Houston experts: Can AI bridge the gap between tech ambitions and market realities?

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By leveraging AI to optimize operations, deepen customer relationships, and redefine industry paradigms, late-state tech startups can not only survive but thrive in a dynamic market. Photo via Getty Images

Despite successful IPOs from the likes of Ibotta, Reddit and OneStream, 2024 did not provided the influx of capital-raising opportunities that many late-stage tech startups and venture capitalists (VCs) have been waiting for. Since highs last seen in 2021—when 90 tech companies went public—the IPO market has been effectively frozen, with just five tech IPOs between January and September 2024.

As a result, limited partners have not been able to replenish investments and redeploy capital. This shifting investment landscape has VCs and tech leaders feeling stuck in a holding pattern. Tech leaders are hesitant to enter the public markets because valuations are down 30 percent to 40 percent from 2021, which is also making late-stage fundraising more challenging. After all, longer IPO timelines mean fewer exit opportunities for VCs and reduced capital from institutional investors who are turning toward shorter-term investments with more liquid exit options.

Of course, there’s always an exception. And in the case of a slowed IPO market, a select slice of tech companies—AI-related companies—are far outperforming others. While not every tech startup has AI software or infrastructure as their core offering, most can benefit from using AI to revise their playbook and become more attractive to investors.

Unlocking Growth Potential with AI

While overall tech startup investment has slowed, the AI sector burns bright. This presents an opportunity for companies that strategically leverage AI, not just as a buzzword but as a tool for genuine growth and differentiation. Imagine a future where AI-powered insights unlock unprecedented efficiency, customer engagement and a paradigm shift in value creation. This isn’t just about weathering the current storm of reduced access to capital; it’s about emerging stronger, ready to lead the next wave of tech innovation.

Here's how to navigate the AI frontier and unlock its potential:

  1. Understand that data is the foundation of AI success. AI is powerful, but it’s not magic. It thrives on high-quality, interconnected data. Before diving into AI initiatives, companies must assess their data health. Is it structured in a way that AI can understand? Does it go beyond raw numbers to capture context and meaning—like customer sentiment alongside sales figures? Rethinking data infrastructure is often the crucial first step.
  1. Focus on amplifying strengths, not reinventing the wheel. The allure of AI can tempt companies into pursuing radical reinvention. However, a more effective strategy is to leverage AI to enhance existing strengths and address core customer needs. Why do customers choose your company? How can AI supercharge your value proposition? Consider Reddit’s strategic approach: They didn’t overhaul their platform before their 2024 IPO. Instead, they showcased the value of their vast online communities as fertile ground for AI development, leading to a remarkable first-day stock surge of 48 percent.

  2. Use AI as a customer-centric force multiplier. Companies with a deep understanding of their customer base are primed for AI success. By integrating AI into the very core of their product or service—the reason customers choose them—they can create a decisive competitive advantage based on delivering tangible customer value.

From Incremental Gains to Transformative Growth

This practical, customer-centric approach has the potential to help companies generate immediate growth while laying the foundation for future reinvention. By leveraging AI to optimize operations, deepen customer relationships, and redefine industry paradigms, late-state tech startups can not only survive but thrive in a dynamic market. The future belongs to those who embrace AI not as a destination but as a continuous journey of innovation and growth.

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Hong Ogle is the president of Bank of America Houston. Rodrigo Ortiz Gomez is a market executive in Bank of America’s Transformative Technology Banking Group as well as the national software banking lead for the Global Commercial Bank.

Texans may still wonder whether the grid will keep them safe during a severe winter storm. Courtesy photo

Being prepared: Has the Texas grid been adequately winterized?

Being Prepared

Houstonians may feel anxious as the city and state experience freezing temperatures this winter. Every year since 2021’s Winter Storm Uri, Texans wonder whether the grid will keep them safe in the face of another. The record-breaking cold temperatures of Uri exposed a crucial vulnerability in the state’s power and water infrastructure.

