Sustaining a culture of innovation is key to driving the energy industry, says this Houston expert

Guest column

While most corporations should be optimizing their company cultures, energy companies specifically need to move the needle on driving forward innovative culture for its employees. Getty Images

The prevailing economic environment has made innovation essential to gaining a competitive edge in the oil and gas industry.

Global economic shifts and the unstable oil market have been considerable factors inhibiting the advancement of innovation in the oil and gas sector. Oil prices have not significantly increased in the past four to five years, while investors and Wall Street hold corporate executives accountable for capital discipline.

In light of these trends, corporate culture and innovation are key factors that hold the potential to drive novelty in the next upcycle. To bring value to shareholders, the oil and gas industry needs to nurture an environment that fosters a radically innovative culture to create new product lines and markets, unique ecosystems, product content, and processes.

Culture from the top down

Organizational culture is one of the essential dynamics that drive innovation. Employee behavior helps influence and promote the acceptance of innovation as a fundamental corporate value. Organizations are therefore admonished to concentrate on fostering an innovative culture that allows the growth of new ideas.

This culture needs to be created by deliberate action on the part of leaders of industry or by indirect measures such as composition and institutional policy directions. A model of innovative culture which translates into cultural transformation emerges as a result of this deliberate action and institutional policy directions.

Various studies over the years have examined innovative culture models focused on cultural characteristics or factors. A comprehensive, innovative culture model that incorporates cultural traits and their determinants is reviewed in this contemplative piece.

Execution  culture vs. innovative culture

In her book, "The Culture Map: Breaking Through the Invisible Boundaries of Global Business," Erin Meyer explains that "ambidextrous culture" is the concurrent search of flexibility and alignment at a business unit/sector which is linked to several organizational outcomes including improved performance and innovation.

This ambidextrous culture can be divided into two broad categories: Execution culture and innovative culture. Execution culture is a working environment that is more process- and task-driven to get things done. The oil and gas industry has typically favored the execution culture, where there is a central decision-maker at the head of the table. Research and recommendations on pertinent matters are typically presented to decision-makers who sit through a PowerPoint presentation. Subsequently, a decision is made based on the facts presented via PowerPoint presentation.

One critical demerit of this setup is that it usually leans towards low-risk conservative judgment. The executive lifestyle has worked in the past in the oil and gas industry due to the high fixed cost, and the "failure is unacceptable" approach in the industry.

With new technologies such as 3D printing, predictive analytics, machine learning, and deep learning, one can test some ideas or thoughts through rapid prototyping in a lab setting to test their hypothesis. Therefore, this type of culture as a sole approach to decision-making in the industry may need to be reconsidered.

Meanwhile, innovative culture is a work environment where leaders encourage and nurture unorthodox thinking in approaching problem solutions and applications. If the energy industry leaned more toward this style of culture, it would help foster innovation and accelerate the innovation landscape in the industry.

Innovative culture is a more design-oriented approach that generates a large pool of options and also incorporates a visual thinking framework. It enhances a creative mode for the audience, and everybody in the company ends up being a decision-maker. This type of culture fosters open innovation, eliminates the fear of expression, and pushes for more collaboration and creativity in the ecosystem.

According to a recent survey done by Accenture Strategy, 76 percent of leaders say they regularly empower employees to be innovative, while only 42 percent of employees agree. This shows an apparent disparity in more than the perceptions of employers versus employees and the belief that innovative culture is not promoted by middle management. This barrier can be broken down by instituting and enforcing an innovative culture.

Staying agile in a transforming world

The world has changed, and it will continue to transform. Various factors are disrupting traditional methods of business management across the globe, and organizational behavior is being impacted significantly. For an organization to be competitive globally, it requires innovation and creativity.

The rate at which businesses are facing competition requires agility. Employees are pressured to give their best and to come up with new ideas at a level even beyond some of history's greatest minds. For many, uncertainty and insecurity abounds. The fear of being made redundant and a resulting lack of trust prevents creativity among employees.

Trust, productive gameplay, and fun — critical components of an innovative culture — can spark creativity and increase global competitiveness. Due to the recent downturn, most teams are burdened with the same amount of work, which was meant for double or tripled their workforce and are still expected to perform at their peak capability. They need the right conducive environment to function.

Implementing action

While the energy industry should avoid trying to copy innovative practices from technology companies, oil and gas companies should review possible case studies that can be incorporated in fostering an acceptable culture for millennials to be attracted to the industry.

Presentation is important

Take a look at your marketing materials, for instance. Skip the stereotypical image of the macho oil guy on a rig operating the brake handle and showcase how the industry is adapting open innovation across sectors such as using predictive analytics and rapid prototyping to help design a safe working environment. Showcasing the conducive culture we experience in oil and gas, which challenges us to think outside the box and solve the world's energy problems will be an excellent way to create opportunities internally in companies and also attract and retain talent from different backgrounds and industries to help solve the world's energy problems.

Consider flexible work initiatives

To help establish and foster an innovative culture in oil and gas, the industry needs to embrace virtual and remote working environments, retraining and refresher courses to keep employees' skills relevant to solving problems, leaders setting a positive example on work-life balance and cutting down or avoiding long-distance travel via virtual meetings. Others essential pointers to consider are, giving employees the freedom to be themselves at work, leadership or management having a positive attitude towards failure, allowing remote work on days on which employees have personal commitments, networking events with company leaders scheduled during office hours, having an open channel for the report of sexual discrimination/harassment incident(s) to the company, among others.


