3 Houston innovators to know this week

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This week's roundup of Houston innovators includes Moji Karimi of Cemvita Factory, Shanna Jin of Rice University, and Trent Crow of Real Simple Energy. Courtesy photos

Editor's note: In the week's roundup of Houston innovators to know, I'm introducing you to three local innovators across industries — data science, consumer tech, and medical device innovation — recently making headlines in Houston innovation.

Moji Karimi, co-founder and CEO of Cemvita Factory

Moji Karimi joins the Houston Innovators Podcast to discuss how his technology is offering energy execs an innovative way to meat their climate change pledge goals. Photo courtesy of Cemvita

A lot of startups are working on technology that makes existing practices more efficient, cheaper, or faster — or all of the above. But Cemvita Factory, founded by siblings Moji and Tara Karimi, is doing something that's never been done before: biomimicking photosynthesis to convert carbon emissions into useful chemicals.

"There weren't biotech companies working with oil and gas companies for this use case that we have now," Moji Karimi says on this week's episode of the Houston Innovators Podcast. "We're defining this new category for application of synthetic biology in heavy industries for decarbonization."

With this uncharted territory comes unique challenges and opportunities. Click here to read more and stream the episode.

Shanna Jin, communications and marketing specialist of the Data to Knowledge Lab at Rice University

Startups and small businesses are accumulating data daily — here's how to use that to your advantage, according to this Houston expert. Photo via rice.edu

Ironically, the power of data management is almost incalculable. With the right practices and processes in place, businesses can make better decisions and grow more strategically. But, it's not something a lot of startups or small businesses look at regularly. That's where the Rice University Data To Knowledge group comes into play.

"Being able to interpret data and making data-driven decisions becomes the key to the success of a business," writes Shanna Jin in a guest column for InnovationMap. "It is not just a privilege for big companies anymore. Small businesses need it more than ever to make sustainable growth in the digital era." Click here to read more.

Trent Crow, founder and president of Real Simple Energy

Trent Crow, founder and president, and the Real Simple Energy team have moved over to Arcardia with the acquisition. Photo courtesy of Real Simple Energy

Earlier this month, a Houston startup exited to a larger tech company. Trent Crow, co-founder and CEO of Real Simply Energy, says all eight of the company's employees have moved over to Arcadia and more workers will be hired soon. The company has maintained a mix of office and remote workers. Arcadia will look for Houston office space later this year, Crow says.

"Expansion plans include doing more of what we're doing now and offering more features for customers," says Crow, who now is Arcadia's general manager of energy services in Texas. Click here to read more.

Startups and small businesses are accumulating data daily — here's how to use that to your advantage. Photo via Getty Images

Houston expert: How to use the power of data and analytics to inform ​small businesses​

Guest column

Starting a business in a digital era brings entrepreneurs unprecedented advantages with technology and tools designed to optimize a business' operation. Whether it is a B2C or B2B, business owners can gather almost any data and metrics to improve their performance.

Being able to interpret data and making data-driven decisions becomes the key to the success of a business. It is not just a privilege for big companies anymore. Small businesses need it more than ever to make sustainable growth in the digital era.

The challenge? There are countless analytic tools and resources available that can generate data, but you need people who can extract insights from the massive amount of data.

Hire a data science team vs. outsourcing

Many companies go to campus recruitment and scout bright data science talent who also identify with their business value. Hiring people with data science and analytic skills is optimal, but for startups that are not ready to hire an in-house team or have a short-term question, outsourcing is a better option.

Data science consulting

Many online resources can help you extract data, but you are probably wondering: where do I begin? Which tool should I use? Which exact metric should I track?

The Rice University's Data Science Consulting Clinic provides free, open to the public assistance to help clients with all of those questions. It can be for various business sectors, such as research and product development, cost predictions, analytic tools, acquisition decisions, and talent management.

Here are some of the data science aspects we specialize in:

Research & Development - Obtain data to inform a decision on what products to develop.
Data analysis of who your customers are, what they are interested in, and what product to develop is crucial for B2C and B2B. A recent example of how Rice's Data Science Consulting Clinic is making a difference is a client needed assistance with market research to help inform a startup on what kind of product they should create next. The client was able to use the data resources suggested by the student and faculty consultants to gauge consumer sentiment and examples of successful products. With the data collected, the client was able to identify the features that drive customers to purchase similar products.

Cost Predictions - A case study for an energy company
Businesses need to make crucial decisions to achieve business intelligence. CEOs and managers need to base their decisions on predictions and analysis. Another client from the Data Science Consulting Clinic was interested in predicting cost and analysis of the factors contributing to the most expense for the coming year. The client's main problem was to transform the data into a statistical model that could predict the cost. With the prediction model suggested by the student consultants, the client was able to reduce the cost by controlling factors that were likely to cause higher costs.

Acquisition Decision Making for Business Professionals
Clients from the Rice MBA program were interested in investigating the causes and effects of private equity (PE) acquisition. Specifically, the clients wanted to analyze the difference in practice habits before and after acquisitions. As a result of the consultation, the clients were able to determine what factors influenced the PE's decision to acquire new equity.

