Houston expert looks into behavioral analytics in private equity, growth equity, and venture capital

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The larger the deal, the higher the chances of failure, says this Houston expert. Photo via Getty Images

Study after study puts the failure rate of mergers and acquisitions somewhere between 70 percent and 90 percent (2011, HBR). One KPMG study narrowed the band of M&A failures to 75 percent to 83 percent (2015, KPMG). One constant in the research is that the larger the deal, the higher the chances of failure.

A FAILED MERGER, ACQUISITION, OR DIVESTITURE CAN BE UNDERSTOOD IN 2 WAYS:

Qualitative – what the companies had in mind that caused them to merge in the first place doesn't work out that way in the end.
Quantitative – shareholders suffer because operating results deteriorate instead of improve.

Deloitte's M&A Trends 2020 reports that 38 percent of PE firms cite revenue and growth improvement strategies as their primary strategy or focus area for driving value in their portfolio companies.

In the same report, EFFECTIVE INTEGRATION is key for the success of the deal. It accounts for 20 percent of a successful transaction, tied for top place with ACCURATELY VALUING A TARGET.

Post-M&A integration is defined as the implementation of changes in functional activities, organizational structures, and cultures of the two organizations to expedite their consolidation into a functional whole. Of course, this all involves people.

Moreover, Aon Hewitt research shows that:

There is a 23 percent increase in "actively disengaged employees" after a change event – even if no one's job is affected.
It takes about three years to return to pre-merger engagement levels.

With these figures, it is startling that there is not more focus on talent. Executives attribute 72 percent of their company's value to their employees, yet a mere 12 percent of companies align their talent strategy with their business strategy (Predictive Index, The 2020 State of Talent Optimization).

HOW ARE INVESTORS IN THE PRIVATE MARKET CHANGING THE TIDE?

According to Mike Zani, CEO of The Predictive Index, "When you look at the world of PE, growth equity, and to a lesser extent, VC, we are starting to see more talent officers, someone on staff to assist with strategic HR challenges with their portfolio." For example, Vista Equity has a consulting division that is solely focused on the talent and people analytics of its portfolio companies. They go beyond just finding the right executives, they have proprietary analytics tools to add value.

THERE ARE THREE USE CASES FOR ANALYTICS WITHIN THE PRIVATE MARKET:

1. Due Diligence

"One of the most powerful ways behavioral analytics are used for due diligence is understanding the strengths and blind spots of the future leadership team. It's about applying analytical rigor to the people side of the business to create a nuanced understanding of individual and team dynamics so you can be intentional about how to enable and de-risk the execution of future growth plans. We surface people challenges and opportunities early in the process so our clients can put strategies in place for effective change management and talent optimization." Heather Haas, President, ADVISA.

After signing a letter of intent, a consultant can assess the leadership team with behavioral, cognitive, and organizational assessments. In the process of evaluating leadership fit, consultants may identify gaps between the leadership abilities needed and those present in the executive team, and investors must focus attention on closing those gaps. It is much easier to suggest fixing them before the deal is closed, where investors can work with the company to create leadership development or hiring plans. If investors discover that the executive team lacks financial or operational excellence 6 months after close, it is going to be much harder to communicate that in a positive, forward-looking way.

Predictive Index isn't the only tool used for due diligence. Specialty consulting firms that provide due diligence support with people analytics include GH Smart, Green Peak Partners, Korn Ferry, and Deloitte. They use a host of tools ranging from Hogan assessments to proprietary software. "Out of the 150 PE clients with The Predictive Index," Zani says "about 1/3 are using it in due diligence regularly."

2. Post-Deal Value Creation

Effective M&A integration accounts for 20 percent of the success of a deal. As I mentioned in the last post, behavioral analytics can provide insights that allow each person to easily understand how their new team members are wired. This can drastically reduce the time it takes to build cohesion among the group and make for more effective collaboration as project teams are regularly assembled and reassembled. Put simply, instead of using our energy to try to figure each other out, we cut through the noise so we can run faster.

