StormGeo, a Houston-based weather intelligence provider, has partnered with Norwegian company 7Analytics to create technology positioned to revolutionize planning for floods. Photo courtesy of Kinder Institute

There’s no way around it: Houston floods. And with the deluge comes hurdles for businesses. The only real power we have in the face of such adversity is preparation.

StormGeo, a weather intelligence provider with its United States headquarters in Houston, has partnered with Norwegian company 7Analytics to create technology positioned to revolutionize planning for floods.

StormGeo debuted in Norway in 1997. In 2012, it acquired Houston company Impact Weather, says Bob Weinzapfel, a meteorologist and senior project manager of weather insights for StormGeo. Houston is one of 24 offices spread over 15 countries with more than 600 employees, Weinzapfel adds.

The team at 7Analytics, according to Weinzapfel, “Are a bunch of smart flood experts and machine learning experts.” Together, they are introducing a technology that Weinzapfel calls “a game changer” for Houston businesses.

7Analytics uses AI to give users an overview of Houston’s potential flooding based on a 72-hour forecast. “Any business like a grocery store or hospitals or even a refinery—any business with employees or customers, it’s important to know Are the roadways being flooded? Can my employees and customers get in?” says Weinzapfel.

StormGeo has long provided weather insights and guidance to businesses in Houston. Now, detailed maps provide real-time flood forecasting.

The maps forecast the probability of flash flooding in each subbasin, but perhaps more importantly, they can home in on clients’ buildings to show what inundation will look like in parking lots and nearby roads.

"Our product takes a real-time StormGeo weather forecast — for example, the risk of rainfall tomorrow—and translates it into actionable risk info, such as their site is at risk of up to a foot of flooding tomorrow with peak flood occurring at 2 p.m.," explains Jonas Toland, co-founder of 7Analytics.

Armed with such information, businesses can adjust operations ahead. For example, one client is a grocery store chain.

“They have business processes they have to get a jump on. The locations that have customers try to be the last to close and first to open,” Weinzapfel says.

That means that storm tracking can help with letting the store’s team know to purchase more emergency supplies to sell, schedule more employees to help sell them, and know when to close to keep those workers safe.

The Houston version of the solution is the first, but Weinzapfel says that the team is currently working to expand across greater Houston and then into Austin.

“We knew if we could do it here and do a really good job, we could do it anywhere using the same technology,” he adds.

There’s no question that flooding will continue to take place in Houston. But with StormGeo and 7Analytics’ Houston-area flood model, the people that serve us will be prepared.

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.

Alex Reed, co-founder and CEO of Fluence Analytics, joined InnovationMap for a Q&A on the company's move to Houston and its growth plans. Photo courtesy of Fluence Analytics

Fresh off $7.5M funding, this new-to-Houston tech company plans to grow and expand in life science space

q&A

Founded in 2012 in New Orleans, a tech company that provides software and hardware solutions for the chemicals industry has entered its next phase of growth by moving its headquarters to Houston following a $7.5 million venture capital raise.

Fluence Analytics, which announced its recent raise led by Yokogawa Electric Corp. last month, has officially moved to the Houston area. The company's new HQ is in Stafford. Alex Reed, co-founder and CEO of the company, joined InnovationMap for a Q&A about what led up to the move and the future of the company, which includes expanding into the life science field.

InnovationMap: Tell me about Fluence Analytics — what does the technology do and why did you decide to start the company?

Alex Reed: We have developed a patented technology that can optimize chemical production. We basically are able to measure what's happening in real time in a process. Imagine if you're baking a cake, and you follow this recipe and sometimes you get the cake you want, sometimes it's too dry, and sometimes it's not cooked enough. And so the polymers industry, for simplistic terms, has that type of an issue. You don't really know exactly where you're at your equipment behaves differently. Basically, what we're able to do is give them real-time information on what's happening as they're baking the cake so that every time they can get a perfect cake.

We have a software and hardware solution that we install in these plants to get these measurements so that our customers can optimize production — and they want to do that to improve their yield, reduce waste, increase safety, and improve quality. There are a lot of different reasons that companies are interested in our technology and we have managed to grow globally. We have customers in Asia, Europe, and the U.S.

