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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Houston femtech co. debuts first holistic wellness suite following rebrand

work perks

Houston-based femtech company Work&, previously Work&Mother, debuted new lactation suites and its first employee wellness space at MetroNational’s Memorial City Plazas this month.

The 1,457-square-foot Work& space features three lactation rooms and five wellness suites, the latter of which are intended to offer employees a private space and time for telehealth appointments, meditation, prayer, and other needs. The hybrid space, designed by Houston-based Inventure, represents Work&'s shift to offer an array of holistic health and wellness solutions to landlords for tenants.

Work& rebranded from Work&Mother earlier this year. The company was previously focused on outfitting commercial buildings with lactation accommodations for working parents, equipped with a hospital-grade pump, milk storage bags, sanitizing wipes, and other supplies. While Work& will still offer these services through its Work&Mother branch, the addition of its Work&Wellbeing arm allows the company to also "address the broader wellness needs of all employees," according to an announcement made on LinkedIn.

"We are thrilled to bring Work&Mother and Work&Wellbeing to The Plazas," Jules Lairson, co-founder and COO of Work&, said in a news release. “This partnership brings every stakeholder together – employees, employers and landlords all benefit from this kind of forward-thinking tenant experience. We are excited to launch our Work&Wellbeing concept with MetroNational to ensure that all employees have their wellness needs met with private, clean, quiet spaces for use during the workday.”

The new space is available to all tenants across Memorial City Plazas, comprised of three office towers totaling 1 million square feet of Class A office space. In addition to the lactation and wellness suites, the space also features custom banquettes, private lounge seating and phone booths.

“As a family-owned and operated company, MetroNational is deeply committed to fostering a workplace that supports both productivity and the well-being of all our tenants,” Anne Marie Ratliff, vice president of asset management for MetroNational, added in the release. “Partnering with Work& reinforces this commitment, enhancing our workplace experience and setting a new standard for tenant amenities.”

Work& has five Houston locations and several others in major metros, including New York, Austin, D.C., Boston, Chicago, San Francisco, and Miami. According to its website, the company will also introduce a Work&Wellbeing suite in New York.

Abbey Donnell spoke with InnovationMap on the Houston Innovators Podcast about why she founded the company and its plans for growth in 2021. Click here to learn more.

9 Houston universities make U.S. News' list of best grad schools 2025

Top of the class

Nine Houston universities have climbed through the ranks in U.S. News & World Report’s recently released report of the best graduate schools nationwide for 2025. Several graduate programs also appeared among the top 10 in a Texas-wide comparison.

U.S. News published its annual national "Best Graduate Schools" rankings on April 8. They look at several programs including business, education, engineering, fine arts, health, and many others.

For the 2025 report, the publication added new Ph.D. social sciences and humanities program rankings in English, history, political science and sociology for the first time since 2021. U.S. News also ranked graduate economics and psychology programs in the social sciences and the humanities for the first time since 2022.

Among the newcomers are Houston Christian University and Texas Southern University.

Here's how the nine local schools ranked, statewide and nationally, and how they compared with last year's national ranking:

University of Houston

  • No. 4 best graduate engineering school in Texas; No. 72 nationally
  • No. 5 best graduate education school in Texas; No. 81 nationally (down from No. 63 last year)
  • No. 5 best law school in Texas; No. 63 nationally (up from No. 68)

The University of Houston Law Center has the No. 9 best health law program in the nation, and ranked No. 15 for its legal writing program. The university's part-time MBA program ranked No. 38 nationally

University of Houston, Clear Lake

  • No. 12 best graduate education school in Texas; No. 166 nationally

The Clear Lake branch of the University of Houston tied for No. 166 for its part-time MBA program.

Houston Christian University

  • No. 21 best graduate education school in Texas; tied for No. 234-258 nationally

University of Texas Health Science Center

  • No. 1 best Doctor of Nursing Practice program in Texas; No. 33 nationally (up from No. 45)
  • No. 2 best graduate nursing program in Texas; No. 41 nationally (down from No. 31)

Prairie View A&M University, Northwest Houston Center

  • No. 5 best graduate nursing program in Texas; No. 104 nationally (up from No. 117)
  • No. 7 best Doctor of Nursing Practice program in Texas; tied for No. 143-158 nationally

Rice University

  • No. 2 best graduate business school in Texas; No. 29 nationally (unchanged)
  • No. 3 best graduate engineering school in Texas; No. 26 nationally

Rice's entrepreneurship program is the 9th best in the country, and its part-time MBA program ranked 13th nationally. The George R. Brown School of Engineering earned nods for its No. 10-ranking biomedical engineering and environmental engineering programs.

University of Texas Medical Branch, Galveston

  • No. 5 best Doctor of Nursing Practice program in Texas; No. 76 nationally

South Texas College of Law Houston

  • No. 7 best law school in Texas; No. 138 nationally

Out of the 11 law programs ranked by U.S. News, the South Texas College of Law performed the best for its trial advocacy (No. 12), dispute resolution law (No. 23), and legal writing (No. 51) programs.

Texas Southern University

  • No. 10 best law school in Texas; tied for No. 178-195 nationally

More specifically, TSU has the 64th best trial advocacy law program in the nation, U.S. News said.

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

VC firm partners with Rice Nexus to open first global office

strategic partnership

Luxembourg-based venture capital and advisory firm MoreThan Capital (MTC) has established its first global office at the new Rice Nexus in Houston’s Ion District as part of a strategic partnership aimed at fostering entrepreneurship and growing Houston as an innovation hub.

MTC has committed to offering its “time, mentorship, industry expertise and global connections” to Rice Nexus. The state-of-the-art Rice Nexus, which opened earlier this year, aims to support and provide resources for ventures that are looking to scale and have "artificial intelligence (AI) as a central pillar of its innovation strategy," according to a statement from Rice.

“The Rice Nexus is a launchpad for world-changing ideas, and this partnership with MoreThan Capital is a key step in realizing that vision,” Sanjoy Paul, executive director of the Rice Nexus, said in a news release. “By combining Rice’s research and entrepreneurial talent with MTC’s global network and mentorship, we are creating an unparalleled engine for innovation that starts in Houston and reaches the world.”

MoreThan Capital has over 100 limited partners, including senior executives and professional investors, based in more than 35 countries.

“Establishing our first global office at the Rice Nexus within the Ion District is a significant milestone for MoreThan Capital,” Guillermo Ruiz, general partner of MoreThan Capital, said in a news release. “We are dedicated to partnering with top-tier academic institutions like Rice University and aligning with organizations that share our core values of trust, engagement and impact.”

The announcement comes just a few weeks after Rice Nexus announced its partnership with Google Public Sector to launch the new Rice AI Venture Accelerator, or RAVA.