3. Scale

The use of behavioral analytics for hiring is nothing new. With an infusion of cash, one of the first thing a company does in response to growth goals is to hire. People data can help companies scale quickly and with confidence. Max Yoder, CEO and Founder of Lessonly shares about Predictive Index, "Now, every time we hire, we use the assessments as another tool in our toolkit. The results will never decide whether a person gets hired or not, but they do provide guidance as to whom should be in sales, whom should be in client experience, whom should sit in a quiet space, and whom thrives on commotion."

Even with such impressive results, still there are two schools of thought when it comes to how much control private market firms want to have over the operations of their portfolio companies. General Catalyst, the PE firm that invested in Predictive Index, in particular, says they don't want to be the management team. Kirk Arnold, Executive In Residence, General Catalyst says "We're very founder supportive. We invest in entrepreneurs and innovators and work to support them. We share feedback and insights with those teams – and encourage them to The Predictive Index toolset to help them scale effectively. But we don't force any of our teams to invest in any particular tool or strategy. We believe great businesses are built by great teams, and we believe that PI can help companies excel in team building – but we look to the leadership team to make those investment decisions based on their needs and culture.

Prior to becoming a Predictive Index Consultant, I spent five years integrating acquisitions. I only had access to PI for the very last year. It was so powerful in building dream teams that I wished I had known about it sooner. Areas I used PI heavily was in post-deal value creation as well as scaling. In my current practice, I spend about 20 percent of my time performing due diligence for start-ups as well as working with them to round out their team from a data-driven perspective.

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This article was written by Wendy Fong, founder and principal of Chief Gigs, and originally appeared on Liu Idea Lab for Innovation & Entrepreneurship's blog.

Houston expert: Finding your tech talent through analytics

Houston Voices

You know the work that needs to get done, and you know the environment that you want to build. How do you find the people who will build it with you? Historically, we relied on relationships, intuition, and track record when we evaluate potential team members. This is the same approach we use to find our mates, and well, the divorce rate speaks for itself.

Perhaps you know your potential partner from a previous job when you both worked for a public company, and they were a high performer. Even when we have worked with someone before and they had a great track record, things can go awry. Humans are messy beings. When factors that affect motivation (such as equity percentages, the potential for exit, working 80-plus hours a week) change, performance can be affected. The people who do really well as a cog in the wheel do not necessarily have the same drive to BUILD the wheel. So how do we pick the team members who will best suit the work and environment?

Did you know that 95 percent of people think they're self-aware, yet only 10 to 15 percent actually are (Tasha Eurich)? If people don't know themselves, how can you possibly know your potential partner's fit?

Behavioral assessments aren't new. If you've ever worked for a large company, you've likely taken one. What is different now is that The Predictive Index is harnessing the power of behavioral analytics to predict success and help us visualize teams in a whole new way. We can now look at people's work style in under 6 minutes and quickly give you data on how people will perform in their role and with your team to drive alignment in your organization.

As a founding board member and active investor in Valhalla Investment Group, we recently implemented the practice of using behavioral analytics in our due diligence. We then look at individual and team results to identify any gaps between strategy and the team's ability to execute the strategy. We specifically look at a team's appetite for risk, approach to change, and response to pressure.

The results for one startup we were evaluating came back with a potential red flag. Five of the six in the executive team were exploring leaders in the "Innovation and Agility" quadrant. These leaders are independent and comfortable with risk. We had one who was a very strong stabilizing leader in the "Process and Precision" quadrant. This person is very precise and cautious with risk. We immediately reached out to the CEO to schedule a Zoom to ask how the team works with what could be seen as an "outlier" and how they deal with the friction. The CEO understood the strengths and cautions of his team and explained that while this person is different, they are very much needed. They provide balance and contribute to areas that are blind spots for the rest of the team. The way the CEO handled the question showed us that he was self-aware enough to manage such differences and gave us the confidence to invest in this startup.

HOW IS THIS RELEVANT FOR YOUR STARTUP?

Founders

Wouldn't it be great to know potential partners' appetite for risk, how they deal with deadlines, their proactivity or reactivity to issues before you meet them? Or how they respond to pressure? Founding partners can be evaluated to ensure their behavioral drives align with the startup strategy.

For example, if the strategy is to fail fast to obtain product-market fit and grow market share quickly, founders would need to be innovative, risk-tolerant, comfortable with ambiguity, and they'd need to thrive under pressure. Conversely, if your startup serves a highly regulated environment, your founding team needs to be well-organized, careful with rules, and cautious with risk.