According to ERCOT’s 6-day supply and demand forecast from January 3, 2025, it expected plenty of generation capacity to meet the needs of Texans during the most recent period of colder weather. So why did the grid fail so spectacularly in 2021?

  1. Demand for electricity surged as millions of people tried to heat their homes.
  2. ERCOT was simply not prepared despite previous winter storms of similar intensity to offer lessons in similarities.
  3. The state was highly dependent on un-winterized natural gas power plants for electricity.
  4. The Texas grid is isolated from other states.
  5. Failures of communication and coordination between ERCOT, state officials, utility companies, gas suppliers, electricity providers, and power plants contributed to the devastating outages.

The domino effect resulted in power outages for millions of Texans, the deaths of hundreds of Texans, billions of dollars in damages, with some households going nearly a week without heat, power, and water. This catastrophe highlighted the need for swift and sweeping upgrades and protections against future extreme weather events.

Texas State Legislature Responds

Texas lawmakers proactively introduced and passed legislation aimed at upgrading the state’s power infrastructure and preventing repeated failures within weeks of the storm. Senate Bill 3 (SB3) measures included:

  • Requirements to weatherize gas supply chain and pipeline facilities that sell electric energy within ERCOT.
  • The ability to impose penalties of up to $1 million for violation of these requirements.
  • Requirement for ERCOT to procure new power sources to ensure grid reliability during extreme heat and extreme cold.
  • Designation of specific natural gas facilities that are critical for power delivery during energy emergencies.
  • Development of an alert system that is to be activated when supply may not be able to meet demand.
  • Requirement for the Public Utility Commission of Texas, or PUCT, to establish an emergency wholesale electricity pricing program.

Texas Weatherization by Natural Gas Plants

In a Railroad Commission of Texas document published May 2024 and geared to gas supply chain and pipeline facilities, dozens of solutions were outlined with weatherization best practices and approaches in an effort to prevent another climate-affected crisis from severe winter weather.

Some solutions included:

  • Installation of insulation on critical components of a facility.
  • Construction of permanent or temporary windbreaks, housing, or barriers around critical equipment to reduce the impact of windchill.
  • Guidelines for the removal of ice and snow from critical equipment.
  • Instructions for the use of temporary heat systems on localized freezing problems like heating blankets, catalytic heaters, or fuel line heaters.

According to Daniel Cohan, professor of environmental engineering at Rice University, power plants across Texas have installed hundreds of millions of dollars worth of weatherization upgrades to their facilities. In ERCOT’s January 2022 winterization report, it stated that 321 out of 324 electricity generation units and transmission facilities fully passed the new regulations.

Is the Texas Grid Adequately Winterized?

Utilities, power generators, ERCOT, and the PUCT have all made changes to their operations and facilities since 2021 to be better prepared for extreme winter weather. Are these changes enough? Has the Texas grid officially been winterized?

This season, as winter weather tests Texans, residents may potentially experience localized outages. When tree branches cannot support the weight of the ice, they can snap and knock out power lines to neighborhoods across the state. In the instance of a downed power line, we must rely on regional utilities to act quickly to restore power.

The specific legislation enacted by the Texas state government in response to the 2021 disaster addressed to the relevant parties ensures that they have done their part to winterize the Texas grid.

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Sam Luna is director at BKV Energy, where he oversees brand and go-to-market strategy, customer experience, marketing execution, and more.

These guest articles — with advice and perspective on topics ranging from hiring to business trends — attracted the most readers throughout the year. Photo via Pexels

From hiring tips to AI's impact on the workforce, here's what guest columns were the most read in 2024

year in review

Editor's note: Every week, InnovationMap runs one or two guest columns written by tech entrepreneurs, public relations experts, data geniuses, and more. As Houston's innovation ecosystem gets ready for 2025, here are some of this year's top guest contributor pieces — each with pertinent information and advice for startups both at publishing and into the new year. Make sure to click through to continue reading each piece.

Is your New Year's resolution to start contributing? Email natalie@innovationmap.com to learn more.

