testing without requiring insurance.”

“Our rates are intentionally set to remain affordable, helping individuals take a proactive approach to their health,” he adds. “Regular testing enables people to identify potential health issues early and track their progress as they make lifestyle changes. Ultimately, you can’t measure improvement without data — and laboratory results provide that data.”

Houston geothermal startup secures $97M Series B for next-gen power

fresh funding

Houston-based geothermal energy startup Sage Geosystems has closed its Series B fundraising round and plans to use the money to launch its first commercial next-generation geothermal power generation facility.

Ormat Technologies and Carbon Direct Capital co-led the $97 million round, according to a press release from Sage. Existing investors Exa, Nabors, alfa8, Arch Meredith, Abilene Partners, Cubit Capital and Ignis H2 Energy also participated, as well as new investors SiteGround Capital and The UC Berkeley Foundation’s Climate Solutions Fund.

The new geothermal power generation facility will be located at one of Ormat Technologies' existing power plants. The Nevada-based company has geothermal power projects in the U.S. and numerous other countries around the world. The facility will use Sage’s proprietary pressure geothermal technology, which extracts geothermal heat energy from hot dry rock, an abundant geothermal resource.

“Pressure geothermal is designed to be commercial, scalable and deployable almost anywhere,” Cindy Taff, CEO of Sage Geosystems, said in the news release. “This Series B allows us to prove that at commercial scale, reflecting strong conviction from partners who understand both the urgency of energy demand and the criticality of firm power.”

Sage reports that partnering with the Ormat facility will allow it to market and scale up its pressure geothermal technology at a faster rate.

“This investment builds on the strong foundation we’ve established through our commercial agreement and reinforces Ormat’s commitment to accelerating geothermal development,” Doron Blachar, CEO of Ormat Technologies, added in the release. “Sage’s technical expertise and innovative approach are well aligned with Ormat’s strategy to move faster from concept to commercialization. We’re pleased to take this natural next step in a partnership we believe strongly in.”

In 2024, Sage agreed to deliver up to 150 megawatts of new geothermal baseload power to Meta, the parent company of Facebook. At the time, the companies reported that the project's first phase would aim to be operating in 2027.

The company also raised a $17 million Series A, led by Chesapeake Energy Corp., in 2024.

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This article originally appeared on our sister site, EnergyCapitalHTX.com.