The study's findings are shedding light on further growing financial stress and affordability struggles throughout the U.S., likely heightened by inflation and cost of living increases. Photo via Getty Images

No one wants to hear that they aren't making enough money to be considered "middle class," but those income ceilings are getting more difficult to maintain year after year across the Houston area. And a new report has revealed The Woodlands has the No. 10 highest income ceiling for American middle class earners in 2024.

According to the 2024 edition of SmartAsset's annual "What It Takes to Be Middle Class in America" report, middle class households in The Woodlands would need to make between $91,548 and $274,670 a year to be labeled "middle class." Additionally, the suburb's median middle class household income comes out to $137,335 a year.

The report used a variation of Pew Research's definition of a middle class household, stating the salary range is "two-thirds to double the median U.S. salary." To determine income limits, the report analyzed data from the Census Bureau's 2022 one-year American Community Survey. New to the 2024 report, SmartAsset widened its analysis of income data from 100 to 345 of the largest American cities.

The Woodlands' middle class income thresholds are egregiously higher than the national average, the study found.

"In a large U.S. city, a middle-class income averages between $52,000 and $155,000," the report says. "The median household income across all 345 cities is $77,345, making middle-class income limits fall between $51,558 and $154,590."

Sugar Land was right behind The Woodlands, ranking No. 13 out of all 345 U.S. cities, with households needing to make between $88,502 and $265,532 a year to maintain their "middle class" status.

In a shocking turn of events, Houston plummeted into No. 254 this year after ranking among the top 100 in SmartAsset's 2023 report. At the time, a Houston household needed to make between $37,184 and $110,998 a year to be considered middle class. But the latest findings from the 2024 report show the necessary salary range to maintain a middle class designation in Houston is now between $40,280 and $120,852 a year.

The study's findings are shedding light on further growing financial stress and affordability struggles throughout the U.S., likely heightened by inflation and cost of living increases.

"As a middle-class American, there is some expectation for living a lifestyle of relative comfort," the report said. "But as costs have increased significantly over the last few years, the middle class is now feeling a squeeze in their finances."

Here’s what it takes to be middle class in other Houston-area cities:

  • No. 34 – Atascocita: between $71,748 and $215,266 a year
  • No. 39 – League City: between $69,904 and $209,734 a year
  • No. 45 – Pearland: between $69,990 and $206,992 a year
  • No. 211 – Conroe: between $43,814 and $131,456 a year
  • No. 273 – Pasadena: between $38,048 and $114,156 a year

Middle class income thresholds within the top 10 U.S. cities
The Woodlands wasn't the only Texas city to earn a spot in the top 10. Frisco, a suburb outside of Dallas, ranked two spots higher to claim No. 8 in the national comparison of U.S. cities with the highest income thresholds to be labeled middle class.

Middle class households in Frisco need to make between $97,266 and $291,828 a year, with the median household income at $145,914, according to the report.

Unsurprisingly, half of the top 10 cities with the highest middle class income ceilings are in California. The report found households in four of the five cities could be bringing in over $300,000 a year in income and still be classified as middle class.

California’s overall high cost-of-living means residents in the No. 1 city of Sunnyvale would need to make between $113,176 and $339,562 a year to be labeled middle class. Sunnyvale overtook Fremont for the top spot in the report in 2024.

The top 10 cities with the highest middle class ceilings are:

  • No. 1 – Sunnyvale, California
  • No. 2 – Fremont, California
  • No. 3 – San Mateo, California
  • No. 4 – Santa Clara, California
  • No. 5 – Bellevue, Washington
  • No. 6 – Highlands Ranch, Colorado
  • No. 7 – Carlsbad, California
  • No. 8 – Frisco, Texas
  • No. 9 – Naperville, Illinois
  • No. 10 – The Woodlands, Texas

The full report and its methodology can be found on smartasset.com.

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This article originally ran on CultureMap.

The median income in Houston grew more than 20 percent from 2010 to 2019. Photo by DenisTangneyJr/Getty Images

Here's how much Houston's household income grew over past decade

Money matters

Houston's household income jumped in the 2010s, but not as significantly as many other major U.S. metros, a new report shows.

Data compiled by apartment website RentCafé and published December 16 shows median household income inside the city of Houston (not the metro area) jumped 23.9 percent during the decade.

Houston ranks No. 40 for the rise in household income among the country's 50 largest cities. Houston's median household income grew from $42,355 in 2010 to $52,483 in 2019, according to RentCafé. For 2010 income, the website pulled data from the U.S. Census Bureau; it estimated 2019 household income based on a predicted 2.5 percent increase in the U.S. Consumer Price Index.

By comparison, the U.S. median household income stood at $63,179 in 2018, according to the Census Bureau, and Texas median household income checked in at $60,629.

"We're better off by almost all measures than we were 10 years ago," Carl Tannenbaum, chief economist for Northern Trust, told the Wall Street Journal in September. "But there are still some … flags that show that economic security remains more elusive for some families."

Only one Texas city ranked among the country's top 10. Austin, No. 8, saw a 54.6 percent hike during the decade, from $47,434 in 2010 to $73,332 in 2019.

