Houston organization introduces inaugural cancer-fighting cohort of data sciences, experts

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MD Anderson’s goal with the new Institute for Data Science in Oncology is to advance collaborative projects that will bring the power of data science to every decision made at the hospital. Photo via mdanderson.org

The University of Texas MD Anderson Cancer Center is one step closer to ending cancer thanks to its new institute that's focused on data science.

MD Anderson’s goal with the new Institute for Data Science in Oncology (IDSO) is to advance collaborative projects that will bring the power of data science to every decision made at the hospital. And now, the IDSO has announced its inaugural cohort of 33 scientists, clinicians, and staff that will bring it to life, joining the already appointed leadership and focus area co-leads.

“By engaging diverse expertise across all of our mission areas, we will enhance the rich and productive data science ecosystem at MD Anderson to deliver transformational impact for patients,” David Jaffray, Ph.D., director of IDSO and chief technology and digital officer at MD Anderson, says in a press release.

The focus areas for the IDSO are quantitative pathology and medical imaging; single-cell analytics; computational modeling for precision medicine; decision analytics for health; and safety, quality, and access.

The IDSO Affiliates, as they are known, are a mix of existing contributors to the IDSO and team members who were recruited specifically for their expertise in data science. The affiliates were chosen to fulfill a two-year term, during which they will focus on IDSO projects related to the focus areas above. The diverse roster of professionals includes:

“Our affiliates bring expertise, perspectives and commitment from across the institution to foster impactful data science in order to tackle the most urgent needs of our patients and their families,” said Caroline Chung, M.D., director of Data Science Development and Implementation for IDSO and chief data officer at MD Anderson. “People and community are at the heart of our efforts, and establishing the IDSO Affiliates is an exciting step in growing the most impactful ecosystem for data science in the world.”

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Aziz Gilani, managing director at Mercury, joins the Houston Innovators Podcast. Photo via LinkedIn

Houston investor on SaaS investing and cracking product-market fit

Houston innovators podcast episode 230

Aziz Gilani's career in tech dates back to when he'd ride his bike from Clear Lake High School to a local tech organization that was digitizing manuals from mission control. After years working on every side of the equation of software technology, he's in the driver's seat at a local venture capital firm deploying funding into innovative software businesses.

As managing director at Mercury, the firm he's been at since 2008, Gilani looks for promising startups within the software-as-a-service space — everything from cloud computing and data science and beyond.

"Once a year at Mercury, we sit down with our partners and talk about the next investment cycle and the focuses we have for what makes companies stand out," Gilani says on the Houston Innovators Podcast. "The current software investment cycle is very focused on companies that have truly achieved product-market fit and are showing large customer adoption."



An example of this type of company is Houston-based RepeatMD, which raised a $50 million series A round last November. Mercury's Fund V, which closed at an oversubscribed $160 million, contributed to RepeatMD's round.

"While looking at that investment, it really made me re-calibrate a lot of my thoughts in terms what product-market fit meant," Gilani says. "At RepeatMD, we had customers that were so eager for the service that they were literally buying into products while we were still making them."

Gilani says he's focused on finding more of these high-growth companies to add to Mercury's portfolio amidst what, admittedly, has been a tough time for venture capital. But 2024 has been looking better for those fundraising.

"We've some potential for improvement," Gilani says. "But overall, the environment is constrained, interest rates haven't budged, and we've seen some potential for IPO activity."

Gilani shares more insight into his investment thesis, what areas of tech he's been focused on recently, and how Houston has developed as an ecosystem on the podcast.

Blue People has named Luis Arregoces as the company’s first chief artificial intelligence officer. Photo courtesy of Blue People

Houston software shop bets on AI with new C-suite member

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A Houston-based software company has named its first chief artificial intelligence officer.

Blue People has named Luis Arregoces as the company’s CAIO. With 20 years of experience, Arregoces has led AI projects for global Fortune 100 companies in various industries.

He has a Ph.D. in Economics from the University of New Mexico and is an adjunct professor in Statistics and Data Science at the University of Houston. He previously led the Applied Intelligence and Data Science at Accenture's Innovation Hub.