Team dynamics and inclusivity

Without insight into team dynamics, results are left to chance. Behavioral analytics can provide insights that allow each person to easily understand how their new team members are wired. This can drastically reduce the time it takes to build cohesion among the group and make for more efficient and effective collaboration as project teams are regularly assembled and reassembled. Put simply, instead of using our energy to try to figure each other out, we cut through that noise so we can run faster.

Lastly, by creating a job profile and looking for candidates who fit the profile, we can cut out the biases that relationship-based recruiting can introduce to an organization.

"The alignment of business strategies and talent strategies is known as talent optimization."

Talent optimization goes beyond human resources practices, management consulting, and productivity tooling to describe a model that empirically aligns strategy and people practices. It weaves talent improvement practices into the everyday workings of a company to nurture and employ a workforce that is specifically calibrated to the company's strategic objectives. The sooner we utilize people data to look at our organization, the sooner we can spot potential blind spots. Leaders can then address the issues and focus on what's most important for their startup.

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This article was written by Wendy Fong, founder and principal of Chief Gigs, and originally appeared on Liu Idea Lab for Innovation & Entrepreneurship's blog.

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Innovative Houston research leads our top health tech news of 2025

year in review

Editor's note: As 2025 comes to a close, we're looking back at the stories that defined Houston innovation this year. The Bayou City continued to grow as a health tech hub, bringing in a multibillion-dollar pharmaceutical development, playing home based to startups developing innovative treatment options and attracting leading researchers and professionals to the city. Here are the 10 most-read Houston health tech stories of the year:

Houston Nobel Prize nominee earns latest award for public health research

Dr. Peter Hotez with Dr. Maria Elena Bottazzi. Photo courtesy of TMC

Houston vaccine scientist Dr. Peter Hotez is no stranger to impressive laurels. In 2022, he was nominated for a Nobel Peace Prize for his low-cost COVID vaccine.

His first big win of 2025 was this year’s Hill Prize, awarded by the Texas Academy of Medicine, Engineering, Science and Technology (TAMEST). Hotez and his team were selected to receive $500,000 from Lyda Hill Philanthropies to help fund The Texas Virosphere Project, which aims to create a predictive disease atlas relating to climate disasters. Rice University researchers are collaborating with Hotez and his team on a project that combines climate science and metagenomics to access 3,000 insect genomes. The goal is to aid health departments in controlling disease and informing policy. Continue reading.

U.S. News ranks Houston hospital No. 1 in Texas for 14th year in a row

Houston Methodist is once again the top hospital in Texas. Photo via Houston Methodist

U.S. News & World Report's 2025 rankings of the best hospitals in Texas prove that Houston is in good hands.

The esteemed Houston Methodist Hospital was rated the No. 1 best hospital in Texas for the 14th consecutive year, and the No. 1 hospital in the metro area. Eleven more Houston-area hospitals earned spots among the statewide top 35. Continue reading.

Eli Lilly to build $6.5B pharmaceutical factory at Generation Park

Eli Lilly is expected to bring a $6.5 billion manufacturing facility to Houston by 2030. Rendering courtesy Greater Houston Partnership.

Pharmaceutical giant Eli Lilly and Co. plans to build a $6.5 billion manufacturing plant at Houston’s Generation Park. More than 300 locations in the U.S. competed for the factory.

The Houston site will be the first major pharmaceutical manufacturing plant in Texas, according to the Greater Houston Partnership. Lilly said it plans to hire 615 full-time workers for the 236-acre plant, including engineers, scientists and lab technicians. The company will collaborate with local colleges and universities to help build its talent pipeline. Continue reading.

How a Houston company is fighting anxiety, insomnia & Alzheimer’s through waveforms

Nexalin develops non-invasive devices that help reset networks in the brain associated with symptoms of anxiety and insomnia. Photo via Getty Images.

Houston-based Nexalin Technology is taking a medicine-free approach to target brain neurologically associated with mental illness. The company's patented, FDA-cleared frequency-based waveform targets key centers of the midbrain. Delivered via a non-invasive device, the treatment gently stimulates the hypothalamus and midbrain, helping to “reset networks associated with symptoms” of anxiety and insomnia.