We spun out of Tulane University. It's an interesting story because my dad is the inventor of the technology — he's a physics professor at Tulane. I grew up working in the lab with him literally since the age of 12, and I was super interested in technology and science and saw that he was working with all these chemical companies. They were always very interested in what he was working on. I got to the point where I realized that I didn't want to be a scientist — I was far more interested in the commercialization and how you go from lab to product. That transition is very difficult. So, I stepped into the role of the entrepreneur. We had the patents and technology for my dad, I had an excellent mentor, and then our other co-founder was a technical founder.

IM: When and why did you start considering an HQ move? 

AR: We raised our first institutional venture funding in April 2017. Up until that point, it was primarily working with customers and grant funding. We worked with actually a group that has an office here called Energy Innovation Capital. They came in and invested in us and supported us, and George Coyle joined our board.

So, we had that tie to Houston, and I was in Houston a lot because there was a concentration of partners and customers — and not just like chemical plant customers, but also technology and R&D centers. As we started to scale, we brought on some other investors — Mitsubishi Chemical, JSR Corp., and most recently Yokogawa Electric Corp., which has its North American headquarters in Sugar Land.

We started to just build momentum towards it. I'd say we first had the conversations pre-COVID and then COVID hit, and we'd kind of just stopped everything for a while, just to make sure we knew where the business was heading. We've made it through COVID fine and did well on coming out of it. Then we felt it was the right time to pick that thread back up. We knew it made sense. The labor pool is amazing here, and there's just so many reasons why we were looking at it. So then we just pulled the trigger.

IM: How did you decide on the Houston area? What drew you to Stafford?

AR: Initially, we had a little landing pad in the East End Maker Hub, so we got in there and they were awesome. We actually had started hiring remote people here in 2019 because we knew the move was going to happen at some point. We had a place for them to go work out of EEMH while we searched for a permanent facility. We connected with the Greater Houston Partnership, and they plugged us in to Houston Exponential, and they have been very good at introducing us to the right people. We just don't know the lay of the land to be honest, so they've been a great resource. We were looking originally on the northside of Houston, and then we saw the Stafford area. There's a huge concentration of similar type companies — automation, some software, some hardware. There were some tax advantages. We settled in the Stafford area and are very happy with the choice we made to end up here.

IM: I know you recently raised a $7.5M venture funding round. What does that funding mean for growth?

AR: Like any capital, the objective is to use it to grow. For us, "grow" has several different areas. One is the product. There's a very long roadmap of both hardware and software improvements that we want to make. So basically we're accelerating a lot of the things on our roadmap to do things like closed-loop control based on our data — imagine running a whole plant autonomously based on measurements that we're making. We're moving more and more toward that autonomous operation world and improving a lot of the actual underlying hardware, making the measurements, building out sales and marketing as we start to serve more and more customers. Product sales and marketing and customer success are the areas that we're scaling.

IM: As you grow your local team, what are you looking for?

AR: Field applications, software, some automation technicians, and more. We do have some life science applications. So, in addition to our core area on the chemical side, we have a product we've sold into biopharma, and so we want to grow some of that. We're actually hiring for a product manager for the life science side of the business. So, that one's a pretty unique opportunity and role.

IM: Considering your life science application, it seems like Houston is a good fit for that vertical as well, right?

AR: We're working with the Houston of today, but also the Houston of tomorrow, which is this life science play. The next phase is kind of following that innovation value chain. So, figuring out what's the R&D and manufacturing of these pharmaceuticals, and how you can attract more of those technology centers and factories to make the stuff here. If you look at the talent pool here, those resources are somewhat fungible with the resources that serve petrochemical and oil and gas.

This cross pollination I think actually could be quite an interesting differentiator for Houston if the city can build that critical mass. So yes, I think there is an opportunity for us to leverage this vision that Houston has for life science. Now, we'll still have to go to the coast to go to our customers, but I think talent pool, and eventually you might even have customers here. It's certainly feasible.

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This conversation has been edited for brevity and clarity.

Houston-based Corva, an AI-optimized analytics company, is in the process of hiring — a lot. Photo via corva.ai

Growing Houston energy tech company plans to hire 150 new employees this year

growing gains

While the oil and gas industry may be in store for sluggish growth in 2020, that's hardly the case for Houston-based energy tech startup Corva AI LLC.

