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.

The Rice D2K Lab wants to help startups and small businesses solve business concerns with data science. Photo courtesy of Rice University

Rice University's data-focused lab presents unique opportunity for startups and small businesses

data to knowlege

A data-focused lab at Rice University is training the next generation of data scientists. However, the students at the Rice D2K Lab are doing more than just learning about the significance of data, machine learning, and artificial intelligence — they're working as data scientists now.

Businesses — large and small — can come into the lab and have Rice students and faculty work on data projects in both short-term and long-term capacity. One semester, a group of students worked with 311 call data for the city of Houston so that officials can figure out what parts of town were in the most need of support, says Jennifer Sanders, program administrator at the Rice D2K lab.

"They were able to show on a Houston map the areas where most of these 311 calls were coming from," Sanders tells InnovationMap. "That allowed the city to focus on those areas."

Lately, the lab has been focused on a several COVID-19 Houston Response Projects, which addressed issues ranging from homelessness in the time of a pandemic, ventilator distribution, and more. One team even made a recommendation to the city after a data project determined that adding five ambulances to southwest neighborhoods served by the Houston Fire Department Emergency Medical Services program would optimize response times.

The lab has two avenues to help businesses: a semester-long capstone course and a clinic for one-time sessions. This upcoming semester, the capstone course has 60 students signed up to work on 10 to 12 projects from corporate sponsors. These lab members — which support the program monetarily — are selected based on their fit within the program.

The D2K Consulting Clinic also offers free one-hour sessions on campus. At the clinic, students look at the data and assess the possibilities and advise on how to use that data for business gain or growth.

"The consulting clinic can be a starting point if a business is not sure what to do with their data," says Shanna Jin, communications and marketing specialist at the D2K Lab.

The clinic also presents a special opportunity for small businesses and startups, a niche Sanders says they haven't tapped into enough yet. She says most of the companies they've worked with are larger organizations, usually in the energy industry.

"We really want to broaden the scope to smaller startups, tech companies, and nonprofits," Sanders says. "We really don't have to limit ourselves. I would really love to expand our reach."

Membership dues for companies, which provides a more structured, long-term access to data consulting, range from $25,000 to $75,000 a year. However, Sanders says the lab is willing to work with startups on a cost that's more accessible.

Ultimately, the goal of the program is to connect the dots for businesses that have data and don't know how to use it.

"To realize the potential of big data, we need people — people who can transform data to knowledge," says the lab's founder, Genevera Allen, in a promotional video. "That's what we're doing with the Rice D2K Lab."

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Houston’s 10 most valuable startups revealed in new report

by the numbers

The Greater Houston Partnership has released its list of the 10 most valuable startups that are fueling the city’s growth and entrepreneurial energy, including industry giants like Axiom Space and Fervo Energy.

Currently, Houston hosts more than 1,300 startups in industries such as energy, life sciences, manufacturing and aerospace, according to the GHP. The list ranks its top 10 startups by valuation based on the company’s last private funding round, reflected in Pitchbook data, as of Oct. 20 of this year.

The top 10 list includes:

10. NXTClean Fuels

Valuation: $530 million

NXTClean Fuels builds biofuel refineries that produce renewable fuel by using feedstocks like cooking oil and recycled organic materials.

9. Homebase

Valuation: $660 million

HR tech company Homebase provides employee management software that helps manage and optimize timesheets, payroll and more, with over over 100,000 small businesses and 2 million hourly workers using its product.

8. Zolve

Valuation: $800 million

Zolve is a banking platform that provides customers with access to financial products that aim to be accessible, flexible, and affordable than other financial platforms.

7. Stramsen Biotech

Valuation: $807 million

Stramsen Biotech develops plant-based drug therapies that target both infectious and noninfectious diseases, which include cancer, diabetes, HIV, kidney disease and neurological issues.

6. Octagos

Valuation: $843 million

Healthtech company Octagos has developed a remote cardiac monitoring software driven by AI that helps consolidate patient data in real-time, assisting healthcare professionals in providing quicker, easier and more accurate care.

5. Fervo Energy

Valuation: $1.4 billion

Pioneering geothermal company Fervo Energy combines horizontal drilling and fiber-optic sensing to produce electricity. The company is developing its flagship Cape Station geothermal power project in Utah. The first phase of the project will supply 100 megawatts of power beginning in 2026

4.Cart.com

Valuation: $1.7 billion

Cart.com is an e-commerce giant and logistics solutions provider that was founded in 2020 and obtained unicorn status within just three years.

