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

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.

The winner of the contest will be announced at a Rockets game in early April. Courtesy of Greater Houston Convention and Visitors Bureau

BBVA Compass and the Houston Rockets team up to launch revamped startup contest

small biz Slam dunk

Houston startups have a chance at $10,000 thanks to the Houston Rockets and BBVA Compass' LaunchPad Contest. The application process begins on February 19 and concludes on March 5.

In its third installment, the contest is doing things a little differently this year. Previously, small businesses had to respond to questions about their organization and what they would do with the prize money. This year, with a special focus on startups, applicants are also being asked about using new technology to increase productivity.

"BBVA Compass is in a unique position and we want to leverage that to help elevate entrepreneurship through digital capabilities," says BBVA Compass Houston CEO Mark Montgomery in a release. "We are a leader in the financial industry's digital transformation, and have won multiple awards because of our innovative products and services in that realm. We want to create ample opportunities for a rising business through that industry-leading expertise. The Rockets are excellent teammates, and we are excited to unveil this new version of our collaborative contest with them."

Following the application process, BBVA and the Rockets will select four finalists before opening the contest up to fans to pick their favorite. The winner will then be announced at a game in early April. The winning company will receive, in addition to the $10,000, consultations with both BBVA and the Rockets executives.

"We are excited to partner with BBVA again for this annual contest," says Rockets Chief Revenue Officer Gretchen Sheirr in the release. "They have been best in class in their industry with their digital strategy, so it's fantastic that they will be providing an opportunity for other businesses to thrive in this space. We look forward to reviewing our fans' contest submissions and seeing the great work being done by startup businesses in our great city."

Last year's Launchpad winner was Buy On Purpose, according to a release. The office supply delivery company on the northside of town boasts same-day delivery and donates half its profits to organizations fighting human trafficking, clean water initiatives, and other causes.

Learn more about last year's winner here:

BBVA Compass and the Houston Rockets announce Buy On Purpose as its small business contest winnerwww.youtube.com

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Meet the 40+ finalists for the 2026 Houston Innovation Awards

The Top Startups

Editor's note: We are just days away from unveiling the winners of the 2026 Houston Innovation Awards. Before the big reveal, we've compiled all of the coverage of this year's finalists. Get to know the 40+ finalists for nine awards categories below, then stay tuned to InnovationMap.com, where we'll announce the winners on Wednesday, November 18.

Minority-founded Business Finalists 

Our Minority-founded Businesses category honors innovative Houston startups founded or co-founded by BIPOC or LGBTQ+ representation. Five minority-founded businesses have been named finalists for the 2026 award. The finalists range from an AI edtech startup to a company operating in the floating offshore energy infrastructure sector.

They are: AI Made Fun, Deep Anchor Solutions, HEXASpec, Prana Surgical, and Torres Orbital Mining Inc. Read more.

Female-founded Business Finalists

Houston is home to many standout female founders, making inroads and breakthroughs in every industry. Our Female-founded Business category honors women-led startups that are shaping Houston innovation. Five female-founded businesses have been named finalists for the 2026 award. The finalists range from an AI startup for C-Suite execs to a company developing semi-autonomous crawler robots for corrosion detection.

They are: Adair, ARIX Technologies, Bairitone Health, FlowCellutions, and ParaDocs Health. Read more.

Health Tech Business Finalists

Houston has been driving medical innovation for decades and the local healthcare ecosystem continues to improve how patients are diagnosed, treated and cared for. The Health Tech Business category in our 2026 Houston Innovation Awards honors innovative startups within the health and medical technology sectors. Four forward-thinking businesses have been named finalists for the 2026 award. This year's finalists range from a startup developing miniaturized medical technologies for space to a company using AI to help develop cancer treatment plans.

They are: Bairitone Health, InformAI Inc., Prana Surgical, and Skybound MedTech. Read more.

Deep Tech Business Finalists

Houston has long been at the forefront of innovation, from NASA’s Johnson Space Center to its startup ecosystem using technology to disrupt industries. Our Deep Tech Business category honors innovative startups providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics and space sectors. Five deep tech companies have been named finalists for the 2026 award.

They are: Casimir, FocisAI, Machine Saver Inc., Square Robot, and Venus Aerospace. Read more.

Energy Transition Business Finalists

Houston is home to a growing number of startups reshaping what it means to be called the "Energy Capital of the World." Our Energy Transition Business category honors those innovative startups that are providing solutions within renewables, climatetech, clean energy, alternative materials, circular economy, and more. Five clean energy startups have been named finalists for the 2026 award. The finalists range from a lower-emission steel producer to a diagnostics platform developer working to support batteries used in data centers.