Longer term projects

It would be helpful to have a dedicated data science team who can work over a semester or year long to find the solution.

Higher education has placed a prominent focus on data science programs, especially capstone projects that provide students with real-world experience. As a business owner, you might not even think about working with an esteemed university to help you with data challenges.

The Center for Transforming Data to Knowledge, informally known as the D2K Lab at Rice University, is founded based on the mission to seek real-world data challenges for passionate data science students. Student teams have worked on over 50 sponsored data science projects with partners from a wide variety of businesses, organizations, and community partners.

Advance data science and security

The perk of working with Rice University is that it provides the most advanced data science research tools and an interdisciplinary pool of student and faculty talent who are passionate about data science. Working with Rice University also guarantees a strong data security system and a comprehensive confidentiality agreement.

  • A cloud-based financial company sponsored a series of capstone projects on applying deep learning to reduce documentation errors and increase efficiency for businesses.
  • A fintech company sponsored multiple capstone projects on building statistical models to predict costs.
  • In the tech-med industry, the D2K Lab has partnered with the Medical Informational Corps, and researchers from Texas Children's Hospital and Baylor College of Medicine to build algorithms to predict cardiac events.

The future of data-driven decision making

The digital era has become the norm for all businesses (large or small), and there's no way to avoid the power of transforming data into actionable insights. So start gathering data even before you build out a business and incorporate the culture of data-driven decision making into every sector of your business.

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Shanna Jin is the communications and marketing specialist of the Data to Knowledge Lab at Rice University.

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Houston team uses CPRIT funding to develop nanodrug for cancer immunotherapy

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With a relative five-year survival rate of 50 percent, pancreatic cancer is a diagnosis nobody wants. At 60 percent, the prognosis for lung cancer isn’t much rosier. That’s because both cancers contain regulatory B cells (Bregs), which block the body’s natural immunity, making it harder to fight the enemies within.

Newly popular immunotherapies in a category known as STING agonists may stimulate natural cancer defenses. However, they can also increase Bregs while simultaneously causing significant side effects. But Wei Gao, assistant professor of pharmacology at the University of Houston College of Pharmacy, may have a solution to that conundrum.

Gao and her team have developed Nano-273, a dual-function drug, packaged in an albumin-based particle, that boosts the immune system to help it better fight pancreatic and lung cancers. Gao’s lab recently received a $900,000 grant from the Cancer Prevention and Research Institute of Texas (CPRIT) to aid in fueling her research into the nanodrug.

“Nano-273 both activates STING and blocks PI3Kγ—a pathway that drives Breg expansion, while albumin nanoparticles help deliver the drug directly to immune cells, reducing unwanted side effects,” Gao said in a press release. “This approach reduces harmful Bregs while boosting immune cells that attack cancer, leading to stronger and more targeted anti-tumor responses.”

In studies using models of both pancreatic and lung cancers, Nano-273 has shown great promise with low toxicity. Its best results thus far have involved using the drug in combination with immunotherapy or chemotherapy.

With the CPRIT funds, Gao and her team will be able to charge closer to clinical use with a series of important steps. Those include continuing to test Nano-273 alongside other drugs, including immune checkpoint inhibitors. Safety studies will follow, but with future patients in mind, Gao will also work toward improving her drug’s production, making sure that it’s safe and high-quality every time, so that it is eventually ready for trials.

Gao added: “If successful, this project could lead to a new type of immunotherapy that offers lasting tumor control and improved survival for patients with pancreatic and lung cancers, two diseases that urgently need better treatments."

Houston booms as No. 2 U.S. metro for new home construction

Construction Boom

Driven by population growth, more residential rooftops are popping up across Houston and the rest of Texas than anywhere else in America.

Using data from the U.S. Census Bureau and Zillow, Construction Coverage found 65,747 new residential units were authorized in greater Houston in 2024. That figure landed Houston in second place among major metro areas for the total number of housing permits, including those for single-family homes, apartments, and condos.

Just ahead of Houston was the Dallas-Fort Worth Metroplex, which took first place with 71,788 residential permits approved in 2024. In third place was the country’s largest metro, New York City (57,929 permits).Elsewhere in Texas, the Austin metro ranked sixth (32,294 permits), and the San Antonio metro ranked 20th (14,857 permits).

Construction Coverage also sorted major metro areas based on the number of new housing units authorized per 1,000 existing homes in 2024. Raleigh, North Carolina, held the No. 1 spot (28.8 permits per 1,000 existing homes), followed by Austin at No. 2 (28.6), DFW at No. 3 (22.2), Houston at No. 4 (21.6), and San Antonio at No. 13 (13.6).

A Newsweek analysis of Census Bureau data shows building permits for 225,756 new residential units were approved in 2024 in Texas — a trend fueled largely by activity in DFW, Houston, Austin, and San Antonio. That put Texas atop the list of states building the most residential units for the year.

Through the first eight months of last year, 145,901 permits for new residential units were approved in Texas, according to Census Bureau data. That’s nearly 80,000 permits shy of the 2024 total.

Among the states, Construction Coverage ranks Texas sixth for the number of residential building permits approved in 2024 per 1,000 existing homes (17.9).