3. Axiom Space

Valuation: $2.1 billion

Axiom Space is one of the anchor tenants at the Houston Spaceport, and has completed four missions of sending commercial astronauts to the ISS since 2022. In 2027, the company expects to see the first section of its private space station, Axiom Station, launched into low-earth orbit.

2. Solugen

Valuation: $2.175 billion

Solugen replaces petroleum-based products with plant-derived substitutes through its Bioforge manufacturing platform.

1. HighRadius

Valuation: $3.2 billion

HighRadius uses advanced technology to automate and manage accounts receivable processes for businesses worldwide.

The GHP also released its State of Houston’s Tech and Innovation Landscape, which mapped Houston’s digital and innovation sectors. Read the full report here.

Photos: Highlights from the 2025 Houston Innovation Awards

Innovation Awards Recap

The 2025 Houston Innovation Awards season came to a close on Nov. 13 at InnovationMap's annual awards program and networking event.

The fifth annual Houston Innovation Awards celebrated more than 40 innovative finalists and crowned 10 winners across prestigious categories. In the weeks leading up to the event, finalists were profiled in our editorial series spotlights. Read all about this year's winners here.

Finalists, judges, and special guests connected during an exclusive VIP reception before the doors officially opened for the evening. A full house of attendees then gathered to celebrate the best and brightest in Houston innovation right now. The night culminated in an awards program, emceed this year by Lawson Gow, Greentown Labs Head of Houston.

Scroll through the photos below for scenes from the event, including the winners, the guests, and more highlights from the program.

Special thanks to this year's sponsors for an unforgettable evening honoring Houston innovation: Houston City College Northwest, Houston Powder Coaters, FLIGHT by Yuengling, William Price Distilling, and Citizens Catering.

2025 Houston Innovation Awards Winners:

Energy Transition Business of the Year: Eclipse Energy. Photo by Emily Jaschke
2025 Houston Innovation Awards Winners:

2025 Houston Innovation Awards Winners, Continued

Minority-founded Business of the Year: Mars Materials. Photo by Emily Jaschke

2025 Houston Innovation Awards Guests 

Photo by Emily Jaschke

More 2025 Houston Innovation Awards Highlights

Photo by Emily Jaschke

Texas ranks among 10 best states to find a job, says new report

jobs report

If you’re hunting for a job in Texas amid a tough employment market, you stand a better chance of landing it here than you might in other states.

A new ranking by personal finance website WalletHub of the best states for jobs puts Texas at No. 7. The Lone Star State lands at No. 2 in the economic environment category and No. 18 in the job market category.

Massachusetts tops the list, and West Virginia appears at the bottom.

To determine the most attractive states for employment, WalletHub compared the 50 states across 34 key indicators of economic health and job market strength. Ranking factors included employment growth, median annual income, and average commute time.

“Living in one of the best states for jobs can provide stable conditions for the long term, helping you ride out the fluctuations that the economy will experience in the future,” WalletHub analyst Chip Lupo says.

In September, Gov. Greg Abbott announced Texas led the U.S. in job creation with the addition of 195,600 jobs over the past 12 months.

“Texas is America’s jobs leader,” Abbott says. “With the best business climate in the nation and a skilled and growing labor force, Texas is where businesses invest, jobs grow, and families thrive. Texas will continue to cut red tape and invest in businesses large and small to spur the economic growth of communities across our great state.”

While Abbott proclaims Texas is “America’s jobs leader,” the state’s level of job creation has recently slowed. In June, the Federal Reserve Bank of Dallas noted that the state’s year-to-date job growth rate had dipped to 1.8 percent, and that even slower job growth was expected in the second half of this year.

The August unemployment rate in Texas stood at 4.1 percent, according to the Texas Workforce Commission. Throughout 2025, the monthly rate in Texas has been either four percent or 4.1 percent.

By comparison, the U.S. unemployment rate in August was 4.3 percent, according to the U.S. Bureau of Labor Statistics. In 2025, the monthly rate for the U.S. has ranged from 4 percent to 4.3 percent.

Here’s a rundown of the August unemployment rates in Texas’ four biggest metro areas:

  • Austin — 3.9 percent
  • Dallas-Fort Worth — 4.4 percent
  • Houston — 5 percent
  • San Antonio — 4.4 percent

Unemployment rates have remained steady this year despite layoffs and hiring freezes driven by economic uncertainty. However, the number of U.S. workers who’ve been without a job for at least 27 weeks has risen by 385,000 this year, the Bureau of Labor Statistics reported in August. That month, long-term unemployed workers accounted for about one-fourth of all unemployed workers.

An August survey by the Federal Reserve Bank of New York showed a record-low 44.9 percent of Americans were confident about finding a job if they lost their current one.