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.

Talent optimization goes beyond human resources practices, management consulting, and productivity tooling to describe a model that empirically aligns strategy and people practices. Photo via Getty Images

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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Houston hospital names leading cancer scientist as new academic head

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Houston Methodist Academic Institute has named cancer clinician and scientist Dr. Jenny Chang as its new executive vice president, president, CEO, and chief academic officer.

Chang was selected following a national search and will succeed Dr. H. Dirk Sostman, who will retire in February after 20 years of leadership. Chang is the director of the Houston Methodist Dr. Mary and Ron Neal Cancer Center and the Emily Herrmann Presidential Distinguished Chair in Cancer Research. She has been with Houston Methodist for 15 years.

Over the last five years, Chang has served as the institute’s chief clinical science officer and is credited with strengthening cancer clinical trials. Her work has focused on therapy-resistant cancer stem cells and their treatment, particularly relating to breast cancer.

Her work has generated more than $35 million in funding for Houston Methodist from organizations like the National Institutes of Health and the National Cancer Institute, according to the health care system. In 2021, Dr. Mary Neal and her husband Ron Neal, whom the cancer center is now named after, donated $25 million to support her and her team’s research on advanced cancer therapy.

In her new role, Chang will work to expand clinical and translational research and education across Houston Methodist in digital health, robotics and bioengineered therapeutics.

“Dr. Chang’s dedication to Houston Methodist is unparalleled,” Dr. Marc L. Boom, Houston Methodist president and CEO, said in a news release. “She is committed to our mission and to helping our patients, and her clinical expertise, research innovation and health care leadership make her the ideal choice for leading our academic mission into an exciting new chapter.”

Chang is a member of the American Association of Cancer Research (AACR) Stand Up to Cancer Scientific Advisory Council. She earned her medical degree from Cambridge University in England and completed fellowship training in medical oncology at the Royal Marsden Hospital/Institute for Cancer Research. She earned her research doctorate from the University of London.

She is also a professor at Weill Cornell Medical School, which is affiliated with the Houston Methodist Academic Institute.

Texas A&M awarded $1.3M federal grant to develop clean energy tech from electronic waste

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Texas A&M University in College Station has received a nearly $1.3 million federal grant for development of clean energy technology.

The university will use the $1,280,553 grant from the U.S. Department of Energy to develop a cost-effective, sustainable method for extracting rare earth elements from electronic waste.

Rare earth elements (REEs) are a set of 17 metallic elements.

“REEs are essential components of more than 200 products, especially high-tech consumer products, such as cellular telephones, computer hard drives, electric and hybrid vehicles, and flat-screen monitors and televisions,” according to the Eos news website.

REEs also are found in defense equipment and technology such as electronic displays, guidance systems, lasers, and radar and sonar systems, says Eos.

The grant awarded to Texas A&M was among $17 million in DOE grants given to 14 projects that seek to accelerate innovation in the critical materials sector. The federal Energy Act of 2020 defines a critical material — such as aluminum, cobalt, copper, lithium, magnesium, nickel, and platinum — as a substance that faces a high risk of supply chain disruption and “serves an essential function” in the energy sector.

“DOE is helping reduce the nation’s dependence on foreign supply chains through innovative solutions that will tap domestic sources of the critical materials needed for next-generation technologies,” says U.S. Energy Secretary Jennifer Granholm. “These investments — part of our industrial strategy — will keep America’s growing manufacturing industry competitive while delivering economic benefits to communities nationwide.”

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This article originally appeared on EnergyCapital.

Biosciences startup becomes Texas' first decacorn after latest funding

A Dallas-based biosciences startup whose backers include millionaire investors from Austin and Dallas has reached decacorn status — a valuation of at least $10 billion — after hauling in a series C funding round of $200 million, the company announced this month. Colossal Biosciences is reportedly the first Texas startup to rise to the decacorn level.

Colossal, which specializes in genetic engineering technology designed to bring back or protect various species, received the $200 million from TWG Global, an investment conglomerate led by billionaire investors Mark Walter and Thomas Tull. Walter is part owner of Major League Baseball’s Los Angeles Dodgers, and Tull is part owner of the NFL’s Pittsburgh Steelers.

Among the projects Colossal is tackling is the resurrection of three extinct animals — the dodo bird, Tasmanian tiger and woolly mammoth — through the use of DNA and genomics.

The latest round of funding values Colossal at $10.2 billion. Since launching in 2021, the startup has raised $435 million in venture capital.

In addition to Walter and Tull, Colossal’s investors include prominent video game developer Richard Garriott of Austin and private equity veteran Victor Vescov of Dallas. The two millionaires are known for their exploits as undersea explorers and tourist astronauts.

Aside from Colossal’s ties to Dallas and Austin, the startup has a Houston connection.

The company teamed up with Baylor College of Medicine researcher Paul Ling to develop a vaccine for elephant endotheliotropic herpesvirus (EEHV), the deadliest disease among young elephants. In partnership with the Houston Zoo, Ling’s lab at the Baylor College of Medicine has set up a research program that focuses on diagnosing and treating EEHV, and on coming up with a vaccine to protect elephants against the disease. Ling and the BCMe are members of the North American EEHV Advisory Group.

Colossal operates research labs Dallas, Boston and Melbourne, Australia.

“Colossal is the leading company working at the intersection of AI, computational biology, and genetic engineering for both de-extinction and species preservation,” Walter, CEO of TWG Globa, said in a news release. “Colossal has assembled a world-class team that has already driven, in a short period of time, significant technology innovations and impact in advancing conservation, which is a core value of TWG Global.”

Well-known genetics researcher George Church, co-founder of Colossal, calls the startup “a revolutionary genetics company making science fiction into science fact.”

“We are creating the technology to build de-extinction science and scale conservation biology,” he added, “particularly for endangered and at-risk species.”

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