“We are beyond excited to have Luis on board,” Alfredo Arvide, chief innovation officer of Blue People, says in a news release. “His leadership and vision will allow Blue People to help clients and C-level executives develop AI roadmaps and solutions for real-time analytics, secure data sharing, and technology-agnostic ecosystems that will shape the future of innovation across all industries in Houston and throughout the region.”

Blue People has offices in Houston, Austin, Texas, and Monterrey, México. Blue People was named People’s Choice: Startup of the Year at the 2023 Houston Innovation Awards. The company also recently participated in CodeLaunch Houston, where its startup partner won the judges' pick in the competition.

“I am honored to join Blue People and be a part of this historic moment,” Arregoces says in a news release. ”Together, we have the opportunity to shape the future of AI in Houston and beyond. AI’s versatility and transformative potential make it indispensable across all industries to drive innovations, efficiency, and competitiveness.”

A Rice University student decided to use his data science skills for good. Photo courtesy of Biokind Analytics

Houston student launches data science nonprofit to support the health care industry

analytics for good

For Alex Han, it all started with peanut butter.

Han was a high school student in Korea when he learned that the spread is a pure odorant that could be used to test smell in each hemisphere of the brain—issues on the left side was thought to be a predictor for Alzheimer’s disease. He later learned that the method wasn’t as airtight as previously thought, but Han was hooked. Alzheimer’s research became the teenager’s passion. While still in high school, Han began volunteering for Alzheimer’s Los Angeles, translating their brochures into Korean.

When it came time to choose a college, Han says Rice University appealed to him for many reasons.

“I loved the atmosphere. I loved the campus—it’s so beautiful. The diverse food, the people, I even liked the highway,” he says of Houston. “In Korea, everything is so close and compact. I loved the whole scenario of the city.”

A scholarship was also part of the appeal, as well as the pull of the world’s largest medical center. Han’s instincts were correct. Now, a junior at Rice, he has been working at renowned geneticist Huda Zoghbi’s Baylor College of Medicine lab for almost two years.

But dividing his obligations between full-time studies and his wet lab position wasn’t enough to keep Han’s active mind occupied. Last May, the statistics and biochemistry student began another endeavor that uses both his specialties. It was then that he founded Biokind Analytics. The nonprofit was designed to explore how data science can support health care nonprofits.

Han reached out to Alzheimer’s Los Angeles to offer his data analysis services on a volunteer basis and was shocked that the association had never considered it before.

“I was really surprised—even small stores and restaurants use statistics to boost their profits. [Alzheimer’s Los Angeles] receive a couple million dollars every year in donations. They have data stores but hadn’t really capitalized yet in the area of analytics.”

Han, along with a small team of Rice students, including vice president Zac Andrews and development director Masha Zaitsev, made Alzheimer’s Los Angeles a pet project, analyzing geospatial trends in its donorship and interpreting the past year’s donation trends. “We wanted to see if the demand was the same in Houston. We found that this pattern was consistent. A lot of nonprofits are willing to have us analyze the data sets they’ve already been tracking and provide data analysis for healthcare nonprofits.”

Less than a year after Han established Biokind Analytics, the 501(c)(3) already has seven chapters on college campuses around the country. From UC Davis and San Diego in the West to Brown University and the University of Virginia on the East Coast, the data science students have helped a diverse range of medical nonprofits, mostly based in the Houston area. They run the gamut from ALS Association of Texas to Nora’s Home, which serves organ failure and transplant patients.

Biokind Analytics has now completed seven projects and analyzed $100 million in funds. Each student group includes four to six members, mostly majors in the worlds of statistics, data science, and biochemistry, all working with the help of faculty advisors. At a total of about 35 students nationwide, Han says that he’s dedicated to growing at a steady pace to avoid potentially expanding too fast, too soon.