How to avoid bad hiring decisions when it matters most, according to this Houston expert

Despite the inevitability of bad hires, recruiters equipped with proper tools and training can identify red flags and take preventive measures. Photo by Tima Miroshnichenko from Pexels

Written by Karen Leal, performance specialist with Houston-based Insperity, a provider of human resources offering a suite of scalable HR solutions available in the marketplace.

Hiring the right people for the right roles is ideal and can make an organization reach new heights. The reality is every business has made a bad hire.

Finding the wrong fit for a team or organization is not uncommon, but it is important to know what it costs the organization, which can be detrimental to company finances and its workplace culture, especially small businesses and startups where the impact is magnified.

The U.S. Department of Labor reports a bad hire can cost up to 30 percent of the employee’s wage, which would be approximately $18,000 since the average American wage is $60,000. In addition, there are soft costs of managers and leadership time during the hiring and training process, which adds up quickly. Continue reading.

How AI is changing product management and what you need to know

A product management expert shares how artificial intelligence is affecting the process for the tech and startup worlds. Photo via Getty Images

Written by Natasha Gorodetsky, founder and CEO of Product Pursuits, a Houston company that helps early stage and venture-backed startups build products and create impact.

For the past 14 months, everyone has been talking about ways artificial intelligence is changing the world, and product management is not an exception. The challenge, as with every new technology, is not only adopting it but understanding what old habits, workflows, and processes are affected by it.

Product managers — as well as startup founders leading a product function — more than any other role, face a challenge of bringing new life-changing products to market that may or may not be received well by their users. A product manager’s goal is complex — bring value, stay ahead of the competition, be innovative. Yet, the "behind the scenes" grind requires endless decision making and trade offs to inspire stakeholders to move forward and deliver.

As we dive into 2024, it is obvious that AI tools do not only transform the way we work but also help product managers create products that exceed customer expectation and drive businesses forward. Continue reading.

Houston expert shares 3 ways to stay on top of employee mental health

Companies that intentionally focus on their employees’ mental well-being will reap the benefits of a happier, healthier workforce. Photo via Getty Images

Written by Dennis Yung, executive vice president and general manager at Skanska.

Conversations surrounding mental health have come to the forefront of business and is an imperative aspect that cannot be ignored by business leaders.

Approximately 20 percent of Americans, which is 50 million people (about twice the population of Texas), are experiencing a mental illness, 15 percent of Americans had a substance use disorder in the past year and nearly 5 percent, over 12.1 million adults, reported serious thoughts of suicide (Mental Health America). Notably, certain professions, such as construction, exhibit higher suicide rates, (CDC). With these staggering numbers, the foundation of workplace safety extends beyond physical well-being to encompass psychological health.

The landscape has undergone a transformation, stemming from the pandemic, and the stigma of mental health concerns and seeking help has loosened. Recognizing that September is Suicide Prevention Month, below are three ways businesses of every size can actively support the mental well-being of their employees. Continue reading.

Houston expert shares 3 business trend predictions for 2024

Here are predictions for what current and emerging trends will further shape businesses in 2024. Photo via Getty Images

Written by Bryce Lindner, senior vice president and market executive, commercial banking in South Texas at Louisiana at Bank of America.

Last year was a dynamic year for businesses across all sectors. Artificial intelligence went from a novel technology to a more widely utilized business productivity tool. Many companies invested additional resources in sustainable business practices. And digital business solutions helped companies thrive.

Here are predictions for what current and emerging trends will further shape businesses in 2024. Continue reading.

How this Houston innovator is using his personal connection to ALS fuel his fight for a cure

Daniel Barvin has a neurodegenerative disease in his near future. He joined Houston-based Coya Therapeutics to help fight for a cure to the aggressively deadly ALS. Photo via Getty Images

Written by Daniel Barvin, vice president of operations and patient advocacy at Coya Therapeutics.