Corva — which offers a real-time data analytics platform for drilling and completion (the stage when a well is prepared for production) — added 85 employees last year, mostly in Houston. And it's on track to make 150 new hires in 2020, including software developers, researchers, drilling engineers, and data analysts, says Courtney Diezi, the company's general manager. Two-thirds of this year's new hires will work in Houston, she says.

Diezi says the company's headcount currently stands at 120, with 100 employees in Houston and 20 in Ukraine.

Corva has expanded so much and so quickly that it outgrew its previous 11,000-square-foot office and is now at The Cannon, a coworking space and innovation hub in the Energy Corridor. It's set to move later this year to a new 40,000-square-foot space at The Cannon.

Founded in 2014 by CEO Ryan Dawson, Corva has raised just $3 million in outside funding to propel its growth.

"Our business has grown exponentially at the same pace as companies raising hundreds of millions in funding," Dawson says. "While the startup world has chased endless rounds of funding with the notion of either becoming a unicorn — or dying — we have focused on creating a company that cares deeply about our employees and a business that lasts 100 years."

Dawson describes Corva as the "modern brains" of drillings and completions. Oil and gas equipment sends millions of datapoints to Corva to help make complex decisions about drilling operations, she says. About 40 customers use Corva's technology.

In a 2019 news release, Dawson said Corva gauges its success "by the number of days we save on rigs, the costs we can quantifiably cut, and the number of catastrophic events we prevent." Corva's technology has saved millions of dollars for its customers and reduced the length of drilling projects by as many as three days, he said.

"Corva's challenge is to change the behavior of drillers who work for somebody else," the Journal of Petroleum Technology reported in 2019. "The fast-growing company has no shortage of users. Retaining those customers will require convincing oil companies that the real-time drilling data and analysis is creating enough value to justify the cost."

Corva's user-focused approach to developing technology helps attract and retain customers. Executives say they consider Corva a tech company that operates in the oil and gas sector rather than an oil and gas company that happens to develop software.

"Our software platform rivals Netflix and Twitter in terms of giant datasets and real-time processing," Diezi says. "Without a core expertise and founding team in software, we wouldn't be able to provide the amazing technology we do — it's too central to what we do. Corva is the perfect mixture of oil industry veterans and software whiz kids. Our customers love to work with us because we speak their language but provide world-class products solving hard problems."

As it continues to enlarge its workforce, Corva seeks to foster a workplace that embraces both oil industry veterans and software whiz kids.

"We want to be the most admired workplace in Houston, with a Google-like status both for our amazing products and our company culture," Diezi says.

This growing Houston company is providing industrial industries with smart analytics. Getty Images

Houston software company looks to grow its workforce internationally

Staffing up

A Houston-based analytics-focused company is gearing up for growth in 2019 and plans to staff up its headquarters and remote offices abroad.

Arundo Analytics Inc. brings industrial companies — which sometimes are slow to adopt brand-new technology — into the world of machine learning and advanced analytics to help boost revenue, cut costs and reduce risks.

The startup's enterprise software gives asset-heavy industrial businesses "a virtual window into their day-to-day operations," says Stuart Morstead, co-founder and chief operating officer of Arundo. Among the operations that benefit from software are equipment maintenance, safety, logistics and scheduling.

Morstead points out that most industrial companies that encounter issues with operations such as equipment maintenance "lack the data science and software capabilities to drive value from insights into their daily operations."

Arundo aims to solve that problem by incorporating machine learning and advanced analytics — the kind of innovations emanating from the likes of Amazon, Google, and IBM — into everyday business operations at industrial companies, says Morstead, a former partner at consulting firm McKinsey & Co. and a graduate of Rice University.

Aside from its broad enterprise software, Arundo supplies out-of-the-box applications that tackle individual industrial challenges like flow metering for the offshore oil and gas industry and monitoring the condition of equipment. The virtual cloud-based multiphase flow meter is sold as part of a software package from industrial technology giant ABB.

More than 50 of Arundo's estimated 110 employees work on that technology from the startup's headquarters in downtown Houston. To propel its growth, Arundo plans to add employees this year in Houston as well as its other offices in Canada, Norway, Sweden and the United Kingdom, according to Morstead.

In 2016, Arundo graduated from Stanford University's StartX accelerator program. A year later, Arundo was named to the MIT STEX25 accelerator program by the Massachusetts Institute of Technology Startup Exchange.