They are: Capwell Services, FlowCellutions, Hertha Metals, Mars Materials, and Solidec. Read more.

Scaleup of the Year Finalists

From IPOs to groundbreakings, some of Houston's most innovative companies reached major milestones this year. Our Scaleup of the Year category honors innovative later-stage startups that have recently reached a significant milestone in company growth. Three scaleups have been named finalists for the 2026 award.

They are: Erock, Hertha Metals, and Venus Aerospace. Read more.

Incubator/Accelerator of the Year Finalists

It takes a village to launch a business. That's where Houston's network of incubators and accelerators can step in, providing the resources, mentorship and community needed to push a fledgling company forward. Our Incubator/Accelerator of the Year category honors local organizations that are championing and fueling the growth of Houston startups. Three incubators and accelerators have been named finalists for the 2026 award. They support startups ranging from hard-tech companies to food and youth concepts.

They are: Activate, Impact Hub Houston, and MarMo Innovation. Read more.

Startup of the Year Finalists

Seven exceptional finalists are in the running for the title of Startup of the Year, which is our people's choice award in the annual Houston Innovation Awards. From innovative platforms benefiting the education, commerce, health, investment and IT sectors to next-gen memory technology and improvements for robotic supply chains, these startups are making an impact in Houston and beyond.

The finalists are: Fluxworks, IronLattice, Lumino, Progress Report, Rosarium Health, TokenRoster, and Thread. Read more.

Mentor of the Year Finalists

Houston’s thriving startup ecosystem is supported by a network of experienced leaders who work behind the scenes, investing their time and knowledge to help the next generation of entrepreneurs succeed. Our Mentor of the Year category honors those who dedicate their time and expertise to guide and support budding entrepreneurs. Six individuals have been named finalists for the 2026 award. They support promising startups in the medical tech, digital health, clean energy, hardware sectors and more.

They are: Al Danto, Rice University; Eric Rubenstein, New Climate Ventures; Jeremy Pitts, Activate; Joe Alapat, Liongard; Kyle Judah, Rice University's Liu Idea Lab for Innovation & Entrepreneurship; Rachel Bickham, Bickham Services Unlimited LLC. Read more.

Houston's new state-of-the-art academy FLAMA breaks ground at historic site

Groundbreaking Education

Houston’s newest school for arts and music broke ground in October in the city’s historic East End. The Frank Liu Jr. Academy for Music and Arts (FLAMA), a tuition-free charter school, will welcome students in pre-K through 8th grade next August.

Members of the Liu family, the school’s founding board members, elected officials, and East End community partners gathered at Buffalo Bayou Partnership’s historic Turkey Bend development for the official groundbreaking ceremony on October 8, which kicked off with a performance by the Kinder High School for the Performing and Visual Arts’ Mariachi group.

The new school is on a portion of the former Folgers Coffee Plant, located at 235 N. Norwood St. OMA, an international architectural firm known for its approach to urbanism, cultural projects, and adaptive reuse, is transforming the 1930s plant into a state-of-the-art educational facility.

“We’re excited to celebrate this milestone for FLAMA and look forward to seeing the transformation of the historic Folgers plant into a new home for music and arts education,” said Jason Long, one of the firm’s partners. “Like fine-tuning an instrument, our design recalibrates the existing industrial structure into an open, connected, and expressive environment for learning. FLAMA will be a new learning environment that builds on the character of the existing building while giving it new life for the community.”

Flama academy Courtesy rendering

Unfolding across three stories, the school draws inspiration from Montessori education principles, which prioritize openness, independence, and collective learning through shared “neighborhoods.”

It all begins when students, families and guests enter through a private courtyard. The welcoming space will change the building’s original industrial facade into a brightly colored, kid-friendly spot, complete with yellow and green blocks spelling out the school’s name. The original windows will be restored to preserve the building’s historic character and upgraded to meet contemporary energy standards. Similarly, all of the school’s classrooms are located around the building’s perimeter, providing an abundance of natural light.

Inside, FLAMA’s three stories are divided so that younger students will find their classrooms at the school’s base, and they will move upward through the school as they progress through grade levels. The ground level has a common area for younger kids that could host drum circles, movement classes, or “breakout play.”

Children in first and second grade have their own larger open space, with an eye-catching staircase, that's inspired by the curve of a French horn. The space lends itself to everything from small gatherings to performances by the school’s early musicians.