Another question for the future is what will happen to Biokind Analytics when Han completes his undergraduate studies in 2024. He plans to continue his medical studies with the goal of one day becoming a physician specializing in Alzheimer’s who uses data analytics to aid in patient care. But no matter how active Han continues to be in the nonprofit he started, his stated attachment to the cause and a growing group of both student leaders and healthcare associations eager for their services are sure to keep Biokind Analytics active long after graduation.

Let's talk about dark data — what it means and how to navigate it. Graphic by Miguel Tovar/University of Houston

Houston expert: Navigating dark data within research and innovation

houston voices

Is it necessary to share ALL your data? Is transparency a good thing or does it make researchers “vulnerable,” as author Nathan Schneider suggests in the Chronicle of Higher Education article, “Why Researchers Shouldn’t Share All Their Data.”

Dark Data Defined

Dark data is defined as the universe of information an organization collects, processes and stores – oftentimes for compliance reasons. Dark data never makes it to the official publication part of the project. According to the Gartner Glossary, “storing and securing data typically incurs more expense (and sometimes greater risk) than value.”

This topic is reminiscent of the file drawer effect, a phenomenon which reflects the influence of the results of a study on whether or not the study is published. Negative results can be just as important as hypotheses that are proven.

Publication bias and the need to only publish positive research that supports the PI’s hypothesis, it can be argued, is not good science. According to an article in the Indian Journal of Anaesthesia, authors Priscilla Joys Nagarajan, et al., wrote: “It is speculated that every significant result in the published world has 19 non-significant counterparts in file drawers.” That’s one definition of dark data.

Total Transparency

But what to do with all your excess information that did not make it to publication, most likely because of various constraints? Should everything, meaning every little tidbit, be readily available to the research community?

Schneider doesn’t think it should be. In his article, he writes that he hides some findings in a paper notebook or behind a password, and he keeps interviews and transcripts offline altogether to protect his sources.

Open-source

Open-source software communities tend to regard total transparency as inherently good. What are the advantages of total transparency? You may make connections between projects that you wouldn’t have otherwise. You can easily reproduce a peer’s experiment. You can even become more meticulous in your note-taking and experimental methods since you know it’s not private information. Similarly, journalists will recognize this thought pattern as the recent, popular call to engage in “open journalism.” Essentially, an author’s entire writing and editing process can be recorded, step by step.

TMI

This trend has led researchers to open-source programs like Jupyter and GitHub. Open-source programs detail every change that occurs along a project’s timeline. Is unorganized, excessive amounts of unpublishable data really what transparency means? Or does it confuse those looking for meaningful research that is meticulously curated?

The Big Idea

And what about the “vulnerability” claim? Sharing every edit and every new direction taken opens a scientist up to scoffers and harassment, even. Dark data in industry even involves publishing salaries, which can feel unfair to underrepresented, marginalized populations.

In Model View Culture, Ellen Marie Dash wrote: “Let’s give safety and consent the absolute highest priority, with openness and transparency prioritized explicitly below those. This means digging deep, properly articulating in detail what problems you are trying to solve with openness and transparency, and handling them individually or in smaller groups.”

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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.

A new UH-led program will work with energy corporations to prepare the sector's future workforce. Photo via Getty Images

University of Houston leads data science collaboration to propel energy transition

seeing green

Five Texas schools have teamed up with energy industry partners to create a program to train the sectors future workforce. At the helm of the initiative is the University of Houston.

The Data Science for Energy Transition project, which is funded through 2024 by a $1.49 million grant from the National Science Foundation, includes participation from UH, the University of Houston-Downtown, the University of Houston-Victoria, the University of Houston-Clear Lake, and Sam Houston State University.

The project will begin but introducing a five-week data science camp next summer where undergraduate and master’s level students will examine data science skills already in demand — as well as the skills that will be needed in the future as the sector navigates a shift to new technologies.

The camp will encompass computer science and programming, statistics, machine learning, geophysics and earth science, public policy, and engineering, according to a news release from UH. The project’s principal investigator is Mikyoung Jun, ConocoPhillips professor of data science at the UH College of Natural Science and Mathematics.