We can never predict how our lives will turn out, but then maybe some of us can. Genetic testing showed that I, like my grandfather, aunt, uncle and father before me, would most likely die of amyotrophic lateral sclerosis, more commonly known as ALS, and/or frontotemporal degeneration (FTD) in my 40s.

Being 36, it’s possible that fear could have overtaken my life, but instead I chose to fight for every chance to change not only my life, but the lives of millions who are suffering or may one day suffer from neurodegenerative disease.

ALS is a rare disease that robs one of their ability to control their muscles, leading them to lose their ability to walk, talk and eventually breathe. Eighty percent of cases are sporadic (of unknown origin) and 20 percent have known genetic causes. Continue reading.

It's time for a broader approach to ensure that the U.S. meets energy demands and leads the world in innovation and education. Photo via Getty Images

Meeting America’s growing energy demands: Houston expert on how to build a workforce to fuel the future

guest column

U.S. energy consumption is projected to rise nearly 20 percent over the next decade — driven by advancements like AI, increasing electrification, and the growing demand for electric vehicles. While attention often centers on the technologies that generate power, the driver behind this transformation is the skilled workforce, which comprises men and women dedicated to enabling the nation's growth. Ensuring a steady supply of qualified workers is imperative for meeting the energy demands of the coming decade.

Developing this talent pipeline starts with a commitment to education. As the energy landscape evolves rapidly, educators play a crucial role in equipping the next generation with the skills to embrace new technologies and adapt to changing industry demands. This commitment to education is central to the Energy Education Foundation's (EEF) mission. It's also a cornerstone of EEF partner and board member, Coterra Energy's, efforts to be recognized as a leader in energy education.

At a recent Energy Education Exchange, hosted by Coterra and EEF, in collaboration with industry partners such as the American Petroleum Institute (API) and the Consumer Energy Alliance, over 50 educators and industry leaders gathered in Houston to address this need.

During the three-day event, educators, administrators, and industry professionals were immersed in the many facets of the oil and gas industry, learning best practices for incorporating energy education into their programs.

Educators experienced an in-depth tour of the San Jacinto College Center for Petrochemical, Energy, and Technology. As the largest petrochemical training facility in the Gulf Coast region, the center offered a unique look at industry-standard equipment, including a multifunctional glass pilot plant lab, a glycol distillation unit, and 35 specialized training labs. Participants engaged in demonstrations led by faculty and students, exploring circuits, on-campus refineries, and advanced machinery — essential experiences that bring classroom lessons to life.

The event also highlighted efforts at the high school level, exemplified by a presentation and tour at Energy Institute High School in Houston's historic Third Ward. The Institute showcased how project-based learning, robotics, and hands-on fabrication labs are shaping students' skills for the energy sector. The high school's mission aligns perfectly with EEF’s goals: sparking interest in energy among younger students, developing their skills, and paving a pathway toward lifelong careers in the industry.

API's "Lights On" reception concluded the first day, promoting networking among educators and industry professionals. By facilitating these connections, we are ensuring that educators learn about energy careers and establish ongoing relationships that can translate into opportunities for their students.

Keynotes throughout the exchange included Peter Beard, Senior Vice President of the Greater Houston Partnership, and Chris Menefee, President of Unit Drilling Company, who further emphasized the critical need for workforce development. Beard noted, "As our economy grows, we must ensure we have the electrons and the workforce to support that growth." He stressed that aligning skills with job requirements is more than just matching credentials; it's about upskilling and offering real career mobility.

Menefee echoed this sentiment, acknowledging the pressures on educators to prepare students for an ever-changing job market. He underscored his company's commitment to "quality over quantity" in hiring, prioritizing well-trained individuals, and emphasizing the value of strong foundational skills, which begin in the classroom, especially career and technology classrooms.

The Energy Day Festival in Houston provided an additional opportunity for educators and administrators to engage directly with the industry. Thousands attended, visiting booths set up by companies, trade groups, and educational institutions. EEF's own Mobile Energy Learning Units offered interactive exhibits designed to teach students of all ages about energy and career opportunities. The Units appearance at Energy Day was made possible by the American Petroleum Institute.