Since its founding in 2015, Arundo has raised more $35 million in capital, including a Series A round of $28 million that closed in the first half of 2018. Investors include Sundt AS, Stokke Industri, Horizon, Canica, Strømstangen, Arctic Fund Management, Stanford-StartX Fund and Northgate Partners.

Aside from drawing more funding in 2018, the startup set up several strategic partnerships designed to increase the adoption of Arundo's software in sectors such as oil and gas, manufacturing, shipping, construction and maritime. Among the new partners are Dell Technologies, DNV GL's Veracity platform and WorleyParsons.

Going forward, Morstead says Arundo aims to bring its software expertise, business prowess and "world-class data science" to even more industrial companies and their physical assets as part of the global Industrial Internet of Things sector. That market is projected to approach $1 trillion by 2025, up from $100 billion in 2016.

To be sure, Arundo is competing in a market that's rife with opportunity. Consulting firm Accenture estimates the IIoT market could add $14.2 trillion to the global economy by 2030.

"Arguably the biggest driver of productivity and growth in the next decade, the Industrial Internet of Things will accelerate the reinvention of sectors that account for almost two-thirds of world output," the Accenture report says.

Tor Jakob Ramsøy, founder and CEO of Arundo, certainly grasps the enormous potential of IIoT.

"Asset-heavy companies can no longer afford to make business decisions based on an incomplete view of their organization," Ramsøy, a former McKinsey partner, said in a 2018 news release. "By combining deep data and [artificial intelligence] knowledge with decades of cumulative experience in enterprise consulting, Arundo is ushering in a new era in IIoT."

Tracking performance

Courtesy of Arundo

Arundo's Condition & Performance Monitoring Software can easily be plugged into a company's system and track its equipment using cloud technology.

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Intuitive Machines lands $1M grant to expand robotics operations

Expansion mode

Houston-based Intuitive Machines is expanding its operations around the country.

The space tech company—which has offices and labs in Texas, California, Arizona, Colorado and Maryland—announced that it has received a $1 million grant from Maryland Gov. Wes Moore through the state's Build Our Future Grant. The funding will go toward expanding Intuitive Machines’ Super Cislunar Robotics Assembly Building (Supa-CRAB) Mechanisms and Robotics Center of Excellence in Anne Arundel County.

The company will move into a 69,000-square-foot facility and build out additional lab and office space. It will also procure equipment that will allow for in-house Assembly, Integration and Test (AI&T) activities, according to a news release. Intuitive Machines says the expansion will take place this fall.

“This collaboration shows how industry, state programs, and education can reinforce one another,” Steve Altemus, CEO of Intuitive Machines, said in the release. “Maryland invests in innovation, companies grow and hire, students gain experience, and communities benefit from new opportunities and long-term career pathways. Together with Governor Moore, the state of Maryland, and Anne Arundel County leaders, we are building a permanent path to long-term lunar operations, an advanced robotics and mechanisms center of excellence, and a technology edge for our nation.”

Intuitive Machines first launched operations in Maryland in 2021 and has since expanded five times in the state. The company officially opened its robotics and mechanisms facility in 2024.

The Maryland team has built robotics and mechanisms for the Nova-C landers and IM-1 and IM-2 missions. In the future, Intuitive Machines expects the Maryland team to work on its IM-3 Rover Deployment Mechanism (RDM), a 360 pan-tilt camera for panoramic views, the Main Engine Gimbal (MEG), and the company's first data relay satellite, known as Altus-1.

Intuitive Machines moved into a new $40 million headquarters at the Houston Spaceport in 2023. The company announced an expansion of its lease last year.

The company announced a $175 million equity investment to fuel growth in March. It's since landed a $180 million NASA CLPS award to deliver seven payloads to the moon's Mons Malapert on the IM-5 mission.

5 Houston universities named best in the world on new U.S. News list

Top of the Class

Five Houston-area universities have been named among the best universities worldwide in U.S. News & World Report's just-released comprehensive list for 2026-2027.

U.S. News' Best Global Universities report ranks more than 2,250 schools based exclusively on their academic research performance and international reputation. Only 275 universities from the U.S. were included in the global ranking, and 21 based in Texas.

Harvard University topped the list for 2026-2027, and the Massachusetts Institute of Technology and Stanford University claimed the coveted No. 2 and No. 3 spots worldwide.

Houston's Baylor College of Medicine topped the list of the best local schools, and it ranked as the 144th best university in the world.