As students progress through third grade and up, they’ll find FLAMA’s upper floors created to meet their growing artistic and intellectual needs. One example is the open library, a shared spot for students in third through fifth grades. It has flexible furniture that can transform the space into a place for group study and project work, as well as one that can host after-school activities. Directly above this library is a second common room for middle schoolers where students in sixth, seventh, and eighth grades can study.

FLAMA academy Courtesy rendering

These two libraries are connected by an F-shaped floor opening that references both the F-hole of a string instrument and the forte symbol. Musicians know this curly f as a note indicating them to play a passage with strength. That could easily be a metaphor for the school itself, which will combine high-quality education with rigorous academics. This visual cue emphasizes FLAMA’s desire for music and art instruction to amplify learning across reading, writing, math, and science.

“This will be a place where children can discover their talents, families can find opportunities close to home, and music and art can open the doors to a stronger education,” said Congresswoman Sylvia Garcia, who attended the groundbreaking. “I know how much it matters when someone brings opportunity within the reach of a child.”

Dr. R. Scott Allen, FLAMA’s founding superintendent and former principal of Kinder HSPVA, spoke about the school’s vision to pair a rigorous, engaging academic opportunity with deep immersion in music and visual arts.

Congressman Christian Menefee, State Senator Carol Alvarado, and Houston City Councilmember Mario Castillo also delivered remarks at the ceremony, speaking about the school’s power to not only transform Houston’s Second, Third, and Fifth Ward communities, but also bring incredible education opportunities to students. Former Mayor Annise Parker, former State Board of Education Member Staci Childs, State Representative Christina Morales, and Houston City Councilmembers Joaquin Martinez and Sallie Alcorn also attended the event.

“In this city, known for our undeniable contributions to music and arts, the gap has never been ability or talent; it has always been opportunity, and opportunity can be built,” said Kirby Liu, who spoke at the groundbreaking, memorializing his late brother’s vision of arts education for the youngest Houstonians. “When it comes to opportunity being foreclosed on our children, we will try like hell to bust those damned doors down.”

The Frank Liu Jr. Foundation has pledged $20 million in financial support during FLAMA’s first years of operation. Applications are now open for kindergarten and first grade for the 2027-2028 school year.

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This article first appeared on CultureMap.com.

New manufacturing facility breaks ground at NASA’s Johnson Space Center

making space

HITT Contracting has broken ground on NASA’s Applied Spaceflight Fabrication Facility (ASFF) at Johnson Space Center, the Washington, D.C.-based construction firm announced late last month.

The project, known as Building 70, will house a high-bay machine shop to support component production for future NASA space missions, according to HITT. The 37,625-square-foot building is the first part of a larger goal to create an engineering complex that unites assembly space, lab capabilities and manufacturing at JSC. It will consolidate machining equipment and operations that are currently spread across multiple campus buildings into one location.

The project broke ground in October at JSC’s Historic District. The Houston Business Journal reports construction is expected to wrap in August of 2028.

“This project will modernize facilities that support America’s space missions,” PJ Ross, chief financial officer at HITT, said in a LinkedIn post. “Proud of our team and partners as we begin construction that will advance aerospace testing and innovation.”

HITT Contracting is one of seven companies awarded infrastructure contracts by NASA earlier this year for work at JSC. According to NASA, the construction contracts “[support] up to $300 million in upgrades to mission‑support facilities, utilities, and equipment across the NASA Johnson campus.”

Construction Drive reports that HITT will also renovate Building 13 South on the JSC campus as part of the $300 million initiative.

“Building for precision manufacturing starts with understanding how the space needs to perform,” Todd Hudson, vice president at HITT Contracting, added in the release. “Our team brings the technical expertise and collaborative approach to deliver a facility that meets the Johnson Space Center’s needs today and supports the next generation of spaceflight innovation. We’re proud to continue our partnership with NASA.”

NASA also recently announced awards as part of its expanded Moon Base exploration, science and infrastructure capabilities. Houston-based Intuitive Machines and seven other spacetech companies, including SpaceX, Blue Origin and Firefly Aerospace, were selected to receive funding.

The awards are part of the next phase of NASA’s CLPS (Commercial Lunar Payload Services) initiative, which will grant the companies a combined total of up to $10 billion over 10 years.

Intuitive Machines and Webster-based MEI Technologies were also awarded contracts this past summer from NASA to develop robots for exploring the surface of Mars. Read more here.