The new program's principal investigator is Mikyoung Jun. Photo via UH.edu

“It’s obvious that the Houston area is the capital for the energy field. We are supporting our local industries by presenting talented students from the five sponsoring universities and other Texas state universities with the essential skills to match the growing needs within those data science workforces,” Jun says in the release. “We’re planning all functions in a hybrid format so students located outside of Houston, too, can join in.”

Jun describes the camp as having a dual focus — both on the issue of energy transition to renewable sources as well as the traditional energy, because that's not being eradicated any time soon, she explains.

Also setting the program apart is the camp's prerequisites — or lack thereof. The program is open to majors in energy-related fields, such as data science or petroleum engineering, as well as wide-ranging fields of study, such as business, art, history, law, and more.

“The camp is not part of a degree program and its classes do not offer credits toward graduation, so students will continue to follow their own degree plan,” Jun says in the release. “Our goal with the summer camp is to give students a solid footing in data science and energy-related fields to help them focus on skills needed in data science workforces in energy-related companies in Houston and elsewhere. Although that may be their first career move, they may settle in other industries later. Good skills in data processing can make them wise hires for many technology-oriented organizations.”

Jun's four co-principal investigators include Pablo Pinto, professor at UH’s Hobby School of Public Affairs and director of the Center for Public Policy; Jiajia Sun, UH assistant professor of geophysics; Dvijesh Shastri, associate professor of computer science, UH-Downtown; and Yun Wan, professor of computer information systems and chair of the Computer Science Division, UH-Victoria. Eleven other faculty members from five schools will serve as senior personnel. The initiative's energy industry partners include Conoco Phillips, Schlumberger, Fugro, Quantico Energy Solutions, Shell, and Xecta Web Technologies.

The program's first iteration will select 40 students to participate in the camp this summer. Applications, which have not opened yet, will be made available online.

The Data Science for Energy Transition project is a collaboration between five schools. Image via UH.edu

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Autonomous cab company launches Houston pilot program for wheelchair-accessible rides

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A California company with autonomous cabs has announced a new pilot program in partnership with a provider of wheelchairs and mobility solutions.

Cruise has teamed up with Numotion for a six-month wheelchair-accessible vehicle (WAV) pilot program in Houston, offering free transportation for qualifying Numotion customers, according to the companies. The program will operate in over 90 Houston-area ZIP codes.

“Numotion is excited to partner with Cruise to offer a seamless and convenient solution for wheelchair users in the Houston area. By providing transportation to and from repair appointments, we're alleviating a significant stressor and providing a way for our customers to receive their service and repair faster,” says Mike Swinford, CEO of Numotion, in a news release. “We're constantly striving to innovate and improve the lives of our customers, and this collaboration demonstrates our ongoing commitment to providing beneficial customer experiences."

Cruise entered the Texas market last year, with Houston services launching in October 2023 before the company put all operations on pause following a California crash. This is the first Texas announcement for Cruise since the pause.

"Accessibility is core to our mission at Cruise. This pilot program with Numotion is doing more than providing accessible rides – it’s about empowering people in the community with greater mobility and independence, while also building learnings to better our service in the future," says Craig Glidden, president and chief administrative officer at Cruise about the new pilot.

Looking back: Top 5 most-read Houston sports tech stories of 2024

year in review

Editor's note: As the year comes to a close, InnovationMap is looking back at the year's top stories in Houston innovation. Houston is a city primed for sports tech innovation — with its collection of major sports teams, vibrant population, and tech workforce. Here are five sports tech news stories that stood out to readers this year — be sure to click through to read the full story.

10 sports tech startups named to Houston-based hybrid accelerator

Introducing the 10 startups participating in the Spring 2024 cohort of the DivInc Sports Tech Accelerator, a hybrid program based in the Ion. Photo via DivInc.com

DivInc has named its latest sports tech-focused cohort of its hybrid accelerator that is housed out of the Ion.

The Sports Tech Accelerator has selected the 10 companies — with technology across human performance, fan experience, and more — for its 13th cohort to participate in the 12-week hybrid program this month and through July.