Extra housing is being built in Texas to meet demand spurred by population growth. From April 2020 to July 2024, the state’s population increased 7.3 percent, the Census Bureau says.

While builders are busy constructing new housing in Texas, they’re not necessarily profiting a lot from homebuilding activity.

“Market conditions remain challenging, with two-thirds of builders reporting they are offering incentives to move buyers off the fence,” North Carolina homebuilder Buddy Hughes, chairman of the National Association of Home Builders, said in a December news release. “Meanwhile, builders are contending with rising material and labor prices, as tariffs are having serious repercussions on construction costs.”

5+ must-know application deadlines for Houston innovators

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Editor's note: As 2026 ramps up, the Houston innovation scene is looking for the latest groups of innovative startups that'll make an impact. A number of accelerators and competitions have opened applications. Read below to see which might be a good fit for you or your venture. And take careful note of the deadlines. Please note: this article may be updated to include additional information and programs.

Did we miss an accelerator or competition accepting applications? Email innoeditor@innovationmap.com for editorial consideration.

2026 HCC Business Plan Competition

Deadline: Jan. 26

Details: HCC’s annual Business Plan Competition (BPC) is an opportunity for proposed, startup and existing entrepreneurs to develop focused plans to start or grow their businesses. Accepted teams will be announced and training will begin in late February and run through early June, with six free, three-hour training sessions. Advising will be provided to each accepted team. Applicants can apply as a team of up to five persons. Finalists will present to to gudges on May 27, 2026. Last year, $26,000 was awarded in seed money to the top five teams. In-kind prizes were also awarded to all graduating teams including free products, services and memberships, with an estimated in-kind value totaling $147,000. Find more information here.

University of Houston Technology Bridge Innov8 Hub (Spring 2026)

Deadline: Jan . 30

Details: UHTB Innov8 Hub’s immersive, 12-week startup acceleration program designed to help early-stage founders launch and scale their technology startups. Selected participants will gain access to expert mentors and advisors, collaborate with a cohort of peers, and compete for cash prizes during our final pitch event. The cohort begins Feb. 16, 2026. The program culminates in Pitch Day, where participants present their ventures to an audience of investors and partners from across the UH innovation ecosystem. Find more information here.

Rice Business Plan Competition 2026

Deadline: Jan. 31

Details: The Rice Business Plan Competition, hosted by the Rice Alliance for Technology and Entrepreneurship, gives collegiate entrepreneurs real-world experience to pitch their startups, enhance their business strategy and learn what it takes to launch a successful company. Forty-two teams will compete for more than $1 million in cash, investments and prizes on April 9-11, 2026. Find more information here.

Rice Veterans Business Battle 2026

Deadline: Jan. 31

Details: The Rice Veterans Business Battle is one of the nation’s largest pitch competitions for veteran-led startups, providing founders with mentorship, exposure to investors and the opportunity to compete for non-dilutive cash prizes. The event has led to more than $10 million of investments since it began in 2015. Teams will compete April 8-9, 2026. Find more information here.

TEX-E Fellows Application 2026-2027

Deadline: Feb. 10

Details: The TEX‑E Fellowship is a hands-on program designed for students interested in energy, climate, and entrepreneurship across Texas. It connects participants with industry mentors, startup founders, investors and academic leaders while providing practical, "real-world" experience in customer discovery, business modeling, and energy-transition innovation. Fellows gain access to workshops, real-world projects, and a statewide network shaping the future of energy and climate solutions. Participants must be a student at PVAMU, UH, UT Austin, Rice University, MIT or Texas A&M. Find more information here.

2026 Energy Venture Day & Pitch Competition

Deadline: Feb. 13

Details: The Rice Alliance, the Houston Energy Transition Initiative (HETI) and TEX-E will present the annual Energy Venture Day and Pitch Competition during CERAWeek on March 24-25, 2026. Energy Venture Day features two days of presentations by energy tech ventures driving efficiency and advancements toward the energy transition. On March 24, the Pitch Preview at the Ion will feature over 50 companies presenting in front of Rice Alliance's robust network of investors and industry partners. On March 25, the Energy Venture Day and Pitch Competition during CERAWeek will showcase 36 ventures at the George R Brown Convention Center. The pitch competition is divided up into the TEX-E university track, in which Texas student-led energy startups compete for $50,000 in cash prizes, and the industry ventures track. The industry track is subdivided into three additional tracks, spanning materials to clean energy. The top three companies from each industry track will be named. The winner of the CERAWeek competition will also have the chance to advance and compete for the $1 million investment prize at the Startup World Cup. Find more information here.

Greentown Go Make 2026

Deadline: March 10

Details: Greentown Go Make 2026 is an open-innovation program with Shell and Technip Energies. The six-month program is advancing industrial decarbonization by accelerating catalytic innovations. Selected startups will gain access to a structured platform to engage leadership from Shell and Technip Energies and explore potential partnership outcomes, including pilots and demonstrations. They’ll also receive networking opportunities, partnership-focused programming, and marketing visibility throughout the program. The cohort will be selected in May. Find more information here.

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