Nexalin’s proprietary neurostimulation device moved forward with a clinical trial that evaluated its treatment of anxiety disorders and chronic insomnia in Brazil this year and enrolled the first patients in its clinical trial at the University of California, San Diego. Continue reading.

Houston doctor aims to revolutionize hearing aid industry with tiny implant

Houston Methodist's Dr. Ron Moses has created NanoEar, which he calls “the world’s smallest hearing aid.” Photo via Getty Images.

“What is the future of hearing aids?” That’s the question that led to a potential revolution.

Dr. Ron Moses, an ENT specialist and surgeon at Houston Methodist, is the creator of NanoEar, which he calls “the world’s smallest hearing aid.” NanoEar is an implantable device that combines the invisibility of a micro-sized tympanostomy tube with more power—and a superior hearing experience—than the best behind-the-ear hearing aid. Continue reading.

Houston scores $120M in new cancer research and prevention grants

The Cancer Prevention and Research Institute of Texas doled out 73 more grants to health care systems and companies in the state in November. Carter Smith/Courtesy of MD Anderson

The Cancer Prevention and Research Institute of Texas granted more than $120 million to Houston organizations and companies as part of 73 new awards issued statewide this fall. The funds are part of nearly $154 million approved by the CPRIT's governing board, bringing the organization's total investment in cancer prevention and research to more than $4 billion since its inception. A portion of the funding will go toward recruiting leading cancer researchers to Houston. Continue reading.

Digital Health Institute's new exec director aims to lead innovation and commercialization efforts

Pothik Chatterjee was named executive director of Rice University's and Houston Methodist's Digital Health Institute, effective May 1. Photo courtesy Rice University.

The Digital Health Institute, a joint venture between Rice University and Houston Methodist, appointed Pothik Chatterjee to the role of executive director this summer. Chatterjee’s role is to help grow the collaboration between the institutions, but the Digital Health Institute already boasts more than 20 active projects, each of which pairs Rice faculty and Houston Methodist clinicians. Once the research is in place, it’s up to Chatterjee to find commercial opportunities within the research portfolio. Those include everything from hospital-grade medical imaging wearables to the creation of digital twins for patients to help better treat them. Continue reading.

Innovation Labs @ TMC set to launch for early-stage life science startups

Innovation Labs @ TMC will open next year at the TMC Innovation Factory. Photo courtesy JLABS.

The Texas Medical Center announced its plans to launch its new Innovation Labs @ TMC in January 2026 to better support life science startups working within the innovation hub. The 34,000-square-foot space, located in the TMC Innovation Factory at 2450 Holcombe Blvd., will feature labs and life science offices and will be managed by TMC. The expansion will allow TMC to "open its doors to a wider range of life science visionaries." Continue reading.

6 Houston health tech startups making major advancements right now

Tatiana Fofanova and Dr. Desh Mohan, founders of Koda Health. Photo courtesy Koda Health.

The Health Tech Business category in our 2025 Houston Innovation Awards honored innovative startups within the health and medical technology sectors. Six forward-thinking businesses were named finalists for the 2025 award, ranging from an end-of-life care company to others developing devices and systems for heart monitoring, sleep apnea, hearing loss and more. Continue reading or see who won here.

Houston students develop cost-effective glove to treat Parkinson's symptoms

Rice University students Emmie Casey and Tomi Kuye used smartphone motors to develop a vibrotactile glove. Photo by Gustavo Raskosky/ Courtesy Rice University.

Two Rice undergraduate engineering students have developed a non-invasive vibrotactile glove that aims to alleviate the symptoms of Parkinson’s disease through therapeutic vibrations. Emmie Casey and Tomi Kuye developed the project with support from the Oshman Engineering Design Kitchen (OEDK). The team based the design on research from the Peter Tass Lab at Stanford University, which explored how randomized vibratory stimuli delivered to the fingertips could help rewire misfiring neurons in the brain—a key component of Parkinson’s disease. Continue reading.

Houston hailed as one of America's 10 best cities for startups

Startup Report

Houston's favorable economic climate is enticing new opportunities for entrepreneurship and growth, and now the city is being hailed as the 7th-best U.S. city for starting a business.