The program receives support from underdog venture team, Women In Sports Tech, The Collectiv, and HTX Sports Tech, with partners Bank of America, J.P. Morgan Chase & Co., Gunderson Dettmer, Brown Advisory, Ion, and Mercury. Continue reading.

High-tech virtual racing experience to rev up in Houston

Houston is getting 16 racing simulators, each equipped with full motion systems and immersive, 180-degree panoramic displays. Photo by Dylan McEwan

Come next year, some high-speed and high-tech race simulators will be added to one of Houston's growing districts.

Velocity - Sim Racing Lounge, described in press materials as Houston’s first premium simulation racing experience, is slated to open in early 2025 at 2110 Edwards St.Velocity will bring sim racing to Houston through 16 racing simulators, each equipped with full motion systems and immersive, 180-degree panoramic displays. The goal is provide customers with a truly authentic, virtual driving experience.

Customers will have the ability to virtually drive sports cars from iconic brands like Porsche and Lamborghini and race on world famous tracks, including the Circuit of the Americas, Laguna Seca, and the Silverstone Circuit. Classic roads, such as California’s Pacific Coast Highway, provide a more leisurely alternative to driving flat out. Continue reading.

Rice University announces partnership with Houston sports tech startup to enhance student athletics

Rice University's athletic programs will be supported by Houston startup BeOne Sports' technology. Photo courtesy of Rice University

Rice University — in an effort to enhance athletics and research-driven innovation — has formed a partnership with a startup founded by its alumni.

BeOne Sports, a sports performance technology company developed a platform for mobile motion-capture AI and advanced data analytics, will integrate its technology within Rice's sports medicine and rehabilitation programs.

“This partnership aligns perfectly with Rice University’s mission to harness innovation for the betterment of our community,” Rice President Reginald DesRoches says in a news release. “By integrating cutting-edge technology from BeOne Sports with our already world-class athletic and academic programs, we are providing our student athletes with the tools they need to excel both on the field and in life. This collaboration is a testament to Rice’s commitment to leading through innovation and offering unparalleled opportunities for our students.” Continue reading.

Diversity-focused sports tech accelerator opens applications to Houston innovators for the first time

Calling all sports tech startups founded by Black or Hispanic innovators. Photo via Getty Images

A global organization has announced it's opening applications to its equity-focused sports tech accelerator to Houston founders for the first time.

Thanks to a collaboration with Impact Hub and Black Ambition, the adidas Community Lab has expanded its footprint and is now accepting applicants from new markets, including Houston, Toronto, Los Angeles, Atlanta, and New York, for its 2024-2025 cohort.

The initiative, which has been running for three years, has a goal of supporting Black and Latino/a/e founders with mentorship, pitch training, event programming, and networking. The eight-month program also has $75,000 in grant funding to dole out to participants as well. Continue reading.

Houston sports tech startup aims to optimize unsold resale ticket market with new platform

Looking to score the best deal on your next game ticket? A new Houston-founded app promises to revolutionize the resale market. Photo via Getty Images

Online platforms have long simplified the process of buying, selling, and trading event tickets. But what happens when your tickets don’t sell or when you’re stuck with costly season tickets you can’t use? You might end up giving them away or leaving them unused, leading to a financial loss either way.

This is the challenge that Houstonian Jerin Varkey is willing to address with Offer Approved, a new platform that empowers sellers and buyers, guaranteeing that no seat goes unused.

The idea took root around two years ago when Varkey, a passionate sports fan and season ticket holder, faced a new challenge. After becoming a parent, he found himself unable to attend every game. Frustrated with traditional resale platforms, he quickly realized that high fees and limited time made it difficult to sell all his tickets, causing him to lose money each time. Continue reading.

Meeting America’s growing energy demands: Houston expert on how to build a workforce to fuel the future

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U.S. energy consumption is projected to rise nearly 20 percent over the next decade — driven by advancements like AI, increasing electrification, and the growing demand for electric vehicles. While attention often centers on the technologies that generate power, the driver behind this transformation is the skilled workforce, which comprises men and women dedicated to enabling the nation's growth. Ensuring a steady supply of qualified workers is imperative for meeting the energy demands of the coming decade.