Looking forward, the U.S. must expand opportunities for the next generation of energy workers and provide educators with the necessary resources. The Energy Education Exchange is a significant step forward, but one initiative alone cannot shape an entire workforce. All stakeholders involved must invest in tools, training, and programs that empower educators and provide opportunities for students. As Domestic Policy Advisor Neera Tanden recently stated, "Apprenticeships are essential for advancing the economy and building critical skills."

It's time for a broader approach to ensure that the U.S. meets energy demands and leads the world in innovation and education. At the Energy Education Foundation, we are proud to be at the forefront of this mission, working alongside Coterra and other partners. By empowering educators, we empower the next generation—one that will fuel our nation's future. Together, we can build a workforce ready for the challenges ahead.

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Kristen Barley is the executive director of the Energy Education Foundation, an organization dedicated to inspiring the next generation of energy leaders by providing comprehensive, engaging education that spans the entire energy spectrum.

This article originally ran on EnergyCapital.

Accountability in the remote work environment goes both ways, and leaders must model the behaviors they expect from employees. Photo via Getty Images

Houston expert: Balancing flexibility, accountability, and performance in a hybrid world

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Amazon, Salesforce, and Nike are just a few companies making headlines in 2024 for requiring employees to return to the office.

At the same time, technology is evolving, automation and efficiency gains are taking center stage, and employees continue to seek greater flexibility. This has fueled the debate around the future of where work gets done in 2025 and beyond.

Proponents of a remote or hybrid work model believe it leads to increased employee productivity, higher job satisfaction, and access to a larger talent pool. Detractors have a different viewpoint – suggesting employee isolation is greater, cyber security concerns are more complex to manage, and it’s hard to accurately evaluate employee performance.

So, what’s the answer?

The future of work lies in harnessing the power of the employer/employee relationship. This involves establishing clear guidelines for what working “looks like” inside and outside the company, measuring performance tied to company goals, and holding leaders and employees accountable for how these interactions occur.

A remote work policy helps establish clear guidelines. For example, should business cameras be on for all meetings? What is considered an acceptable business casual dress code? Can pets be on screen? Addressing the issues around a remote workspace, how to interact during a meeting, and what to wear helps to define company expectations and how you would like your business to be represented.

Formal performance management tools and processes have been in place for decades. While an annual event is important, encouraging managers and employees to have regular and structured performance conversations and share transparent feedback (regardless of where they work) helps you celebrate what’s exceptionally good, acknowledge what’s on track, and quickly course correct when needed.

Accountability in the remote work environment goes both ways, and leaders must model the behaviors they expect from employees. When the rule is cameras on, that means everyone, regardless of their title. When you’ve established working hours, be available to take the call or respond to the Teams chat within a reasonable timeframe. And when you need to be away from work, set expectations for when and how to reach you.

So, where is the best place to start when updating or establishing guidelines? First, review your key business objectives and work out what’s required to support the successful achievement of those goals. Design your remote and/or hybrid model around those objectives and place employees at the forefront of that design.

If you think about it, it’s no different than being in the office. You expect your employees and managers to show up, be fully present, and hold themselves accountable. That should be the expectation no matter where you “sit.”

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Michelle Mikesell is the chief people officer at Houston-based G&A Partners.

Health tech’s gradual success, fueled by policy support, public advocacy, and strategic investment, provides a blueprint for accelerating the growth and impact of climate tech. Photo via Getty Images

Houston innovator on how health tech’s rise offers roadmap for climatetech growth

guest column

Over the past several decades, climate tech has faced numerous challenges, ranging from inconsistent public support to a lack of funding from cautious investors. While grassroots organizations and climate innovators have made notable efforts to address urgent environmental issues, we have yet to see large-scale, lasting impact.

A common tendency is to compare climate tech to the rapid advancements made in digital and software technology, but perhaps a more appropriate parallel is the health tech sector, which encountered many of the same struggles in its early days.

