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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CultureMap Emails are Awesome

Editor's Picks: 7 favorite Houston Innovator Podcast episodes of 2024

year in review

Editor's note: This year, recorded over 40 episodes of the Houston Innovators Podcast — a weekly discussion with a Houston innovator, startup founder, investor, and more. I've rounded up seven podcast episodes that stood out for me looking back at the year of recordings. Scroll through to see whom I selected and stream their individual episodes, and tune into the last episode of the year where I explain why I enjoyed each conversation.



Episode 220 - Better than just 'inclusive' - Denise Hamilton of WatchHerWork

Houstonian Denise Hamilton is coming out with a book she hopes helps leaders reach beyond inclusivity. Photo courtesy of WatchHerWork

Denise Hamilton says she's been used to looking around and realizing she's the only woman or African American in the room, and for the past nine years, she's been providing resources and education to trailblazing women like her. Now, she wants to prepare current and future leaders on how to go beyond inclusivity and work toward indivisibility.

Hamilton's book, "Indivisible: How to Forge Our Differences into a Stronger Future," publishes February 6 from Countryman Press. She explains that the book comes from years of her on personal experiences, as well as inspiration from the women she's met with her company, WatchHerWork, multimedia digital platform providing advice and resources for professional women.

"I've learned a lot of lessons about what skills work, what behaviors are not intuitive, and built WatchHerWork with the intention of creating a space where people can get all of that advice — and juicy goodness — so that they can learn what they needed to do to be authentically successful," Hamilton says on the Houston Innovators Podcast.

"This led to me being brought in as a speaker, and ultimately has led to me becoming an author," she continues. "It's always shocking when people want to listen to what you want to say. It's unbelievable." Continue reading the original article.

Episode 231 - Fostering a collaborative energy transition ecosystem - Barbara Burger

Houston energy leader Barbara Burger joins the Houston Innovators Podcast to discuss the energy transition's biggest challenges and her key takeaways from CERAWeek. Photo courtesy

When Barbara Burger moved to Houston a little over a decade ago to lead Chevron Technology Ventures, she wondered why the corporate venture group didn't have much representation from the so-called energy capital of the world.

“I had no companies in my portfolio in CTV from Houston, and I wondered why,” Burger says on the Houston Innovators Podcast.

Much has changed in the ecosystem since then, she says, including growth and development to what the community looks like now.

“There are a few things I’m proud of in the ecosystem here, and one of theme is that it’s a very inclusive ecosystem,” she explains, adding that she means the types of founders — from universities or corporate roles — and the incumbent energy companies. “The worst way to get people to not join a party is to not invite them.”

“No one company or organization is going to solve this. We have to get along,” she continues. “We have to stop thinking that the mode is to compete with each other because the pie is so big and the opportunity is so big to work together — and by and large I do see that happening.”Continue reading the original article.

Episode 233 - How a Houston angel earns their wings - Mitra Miller of Houston Angel Network

Mitra Miller, vice president and board member of the Houston Angel Network, joins the Houston Innovators Podcast to share her passion for growing angel investors in Houston. Photo via LinkedIn

One of the biggest components of a well-functioning startup ecosystem is inarguably access to capital, and Mitra Miller is dedicated to enhancing education around investment and growing Houston's investor base.

As vice president and board member of the Houston Angel Network, the oldest angel network in Texas and one of the most active angel networks in the country, Miller strives to provide guidance to new and emerging angel investors as well as founders seeking to raise money from them.

"Most founders have no idea or understanding of how investors think — we are not an ATM," Miller says on the Houston Innovators Podcast. "We are really partners you are getting married to for the next 5, 8, 10 years — sometimes longer. We need to bring your allies in every sense of the word." Continue reading the original article.


Episode 237 - Gearing up for 100x growth - Tim Latimer of Fervo Energy

Tim Latimer, CEO and co-founder of Fervo Energy, joins the Houston Innovators Podcast. Photo courtesy of Fervo Energy

Geothermal energy has been growing in recognition as a major player in the clean energy mix, and while many might think of it as a new climatetech solution, Tim Latimer, co-founder and CEO of Fervo Energy, knows better.

"Every overnight success is a decade in the making, and I think Fervo, fortunately — and geothermal as a whole — has become much more high profile recently as people realize that it can be a tremendous solution to the challenges that our energy sector and climate are facing," he says on the Houston Innovators Podcast.

In fact, Latimer has been bullish on geothermal as a clean energy source since he quit his job as a drilling engineer in oil and gas to pursue a dual degree program — MBA and master's in earth sciences — at Stanford University. He had decided that, with the reluctance of incumbent energy companies to try new technologies, he was going to figure out how to start his own company. Through the Stanford program and Activate, a nonprofit hardtech program that funded two years of Fervo's research and development, Latimer did just that. Continue reading the original article.