Developing this talent pipeline starts with a commitment to education. As the energy landscape evolves rapidly, educators play a crucial role in equipping the next generation with the skills to embrace new technologies and adapt to changing industry demands. This commitment to education is central to the Energy Education Foundation's (EEF) mission. It's also a cornerstone of EEF partner and board member, Coterra Energy's, efforts to be recognized as a leader in energy education.

At a recent Energy Education Exchange, hosted by Coterra and EEF, in collaboration with industry partners such as the American Petroleum Institute (API) and the Consumer Energy Alliance, over 50 educators and industry leaders gathered in Houston to address this need.

During the three-day event, educators, administrators, and industry professionals were immersed in the many facets of the oil and gas industry, learning best practices for incorporating energy education into their programs.

Educators experienced an in-depth tour of the San Jacinto College Center for Petrochemical, Energy, and Technology. As the largest petrochemical training facility in the Gulf Coast region, the center offered a unique look at industry-standard equipment, including a multifunctional glass pilot plant lab, a glycol distillation unit, and 35 specialized training labs. Participants engaged in demonstrations led by faculty and students, exploring circuits, on-campus refineries, and advanced machinery — essential experiences that bring classroom lessons to life.

The event also highlighted efforts at the high school level, exemplified by a presentation and tour at Energy Institute High School in Houston's historic Third Ward. The Institute showcased how project-based learning, robotics, and hands-on fabrication labs are shaping students' skills for the energy sector. The high school's mission aligns perfectly with EEF’s goals: sparking interest in energy among younger students, developing their skills, and paving a pathway toward lifelong careers in the industry.

API's "Lights On" reception concluded the first day, promoting networking among educators and industry professionals. By facilitating these connections, we are ensuring that educators learn about energy careers and establish ongoing relationships that can translate into opportunities for their students.

Keynotes throughout the exchange included Peter Beard, Senior Vice President of the Greater Houston Partnership, and Chris Menefee, President of Unit Drilling Company, who further emphasized the critical need for workforce development. Beard noted, "As our economy grows, we must ensure we have the electrons and the workforce to support that growth." He stressed that aligning skills with job requirements is more than just matching credentials; it's about upskilling and offering real career mobility.

Menefee echoed this sentiment, acknowledging the pressures on educators to prepare students for an ever-changing job market. He underscored his company's commitment to "quality over quantity" in hiring, prioritizing well-trained individuals, and emphasizing the value of strong foundational skills, which begin in the classroom, especially career and technology classrooms.

The Energy Day Festival in Houston provided an additional opportunity for educators and administrators to engage directly with the industry. Thousands attended, visiting booths set up by companies, trade groups, and educational institutions. EEF's own Mobile Energy Learning Units offered interactive exhibits designed to teach students of all ages about energy and career opportunities. The Units appearance at Energy Day was made possible by the American Petroleum Institute.

Looking forward, the U.S. must expand opportunities for the next generation of energy workers and provide educators with the necessary resources. The Energy Education Exchange is a significant step forward, but one initiative alone cannot shape an entire workforce. All stakeholders involved must invest in tools, training, and programs that empower educators and provide opportunities for students. As Domestic Policy Advisor Neera Tanden recently stated, "Apprenticeships are essential for advancing the economy and building critical skills."

It's time for a broader approach to ensure that the U.S. meets energy demands and leads the world in innovation and education. At the Energy Education Foundation, we are proud to be at the forefront of this mission, working alongside Coterra and other partners. By empowering educators, we empower the next generation—one that will fuel our nation's future. Together, we can build a workforce ready for the challenges ahead.

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Kristen Barley is the executive director of the Energy Education Foundation, an organization dedicated to inspiring the next generation of energy leaders by providing comprehensive, engaging education that spans the entire energy spectrum.

This article originally ran on EnergyCapital.

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