Observing the rise of health tech and the economic and political support it received, we can uncover strategies that could stabilize and propel climate tech forward.

Health tech's slow but steady rise

Health tech’s slow upward trajectory began in the mid-20th century, with World War II serving as a critical turning point for medical research and development. Scientists working on wartime projects recognized the broader benefits of increased research funding for the general public, and soon after, the Public Health Service Act of 1944 was passed. This landmark legislation directed resources toward eradicating widespread diseases, viewing them as a national economic threat. By acknowledging diseases as a danger to both public health and the economy, the government laid the groundwork for significant policy changes.

This serves as an essential lesson for climate tech: if the federal government were to officially recognize climate change as a direct threat to the nation’s economy and security, it could lead to similar shifts in policy and resource allocation.

The role of public advocacy and federal support

The growth of health tech wasn’t solely reliant on government intervention. Public advocacy played a key role in securing ongoing support. Voluntary health agencies, such as the American Cancer Society, lobbied for increased funding and spread awareness, helping to attract public interest and investment. But even with this advocacy, early health tech startups struggled to secure venture capital. VCs were hesitant to invest in areas they didn’t fully understand, and without sustained government funding and public backing, it’s unlikely that health tech would have grown as quickly as it has.

The lesson here for climate tech is clear: strong public advocacy and education are crucial. However, unlike health tech, climate tech faces a unique obstacle — there is still a significant portion of the population that either denies the existence of climate change or doesn’t view it as an immediate concern. This lack of urgency makes it difficult to galvanize the public and attract the necessary long-term investment.

Government support: A mixed bag

There have been legislative efforts to support climate tech, though they haven’t yet led to the explosive growth seen in health tech. For example, the Federal Technology Transfer Act of 1986 and the Bayh-Dole Act of 1980 gave universities and small businesses the rights to profit from their innovations, including climate-related research. More recently, the Inflation Reduction Act (IRA) of 2022 has been instrumental in advancing climate tech by creating opportunities to build projects, lower household energy costs, and reduce greenhouse gas emissions.

Despite this federal support, many climate tech companies are still struggling to scale. A primary concern for investors is the longer time horizon required for climate startups to yield returns. Scalability is crucial — companies must demonstrate how they will grow profitably over time, but many climate tech startups lack practical long-term business models.

As climate investor Yao Huang put it, “At the end of the day, a climate tech company needs to demonstrate how it will make money. We can apply political pressure and implement governmental policies, but if it is not profitable, it won’t scale or create meaningful impact.”

The public’s role in scaling climate tech

Health tech’s success can largely be attributed to a combination of federal funding, public advocacy, and long-term investment from knowledgeable VCs. Climate tech has federal support in place, thanks to the IRA, but is still lacking the same level of public backing. Health tech overcame its hurdles when public awareness about the importance of medical advancements grew, and voluntary health agencies helped channel donations toward research and innovation.

In contrast, climate nonprofits like Cool Earth, Environmental Defense Fund, and Clean Air Task Force face a severe funding shortfall. A 2020 study revealed that climate nonprofits aiming to reduce greenhouse gas emissions only received $2 billion in donations, representing just 0.4% of all philanthropic funding. Without greater public awareness/sense of urgency and financial support, these groups cannot effectively advocate for climate tech startups or lobby for necessary policy changes. This type of philanthropic funding is also known as ‘catalytic capital’ or ‘impact-first-capital’. Prime Impact Fund is one such fund that does not ‘view investments as concessionary on return’. Rather their patient and flexible capital allows support of high risk, high-reward ventures.

A path forward for climate tech

The most valuable insight from health tech’s growth is that government intervention, while critical, is not enough to guarantee the success of an emerging sector. Climate tech needs a stronger support system, including informed investors, widespread public backing, and nonprofits with the financial resources to advocate for industry-wide growth.