The recognition comes in CommercialCafe's recent "Best Cities for Startups" report, published December 10. The study analyzed large U.S. cities across two population categories – cities with more than 1 million residents and cities with populations between 500,000 and 1 million residents. The report analyzed relevant metrics such as office or coworking costs, Kickstarter funding success, startup density, and survival rates, among others.

Across the biggest U.S. cities with over a million residents, Phoenix, Arizona landed on top as the No. 1 best place to start a new business.

The report's findings revealed 10.6 percent of all businesses in Houston are startups that have been active for less than a year. These new businesses have a survival rate of 64.5 percent, meaning just under two-thirds of all startups in the city will still be running up to five years after they were first established.

Over the last five years, the number of new businesses established in Houston has grown nearly 15 percent. CommercialCafe said new businesses in cities with high startup growth rates tend to "attract top talent" which can eventually lead to securing "vital funding for expansion."

Independent professionals – also known as freelancers – are another crucial resource for new businesses that may need "specialized services" for a fixed amount of time, the report said. Houston's freelance workforce has grown about 9 percent from 2019-2023, and the analysis found there were 97,295 freelancers working in Houston in 2023, compared to 89,528 in 2019.

"Generally, cities in the South and Southwest have experienced strong growth during the surveyed period, in contrast to California cities like Los Angeles and San Diego, where the share of freelancers and gig workers has either stagnated or slightly declined," the report said.

Houston boasts the second-cheapest office space rent nationally, the report found. The average asking price for a 1,000-square-foot workspace (for five employees) in the city added up to $27,124 annually. For startups that want greater flexibility for their workers, the annual cost for a coworking space for the same number of employees in Houston came out to $13,200, which is the fourth-most affordable rate in the U.S.

Other Texas cities with attractive economic environments for startups

Texas, as a whole, is one of the strongest states for starting a new business. Other than Houston, San Antonio (No. 2), Dallas (No. 3), and Fort Worth (No. 4) were also recognized among the top 10 best places to start a business in the category of U.S. cities with more than a million residents.

Austin topped a separate ranking of best cities to start a business with 500,000 to 1 million residents.

"Specifically, the Texas capital was the frontrunner for indicators that looked at the overall share of startups within the local economy, as well as growth rates in five years (2019 to 2023)," the report said. "On top of that, Austin also topped the rankings for its percentage of college-educated residents and its consulting firms, which provide vital support for burgeoning enterprises."

The top 10 best cities to start a new business are:

No. 1 – Phoenix, Arizona
No. 2 – San Antonio, Texas
No. 3 – Dallas, Texas
No. 4 – Fort Worth, Texas
No. 5 – Jacksonville, Florida
No. 6 – San Diego, California
No. 7 – Houston, Texas
No. 8 – Philadelphia, Pennsylvania
No. 9 – Chicago, Illinois
No. 10 – Los Angeles, California

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This article originally appeared on CultureMap.com.

Top Houston space news of 2025 soars with NASA deals, lunar missions

Year in Review

Editor's note: As 2025 comes to a close, we're looking back at the stories that defined Houston innovation this year. The space tech sector soared with companies landing huge NASA contracts and furthering their lunar missions. Here are the 10 biggest Houston space tech stories of the year:

Houston native picked for 2025 class of NASA astronaut candidates

Houston native Anna Menon, posing below the first A in “NASA,” is one of 10 new NASA astronaut candidates. Photo courtesy NASA.

NASA has selected 10 new astronaut candidates, including one whose hometown is Houston, for its 2025 training class. The candidates will undergo nearly two years of training before they can assume flight assignments.

Intuitive Machines lands $9.8M to complete orbital transfer vehicle

Intuitive Machines expects to begin manufacturing and flight integration on its orbital transfer vehicle as soon as 2026. Photo courtesy Intuitive Machines.

Houston-based Intuitive Machines, which rang the NASDAQ opening bell July 31, secured a $9.8 million Phase Two government contract for its orbital transfer vehicle. The contract will push the project through its Critical Design Review phase, which is the final engineering milestone before manufacturing can begin.