Episode 248 - Houston's beating heart - Dr. William Cohn of The Texas Heart Institute

Dr. William Cohn is the chief medical officer for BiVACOR, a medical device company creating the first total artificial heart. Photo via TMC

It's hard to understate the impact Dr. William Cohn has had on cardiovascular health as a surgeon at the Texas Heart Institute or on health care innovation as the director of the Center for Device Innovation at the Texas Medical Center. However, his role as chief medical officer of BiVACOR might be his most significant contribution to health care yet.

The company's Total Artificial Heart is unlike any cardiovascular device that's existed, Cohn explains on the Houston Innovators Podcast. While most devices are used temporarily for patients awaiting a heart transplant, BiVACOR's TAH has the potential to be a permanent solution for the 200,000 patients who die of heart failure annually. Last year, only around 4,000 patients were able to receive heart transplants.

"Artificial hearts historically have had bladders that ejected and filled 144,000 times a day. They work great for temporary support, but no one is suggesting they are permanent devices," Cohn says on the show. Continue reading the original article.

Episode 251 - Building enduring innovation ecosystems - Jon Norby of Anthropy Partners and EconWerx

Jon Nordby's career has been focused on cultivating a culture for innovation, and now he's focused on human potential technology opportunities. Photo courtesy

In his role overseeing startup accelerators for MassChallenge, Jon Nordby started noticing one industry vertical stood out in terms of success and opportunities: Human potential. Now, Nordby is a founding member of an investment firm looking for those opportunities.

Nordby, who served in various leadership roles at MassChallenge — including managing director and head of ecosystems — said he started realizing the opportunities within the organization's space and sports tech programs.

"What we realized over a couple of years running the program was that sports tech as a theme was too limiting," Nordby says on the Houston Innovators Podcast. "We were finding really great technologies, but we were limited at the market size of teams and leagues to deploy those technologies."

"Over the course of that program, we found that the things that were related more to human health and performance tended to out perform all of the other things related to sports tech — like media, entertainment, gambling," Nordby continues. "Still really great markets for those technologies, but we found a lot more traction for human performance." Continue reading the original article.

Episode 263 - Maintaining a legacy of innovation - Reginald DesRoches of Rice University

Rice University President Reginald DesRoches joins the Houston Innovators Podcast to discuss balancing tradition with growth, innovation, and global impact in education. Photo courtesy Tommy LaVergne/Rice University

How does a historic university maintain its legacy while still making room for growth and increased opportunities? That's what Rice University President Reginald DesRoches considers with every decision he makes.

"It's this idea of preserving what's special about the university, while also knowing we need to adapt to a new time, a new Rice, a new time in higher ed, and a new time in society," DesRoches says on the Houston Innovators Podcast. "There's a healthy tension between preserving what Rice is known for — the culture of care, the close-knit community — while knowing that we need to grow, have a global impact, and position Rice on a global scale. It's something that's constantly in my mind to make sure we do both." Continue reading the original article.


Houston e-commerce platform expands logistics network with acquisition of fulfillment operations arm

M&A move

A Houston e-commerce unicorn has made its latest strategic acquisition.

Cart.com, which operates a multichannel commerce platform, announced that it has acquired Guthy-Renker's wholly-owned fulfillment operations arm OceanX. The terms of the deal were not disclosed. Around 200 OceanX employees will be assumed onto the Cart.com team, and the fast-growing company will add two new facilities totaling over 600,000 square feet to its network, expanding to include a West Coast distribution hub in Southern California and its third facility near Columbus, Ohio.

"Acquiring OceanX is part of Cart.com’s strategy to continue to scale our platform and capabilities across industries, leveraging our proprietary technology to improve efficiency and deliver superior results to our clients and their customers,” Omair Tariq, Cart.com founder and CEO, says in a news release. “By deploying our Constellation OMS and WMS software and seasoned operations team across these two new facilities, we will improve order visibility, labor efficiency, shipping costs and customer satisfaction for the benefit of our new clients.”

Cart.com now has 17 omnichannel fulfillment and distribution centers with around 10 million square feet and more than 1,600 team members, according to the company.

With the transition, Guthy-Renker's Co-Founder and Co-Chairman Bill Guthy will serve as a strategic adviser to Cart.com.

The move broadens Cart.com's presence in the high-volume beauty, wellness, and lifestyle industries, and the company now will work with supply chains from numerous brands, including Meaningful Beauty, The Body Firm, Smileactives, and Westmore Beauty.

“Cart.com has built a comprehensive, enterprise-grade logistics network with modern, digital capabilities that offer unparalleled visibility, control and efficiency for our brands,” Rick Odum, CEO of Guthy-Renker, says in the release. “This partnership will marry our own channel and marketing expertise with their track record of driving growth and savings for high-volume, high-SKU brands, supercharging performance across our portfolio.”