If we can channel the same sense of urgency and public commitment toward climate change as we did for health crises in the past, climate tech could overcome its current obstacles.The future of climate tech depends not just on government policies, but on educating the public, rallying financial support, and building a robust infrastructure for long-term growth.

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Nada Ahmed is the founding partner at Houston-based Energy Tech Nexus, a startup hub for the energy transition.

This article originally ran on EnergyCapital.
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Houston lab develops AI tool to improve neurodevelopmental diagnoses

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One of the hardest parts of any medical condition is waiting for answers. Speeding up an accurate diagnosis can be a doctor’s greatest mercy to a family. A team at Baylor College of Medicine has created technology that may do exactly that.

Led by Dr. Ryan S. Dhindsa, assistant professor of pathology and immunology at Baylor and principal investigator at the Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, the scientists have developed an artificial intelligence-based approach that will help doctors to identify genes tied to neurodevelopmental disorders. Their research was recently published the American Journal of Human Genetics.

According to its website, Dhindsa Lab uses “human genomics, human stem cell models, and computational biology to advance precision medicine.” The diagnoses that stem from the new computational tool could include specific types of autism spectrum disorder, epilepsy and developmental delay, disorders that often don’t come with a genetic diagnosis.

“Although researchers have made major strides identifying different genes associated with neurodevelopmental disorders, many patients with these conditions still do not receive a genetic diagnosis, indicating that there are many more genes waiting to be discovered,” Dhindsa said in a news release.

Typically, scientists must sequence the genes of many people with a diagnosis, as well as people not affected by the disorder, to find new genes associated with a particular disease or disorder. That takes time, money, and a little bit of luck. AI minimizes the need for all three, explains Dhindsa: “We used AI to find patterns among genes already linked to neurodevelopmental diseases and predict additional genes that might also be involved in these disorders.”

The models, made using patterns expressed at the single-cell level, are augmented with north of 300 additional biological features, including data on how intolerant genes are to mutations, whether they interact with other known disease-associated genes, and their functional roles in different biological pathways.

Dhindsa says that these models have exceptionally high predictive value.

“Top-ranked genes were up to two-fold or six-fold, depending on the mode of inheritance, more enriched for high-confidence neurodevelopmental disorder risk genes compared to genic intolerance metrics alone,” he said in the release. “Additionally, some top-ranking genes were 45 to 500 times more likely to be supported by the literature than lower-ranking genes.”

That means that the models may actually validate genes that haven’t yet been proven to be involved in neurodevelopmental conditions. Gene discovery done with the help of AI could possibly become the new normal for families seeking answers beyond umbrella terms like “autism spectrum disorder.”

“We hope that our models will accelerate gene discovery and patient diagnoses, and future studies will assess this possibility,” Dhindsa added.

Texas robotics co. begins new search for missing Malaysia Airlines flight 370

International News

Malaysia’s government has given final approval for a Texas-based marine robotics company to renew the search for Malaysia Airlines Flight 370, which is believed to have crashed in the southern Indian Ocean more than a decade ago.

Cabinet ministers agreed to terms and conditions for a “no-find, no-fee” contract with Texas-based Ocean Infinity to resume the seabed search operation at a new 5,800-square-mile site in the ocean, Transport Minister Anthony Loke said in a statement Wednesday. Ocean Infinity will be paid $70 million only if wreckage is discovered.

The Boeing 777 plane vanished from radar shortly after taking off on March 8, 2014, carrying 239 people, mostly Chinese nationals, on a flight from Malaysia’s capital, Kuala Lumpur, to Beijing. Satellite data showed the plane turned from its flight path and headed south to the far-southern Indian Ocean, where it is believed to have crashed.

An expensive multinational search failed to turn up any clues to its location, although debris washed ashore on the east African coast and Indian Ocean islands. A private search in 2018 by Ocean Infinity also found nothing.

The final approval for a new search came three months after Malaysia gave the nod in principle to plans for a fresh search.