Houston tech company tapped by NASA for near space initiative

Intuitive Machines is among four companies awarded contracts for NASA’s Near Space Network. Photo via intuitivemachines.com

In January, Intuitive Machines nailed down a NASA deal to expand the agency’s communications network for spacecraft. Additionally, NASA completed the first round of “human in the loop” testing for Intuitive Machines’ Moon RACER lunar terrain vehicle at the agency’s Johnson Space Center. RACER (Reusable Autonomous Crewed Exploration Rover) is one of three commercially developed unpressurized lunar terrain vehicles being considered for NASA’s Artemis lunar initiative.

Texas Space Commission doles out $5.8 million to Houston companies

Axiom Space and FluxWorks are the latest Houston-area companies to receive funding from the Texas Space Commission. Photo via Getty Images.

Two Houston-area companies landed more than $5.8 million in funding from the Texas Space Commission. The commission granted up to $5.5 million to Houston-based Axiom Space and up to $347,196 to Conroe-based FluxWorks in June 2025. The two-year-old commission previously awarded $95.3 million to 14 projects. A little over $34 million remains in the commission-managed Space Exploration and Aeronautics Research Fund.

Houston company awarded $2.5B NASA contract to support astronaut health and space missions

NASA has awarded KBR a five-year, $2.5 billion Human Health and Performance Contract. Photo courtesy NASA.

Houston-based technology and energy solution company KBR was awarded a $2.5 billion NASA contract to support astronaut health and reduce risks during spaceflight missions. Under the terms of the Human Health and Performance Contract 2, KBR will provide support services for several programs, including the Human Research Program, International Space Station Program, Commercial Crew Program, Artemis campaign and others. This will include ensuring crew health, safety, and performance; occupational health services and risk mitigation research for future flights.

Houston engineering firm lands $400M NASA contract

Bastion Technologies has been tapped to provide safety and mission services for NASA's Marshall Space Flight Center in Alabama. Photo via nasa.gov.

NASA granted Houston-based Bastion Technologies Inc. the Safety and Mission Assurance II (SMAS II) award with a maximum potential value of $400 million. The award stipulates that the engineering and technical services company provide safety and mission services for the agency’s Marshall Space Flight Center in Huntsville, Alabama.

Houston startups win NASA funding for space tech projects

Houston startups were recently named among the nearly 300 recipients that received a portion of $44.85 million from NASA to develop space technology. Photo via NASA/Ben Smegelsky

Three Houston startups were granted awards from NASA in July 2025 to develop new technologies for the space agency. The companies were among nearly 300 recipients that received a total agency investment of $44.85 million through the Small Business Innovation Research (SBIR) and Small Business Technology Transfer (STTR) Phase I grant programs.

Texas Republicans are pushing to move NASA headquarters to Houston

Here's why Texas Republicans think NASA's headquarters should move to Texas in 2028. File photo.

Two federal lawmakers from Texas spearheaded a campaign to relocate NASA’s headquarters from Washington, D.C., to the Johnson Space Center in Houston’s Clear Lake area. Houston faces competition on this front, though, as lawmakers from two other states are also vying for this NASA prize. With NASA’s headquarters lease in D.C. set to end in 2028, U.S. Sen. Ted Cruz, a Texas Republican, and U.S. Rep. Brian Babin, a Republican whose congressional district includes the Johnson Space Center, wrote a letter to President Trump touting the Houston area as a prime location for NASA’s headquarters.

Intuitive Machines to acquire NASA-certified deep space navigation company

Intuitive Machines will acquire Kinetx, which marks its entry into the precision navigation and flight dynamics segment of deep space operations. Photo via Getty Images.

In August 2025, Intuitive Machines agreed to buy Tempe, Arizona-based aerospace company KinetX for an undisclosed amount. The deal is expected to close by the end of this year. KinetX specializes in deep space navigation, systems engineering, ground software and constellation mission design. It’s the only company certified by NASA for deep space navigation. KinetX’s navigation software has supported both of Intuitive Machines’ lunar missions.

Axiom Space launches semiconductor and astronaut training initiatives

Axiom Space chief astronaut Michael López-Alegría (left) trains with Axiom’s new “Project Astronaut,” Emiliano Ventura. Photo courtesy of Axiom Space.

In fall 2025, Axiom Space, a Houston-based commercial spaceflight and space infrastructure company, launched initiatives in two very different spheres — semiconductors and astronaut training.

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