As ranked by RentCafé, the top 10 cities for growth in median household income from 2010 to 2019 are:

  1. Atlanta, 60.9 percent
  2. San Francisco, 60.5 percent
  3. Oakland, California, 59.3 percent
  4. Seattle, 59.1 percent
  5. Portland, Oregon, 58.8 percent
  6. Miami, 57.1 percent
  7. Denver, 55.5 percent
  8. Austin, 54.6 percent
  9. San Jose, California, 50.9 percent
  10. Brooklyn, New York, 48.9 percent

Well down the ladder is Dallas, at No. 27. From 2010 to 2019, the city's median household income surged 31.6 percent — from $40,650 to $53,515.

At No. 38 is Fort Worth, where median household income increased 24.2 percent during the 10-year span — from $48,224 to $59,909.

San Antonio hovers close to the bottom of the 50-city list. Alamo City ranked 46th, with a 14.8 percent gain over the 10-year period. Median household income went from $43,758 to $50,250.

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This article originally ran on CultureMap.

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Autonomous truck company with Houston routes goes public

on a roll

Kodiak Robotics, a provider of AI-powered autonomous vehicle technology, has gone public through a SPAC merger and has rebranded as Kodiak AI. The company operates trucking routes to and from Houston, which has served as a launchpad for the business.

Privately held Kodiak, founded in 2018, merged with a special purpose acquisition company — publicly held Ares Acquisition Corp. II — to form Kodiak AI, whose stock now trades on the Nasdaq market.

In September, Mountain View, California-based Kodiak and New York City-based Ares disclosed a $145 million PIPE (private investment in public equity) investment from institutional investors to support the business combo. Since announcing the SPAC deal, more than $220 million has been raised for the new Kodiak.

“We believe these additional investments underscore our investors’ confidence in the value proposition of Kodiak’s safe and commercially deployed autonomous technology,” Don Burnette, founder and CEO of Kodiak, said in a news release.

“We look forward to leading the advancement of the commercial trucking and public sector industries,” he added, “and delivering on the exciting value creation opportunities ahead to the benefit of customers and shareholders.”

Last December, Kodiak debuted a facility near George Bush Intercontinental/Houston Airport for loading and loading driverless trucks. Transportation and logistics company Ryder operates the “truckport” for Ryder.

The facility serves freight routes to and from Houston, Dallas and Oklahoma City. Kodiak’s trucks currently operate with or without drivers. Kodiak’s inaugural route launched in 2024 between Houston and Dallas.

One of the companies using Kodiak’s technology is Austin-based Atlas Energy Solutions, which owns and operates four driverless trucks equipped with Kodiak’s driver-as-a-service technology. The trucks pick up fracking sand from Atlas’ Dune Express, a 42-mile conveyor system that carries sand from Atlas’ mine to sites near customers’ oil wells in the Permian Basin.

Altogether, Atlas has ordered 100 trucks that will run on Kodiak’s autonomous technology in an effort to automate Atlas’ supply chain.

Rice University scientists invent new algorithm to fight Alzheimer's

A Seismic Breakthrough

A new breakthrough from researchers at Rice University could unlock the genetic components that determine several human diseases such as Parkinson's and Alzheimer's.

Alzheimer's disease affected 57 million people worldwide in 2021, and cases in the United States are expected to double in the next couple of decades. Despite its prevalence and widespread attention of the condition, the full mechanisms are still poorly understood. One hurdle has been identifying which brain cells are linked to the disease.

For years, it was thought that the cells most linked with Alzheimer's pathology via DNA evidence were microglia, infection-fighting cells in the brain. However, this did not match with actual studies of Alzheimer's patients' brains. It's the memory-making cells in the human brain that are implicated in the pathology.

To prove this link, researchers at Rice, alongside Boston University, developed a computational algorithm called “Single-cell Expression Integration System for Mapping Genetically Implicated Cell Types," or SEISMIC. It allows researchers to zero in on specific neurons linked to Alzheimer's, the first of its kind. Qiliang Lai, a Rice doctoral student and the lead author of a paper on the discovery published in Nature Communications, believes that this is an important step in the fight against Alzheimer's.

“As we age, some brain cells naturally slow down, but in dementia — a memory-loss disease — specific brain cells actually die and can’t be replaced,” said Lai. “The fact that it is memory-making brain cells dying and not infection-fighting brain cells raises this confusing puzzle where DNA evidence and brain evidence don’t match up.”

Studying Alzheimer's has been hampered by the limitations of computational analysis. Genome-wide association studies (GWAS) and single-cell RNA sequencing (scRNA-seq) map small differences in the DNA of Alzheimer's patients. The genetic signal in these studies would often over-emphasize the presence of infection fighting cells, essentially making the activity of those cells too "loud" statistically to identify other factors. Combined with greater specificity in brain regional activity, SEISMIC reduces the data chatter to grant a clearer picture of the genetic component of Alzheimer's.

“We built our SEISMIC algorithm to analyze genetic information and match it precisely to specific types of brain cells,” Lai said. “This enables us to create a more detailed picture of which cell types are affected by which genetic programs.”