Here's how the rest of Houston's local institutions ranked:

  • No. 201 – Rice University
  • No. 324 – University of Texas Health Science Center Houston
  • No. 390 – University of Houston
  • No. 599 – University of Texas Medical Branch Galveston

In a statement explaining global university trends, the managing editor for Education at U.S. News, LaMont Jones, Ed.D., said schools in the U.S. have continued to rank "disproportionately high" while major universities from other countries in China and South America are starting to catch up.

"The continuing strength of [American university] reputations and academic research are, for the most part, unmatched," he said. "It's why students all over the world flock here to learn."

Top-ranking Texas universities
The University of Texas at Austin ranked No. 1 statewide and No. 56 worldwide, further cementing the university's reputation as the top choice for students seeking a higher education in Texas.

Earlier in June, UT Austin ranked No. 35 in a separate list of the best universities in the world from the Center for World University Rankings, which compared 2,000 schools globally.

Here's where other Texas universities stand among the top 1,000 in this year's global rankings:

  • No. 113 – University of Texas Southwestern Medical Center, Dallas
  • No. 177 – Texas A&M University, College Station
  • No. 296 – University of Texas at San Antonio
  • No. 451 – Baylor University, Waco
  • No. 503 – University of Texas at Dallas
  • No. 562 – Texas Tech University, Lubbock
  • No. 739 – University of North Texas, Denton
  • No. 975 – University of Texas at Arlington
  • No. 944 – Southern Methodist University, Dallas
Additionally, six Texas universities ranked outside the top 1,000: University of Texas Rio Grande Valley (No. 1,153); University of Texas El Paso (No. 1,238); Texas State University in San Marcos (No. 1,531); Texas Tech University Health Sciences Center in Lubbock (No. 1,871); Texas Christian University in Fort Worth (No. 1,906); and Sam Houston State University in Huntsville (No. 2,141).

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This article originally appeared on CultureMap.com.

Rice student startup lands $1.85M to launch medical drone network

critical cargo

Students at Rice University have developed a medical cargo drone transport system to help deliver sensitive medical supplies and improve mobile healthcare efforts.

Haast Autonomous is the brainchild of graduating seniors Ege Halac, Jason Chen and Santiago Brent, who got their venture idea off the ground with help from the Liu Idea Lab for Innovation and Entrepreneurship (Lilie) Summer Venture Studio. The founders have developed the prototype at Rice’s Oshman Engineering Design Kitchen (OEDK) with fellow Rice researchers Felix Hasson, Ethan Javedan, Kenna Sanders and Caden Schmidt.

The startup has raised $1.85 million in pre-seed funding, according to Rice. The founders plan to focus on Haast full-time following graduation. They said they aim to launch pilot trials in 2027 and head to market later that year.

“We need better alternatives for a fast, safe and on-demand system of transport for life-critical cargo,” Halac said in a news release from Rice.

The Haast team has developed a custom aircraft with software that manages dispatch, routes, and chain of custody to assist in how materials move between sites in centralized medical systems. Generally, the transportation of medical supplies and materials between facilities and points of care relies on ground shipping or expensive air transport.

Haast Autonomous’ aircraft can take off and land vertically, and is designed around a mission profile of 50 to 62 miles. It can carry a payload of at least 5 pounds, with future versions intended to scale up in size. It also includes a built-in payload bay that regulates temperature, pressure, vibration and tilt to protect sensitive contents such as patient samples, antivenom or poisoning kits and radioligands or other therapies, according to Rice.

At first, the company envisioned the mission to be centered around transplants, but saw the product being best suited for a variety of operations.

“What we realized is that the platform we are building is suited for medicine, but it really underlies a much larger problem of mission-critical transport across industries,” Brent added in the news release. “We are building the fastest, most secure logistics chain for the world’s most sensitive cargo.”

Haast Autonomous was recognized at the 2026 Oshman Engineering Design Showcase and Competition, where it won Best Aerospace or Transportation Technology. It also performed well in the 2026 Napier Rice Launch Challenge.

In the future, Haast Autonomous plans to deploy a fleet of aircraft. The software will be designed to assist hospitals in requesting flights and tracking deliveries in real time.

“The drone is only part of the solution,” Chen also added in the release. “What matters is moving something from point A to point B in a way that fits into how hospitals already operate.”