Earlier this year Cart.com secured $105 million in debt refinancing from investment manager BlackRock and a $25 million series C extension round.

In April, the company acquired an Amazon partner, Ohio-based Amify, a company that provides optimization and advertising solutions

10 years in: Houston entrepreneur reflects on lessons learned

guest column

Just as the job market is soaring, so is the state of entrepreneurship in America. And increasingly, people are launching their businesses in Houston.

As InnovationMap reported, our city is a top startup ecosystem, now ranked among the top 50 in the world. One of the fastest-growing sectors is climate tech. According to a recent analysis, the global climate tech market is expected to reach a massive $162 billion by 2033.

All those big numbers boil down to individual, hardworking people with high hopes, big dreams, and a willingness to take risks. Maybe that includes you.

This month, my company reached a milestone. We’ve been around for a decade, which means we’ve beaten the odds. An estimated two-thirds of businesses fail within 10 years. This has been nothing short of a chaotic, exhilarating, and sometimes unforgiving journey. I've been blessed and cursed, from hurricanes to a pandemic, losing my vision to filming documentaries, serving in the US Department of Energy during two administrations to an epic ringing of the closing bell on Wall Street. The successes have been sweet, but the lessons learned are the real treasure.

Here are my five biggest takeaways from a decade in the trenches of entrepreneurship.

Master your market

A deep understanding of the market is crucial to achieve success. By delving into the intricacies of how it operates, identifying gaps you can fill, and engaging with individuals and companies eager to see those gaps addressed, you lay the foundation for a viable and impactful venture. Building credibility and establishing a network over the long term opens doors. I experienced this firsthand in the oil and gas, where my market knowledge and 15 years of experience allowed me to create a business that champions the energy workforce of the future.

However, markets are constantly evolving, and even more so today than ever. It’s hard to bring things to market, so master the market, and listen to the voice of the customer to stay ahead.

Takeaway:

Embrace the power of market mastery and credibility to pave the path to success.

Grit is everything

When I think of resilience, one image stands out—the "man in the arena." (Or I should say the woman!). It's a metaphor often cited, and for good reason. What are you even doing if you're not stepping into the ring, getting your hands dirty, and taking the punches? Grit is what keeps you moving when the odds are against you. Change is inevitable; challenges will come. But grit? That’s what pushes you to stand back up and keep going. If you’re an entrepreneur, there’s no room for half-hearted effort. You're either in the ring or watching from the sidelines.

Takeaway:

The ability to endure setbacks and adapt separates those who thrive from those who fold.

You need more than you think

A hard truth I’ve learned the painful way. When I first started Pink Petro, a mentor of mine and now very successful entrepreneur turned investor told me to “Don’t take capital until you need it.” His advice helped me keep a large percentage of ownership in my company, however I learned that you will always need more time, money, and resources than anticipated. As a solo founder, it is easy to underestimate the financial and emotional cost of building something from scratch, alone. Whether it’s product development, marketing, an acquisition or hiring top talent, it all takes capital.

Takeaway:

Plan. Then, double that plan. Odds are, you’ll need it.

Ask without fear

Whether seeking investment, resources or support, learning to ask for what you need is a game-changer. This one didn’t come naturally to me—I had to lean in and push past the stubbornness of “never needing anyone’s help”. Here’s the truth: most people are afraid to ask. But asking is often what gets you one step closer to your goals. Whether it’s a pitch to an investor or a favor from a mentor, the worst someone can say is “no.” And in business, a "no" is just a chance to refine your pitch for the next opportunity.

Takeaway:

Advocating for your needs isn’t selfish—it’s essential.

The sharks are in the water

Building something meaningful attracts all kinds of attention. Over the years, I’ve dealt with doubters, copycats, and even former allies. At first, it stung. But then I realized something important -- sharks will always show up if you’re making waves. It’s a sign you’re on the right path. The key is to stay focused on your vision and not get distracted

by the noise.

Takeaway:

If you have skeptics and imitators, take it as validation that what you’re doing matters.

Bonus lesson: Put your mask on

This one is personal. Here’s the thing—if you’re running on empty, you’re no good to your business, team, or yourself. That’s when I learned the importance of self-care. It’s not selfish—it’s survival.

Takeaway:

Take care of yourself first. Your business depends on it.

Looking back, ten years feels like a lifetime. The truth is that entrepreneurship is hard. It requires grit, humility, persistence, and the courage to rise above challenges. But it’s also one of the most rewarding ventures you can take on.

If you’re out there building something, keep going. Step into the ring. Learn from every fall. Trust yourself, and never stop moving forward—you might surprise yourself with how far you can go.

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Katie Mehnert is founder and CEO of ALLY Energy, formerly Pink Petro and serves on the National Petroleum Council.