Ocean Infinity CEO Oliver Punkett earlier this year reportedly said the company had improved its technology since 2018. He has said the firm is working with many experts to analyze data and had narrowed the search area to the most likely site.

Loke said his ministry will ink a contract with Ocean Infinity soon but didn’t provide details on the terms. The firm has reportedly sent a search vessel to the site and indicated that January-April is the best period for the search.

“The government is committed to continuing the search operation and providing closure for the families of the passengers of flight MH370,” he said in a statement.

Harris County booms with 3rd biggest population in U.S.

Boomtown

Newly released U.S. Census Bureau data has revealed Harris County became the third most populous county nationwide in 2024, and it had the highest year-over-year growth rate from 2023.

The new population report, published this month, estimated year-over-year population data from 2023 to 2024 across all 3,144 U.S. counties, and 387 metro areas.

Harris County's numeric growth rate outpaced all other U.S. counties from July 1, 2023 to July 1, 2024, the report found. The Census Bureau estimated Harris County's population grew by 105,852 people year-over-year, bringing the total population to 5,009,302 residents. That's around a 2.16 percent growth rate.

Los Angeles County, California (No. 1) and Illinois' Cook County (No. 2) are the only two U.S. counties that have larger populations than Harris County. Los Angeles County now boasts a population of nearly 9.76 million, while Cook County's has increased to more than 5.18 million people.

The top 10 most populous counties in the U.S. are:

  • No. 1 – Los Angles County, California
  • No. 2 – Cook County, Illinois
  • No. 3 – Harris County, Texas
  • No. 4 – Maricopa County, Arizona
  • No. 5 – San Diego County, California
  • No. 6 – Orange County, California
  • No. 7 – Miami-Dade County, Florida
  • No. 8 – Dallas County, Texas
  • No. 9 – Kings County, New York
  • No. 10 – Riverside County, California

Montgomery County also ranked among the top 10 U.S. counties with the highest numeric growth, ranking 9th nationally after gaining 34,268 residents from 2023 to 2024. Montgomery County's population has now grown to 749,613 people.

In the report's national comparison of counties with the largest population growth by percentage, Montgomery County ranked No. 7 with a year-over-year growth rate of 4.8 percent.

Most populated U.S. metro areas

The U.S. Census Bureau additionally found Houston-Pasadena-The Woodlands nearly led the nation as the second-fastest growing metro area in 2024.

From July 2023 to July 2024, the Houston metro added 198,171 residents to bring the total population to 7,796,182.

New York-Newark-Jersey City was the only metro area to outpace Houston's growth during the one-year period. The New York-New Jersey metro added 213,403 new residents, which brought the total population to over 19.94 million last year.

Kristie Wilder, a Census Bureau Population Division demographer, said in the report that the nation's population growth in its major metros was largely impacted by international migration rather than changes in birth rates.

"While births continue to contribute to overall growth, rising net international migration is offsetting the ongoing net domestic outmigration we see in many of these areas," Wilder said.

Dallas-Fort Worth-Arlington was right behind Houston as the third-fastest growing U.S. metro in 2024. The Metroplex gained 177,922 residents last year, and now has a total population of more than 8.34 million.

The top 10 U.S. metros with the highest numeric growth from 2023 to 2024 are:

  • No. 1 – New York-Newark-Jersey City, New York-New Jersey
  • No. 2 – Houston-Pasadena-The Woodlands, Texas
  • No. 3 – Dallas-Fort Worth-Arlington, Texas
  • No. 4 – Miami-Fort Lauderdale-West Palm Beach, Florida
  • No. 5 – Washington-Arlington-Alexandria, D.C.-Virginia-Maryland-West Virginia
  • No. 6 – Phoenix-Mesa-Chandler, Arizona
  • No. 7 – Orlando-Kissimmee-Sanford, Florida
  • No. 8 – Atlanta-Sandy Springs-Roswell, Georgia
  • No. 9 – Chicago-Naperville-Elgin, Illinois-Indiana
  • No. 10 – Seattle-Tacoma-Bellevue, Washington
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