Though the algorithm is not in and of itself likely to lead to a cure or treatment for Alzheimer's any time soon, the researchers say that SEISMIC is already performing significantly better than existing tools at identifying important disease-relevant cellular signals more clearly.

“We think this work could help reconcile some contradicting patterns in the data pertaining to Alzheimer’s research,” said Vicky Yao, assistant professor of computer science and a member of the Ken Kennedy Institute at Rice. “Beyond that, the method will likely be broadly valuable to help us better understand which cell types are relevant in different complex diseases.”

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This article originally appeared on CultureMap.com.

5 incubators and accelerators fueling the growth of Houston startups

meet the finalists

Houston is home to numerous accelerators and incubators that support founders in pushing their innovative startups and technologies forward.

As part of our 2025 Houston Innovation Awards, the new Incubator/Accelerator of the Year category honors a local incubator or accelerator that is championing and fueling the growth of Houston startups.

Five incubators and accelerators have been named finalists for the 2025 award. They support startups ranging from hard-tech companies to digital health startups.

Read more about these organizations below. Then join us at the Houston Innovation Awards on Nov. 13 at Greentown Labs, when the winner will be unveiled.

Get your tickets now on sale for this exclusive event celebrating Houston Innovation.

Activate

Hard tech incubator Activate supports scientists in "the outset of their entrepreneurial journey." The Houston hub was introduced last year, and joins others in Boston, New York, and Berkley, California—where Activate is headquartered. It named its second Houston cohort this summer.

This year, the incubator grew to include its largest number of concurrent supported fellows, with 88 companies currently being supported nationally. In total, Activate has supported 296 fellows who have created 236 companies. Those companies have raised over $4 billion in follow-on funding, according to Activate. In Houston, it has supported several Innovation Awards finalists, including Solidec, Bairitone Health and Deep Anchor Solutions. It is led locally by Houston Managing Director Jeremy Pitts.

EnergyTech Nexus

Cleantech startup hub EnergyTech Nexus' mission is to accelerate the energy transition by connecting founders, investors and industrial stakeholders and helping to develop transformative companies, known as "thunderlizards."

The hub was founded in 2023 by CEO Jason Ethier, Juliana Garaizar and Nada Ahmed. It has supported startups including Capwell Services, Resollant, Syzygy Plasmonics, Hertha Metals, EarthEn Energy and Solidec—many of which are current or past Innovation Awards finalists. This year Energy Tech Nexus launched its COPILOT Accelerator, powered by Wells Fargo Innovation Incubator (IN²) at the National Renewable Energy Laboratory (NREL). COPILOT partners with Browning the Green Space, a nonprofit that promotes diversity, equity and inclusion (DEI) in the clean energy and climatech sectors. Energy Tech Nexus also launched its Liftoff fundraising program, its Investor Program, and a "strategic ecosystem partnership" with Greentown Labs.

Greentown Labs

Climatetech incubator Greentown Labs offers its community resources and a network to climate and energy innovation startups looking to grow. The collaborative community offers members state-of-the-art prototyping labs, business resources and access to investors and corporate partners. The co-located incubator was first launched in Boston in 2011 before opening in Houston in 2021.

Greentown has seen major changes and activity this year. In February, Greentown announced Georgina Campbell Flatter as its new CEO, along with a new Board of Directors. In July, it announced Lawson Gow as its Head of Houston, a "dedicated role to champion the success of Greentown Houston’s startups and lead Greentown’s next chapter of impact in the region," according to Greentown. It has since announced numerous new partnerships, including those with Energy Tech Nexus, Los Angeles-based software development firm Nominal, to launch the new Industrial Center of Excellence; and Houston-based Shoreless, to launch an AI lab onsite. Greentown Houston has supported 175 startups since its launch in 2021, with 45 joining in the last two years. Those startups include the likes of Hertha Metals, RepAir Carbon, Solidec, Eclipse Energy (formerly GoldH2) and many others.

Healthtech Accelerator (TMCi)

The Healthtech Accelerator, formerly TMCx, focuses on clinical partnerships to improve healthcare delivery and outcomes. Emerging digital health and medical device startups that join the accelerator are connected with a network of TMC hospitals and seasoned advisors that will prepare them for clinical validation, funding and deployment.

The Healthtech Accelerator is part of Texas Medical Center Innovation, which also offers the TMCi Accelerator for Cancer Therapeutics. The Healthtech Accelerator named its 19th, and latest, cohort of 11 companies last month.

Impact Hub Houston

Impact Hub Houston supports early-stage ventures at various stages of development through innovative programs that address pressing societal issues. The nonprofit organization supports social impact startups through mentorship, connections and training opportunities.

There are more than 110 Impact Hubs globally with 24,000-plus members spanning 69 countries, making it one of the world’s largest communities for accelerating entrepreneurial solutions toward the United Nations' Sustainable Development Goals (SDGs).

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The Houston Innovation Awards program is sponsored by Houston City College Northwest, Houston Powder Coaters, FLIGHT by Yuengling, and more to be announced soon. For sponsorship opportunities, please contact sales@innovationmap.com.