I'd like to close with a quote from another influential book, "The Innovator's Dilemma," by Harvard Professor Clay Christensen. He writes, "When an organization's capabilities reside primarily in its people, changing to address new problems is relatively simple. However, when the capabilities have come to live in processes and values and especially when they have become embedded in culture, change has become extraordinarily complicated."

Establishing a uniquely innovative culture within the energy industry will be a great foundation going forward, for spurring progress in the oil and gas sector.

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Nii A. Nunoo is senior associate and management consultant within Strategy and Energy Core Operations at KPMG.

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Houston startup debuts new drone for first responders

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Houston-based Paladin Drones has debuted Knighthawk 2.0, its new autonomous, first-responder drone.

The drone aims to strengthen emergency response and protect first responders, the company said in a news release.

“We’re excited to launch Knighthawk 2.0 to help build safer cities and give any city across the world less than a 70-second response time for any emergency,” said Divyaditya Shrivastava, CEO of Paladin.

The Knighthawk 2.0 is built on Paladin’s Drone as a First Responder (DFR) technology. It is equipped with an advanced thermal camera with long-range 5G/LTE connectivity that provides first responders with live, critical aerial awareness before crews reach the ground. The new drone is National Defense Authorization Act-compliant and integrates with Paladin's existing products, Watchtower and Paladin EXT.

Knighthawk 2.0 can log more than 40 minutes of flight time and is faster than its previous model, reaching a reported cruising speed of more than 70 kilometers per hour. It also features more advanced sensors, precision GPS and obstacle avoidance technology, which allows it to operate in a variety of terrains and emergency conditions.

Paladin also announced a partnership with Portuguese drone manufacturer Beyond Vision to integrate its Drone as a First Responder (DFR) technology with Beyond Vision’s NATO-compliant, fully autonomous unmanned aerial systems. Paladin has begun to deploy the Knighthawk 2.0 internationally, including in India and Portugal.

The company raised a $5.2 million seed round in 2024 and another round for an undisclosed amount earlier this year. In 2019, Houston’s Memorial Villages Police Department piloted Paladin’s technology.

According to the company, Paladin wants autonomous drones responding to every 911 call in the U.S. by 2027.

Rice research explores how shopping data could reshape credit scores

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More than a billion people worldwide can’t access credit cards or loans because they lack a traditional credit score. Without a formal borrowing history, banks often view them as unreliable and risky. To reach these borrowers, lenders have begun experimenting with alternative signals of financial reliability, such as consistent utility or mobile phone payments.

New research from Rice Business builds on that approach. Previous work by assistant professor of marketing Jung Youn Lee showed that everyday data like grocery store receipts can help expand access to credit and support upward mobility. Her latest study extends this insight, using broader consumer spending patterns to explore how alternative credit scores could be created for people with no credit history.

Forthcoming in the Journal of Marketing Research, the study finds that when lenders use data from daily purchases — at grocery, pharmacy, and home improvement stores — credit card approval rates rise. The findings give lenders a powerful new tool to connect the unbanked to credit, laying the foundation for long-term financial security and stronger local economies.

Turning Shopping Habits into Credit Data

To test the impact of retail transaction data on credit card approval rates, the researchers partnered with a Peruvian company that owns both retail businesses and a credit card issuer. In Peru, only 22% of people report borrowing money from a formal financial institution or using a mobile money account.

The team combined three sets of data: credit card applications from the company, loyalty card transactions, and individuals’ credit histories from Peru’s financial regulatory authority. The company’s point-of-sale data included the types of items purchased, how customers paid, and whether they bought sale items.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says.

The final sample included 46,039 credit card applicants who had received a single credit decision, had no delinquent loans, and made at least one purchase between January 2021 and May 2022. Of these, 62% had a credit history and 38% did not.

Using this data, the researchers built an algorithm that generated credit scores based on retail purchases and predicted repayment behavior in the six months following the application. They then simulated credit card approval decisions.

Retail Scores Boost Approvals, Reduce Defaults

The researchers found that using retail purchase data to build credit scores for people without traditional credit histories significantly increased their chances of approval. Certain shopping behaviors — such as seeking out sale items — were linked to greater reliability as borrowers.

For lenders using a fixed credit score threshold, approval rates rose from 15.5% to 47.8%. Lenders basing decisions on a target loan default rate also saw approvals rise, from 15.6% to 31.3%.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says. “This approach benefits unbanked applicants regardless of a lender’s specific goals — though the size of the benefit may vary.”

Applicants without credit histories who were approved using the retail-based credit score were also more likely to repay their loans, indicating genuine creditworthiness. Among first-time borrowers, the default rate dropped from 4.74% to 3.31% when lenders incorporated retail data into their decisions and kept approval rates constant.

For applicants with existing credit histories, the opposite was true: approval rates fell slightly, from 87.5% to 84.5%, as the new model more effectively screened out high-risk applicants.

Expanding Access, Managing Risk

The study offers clear takeaways for banks and credit card companies. Lenders who want to approve more applications without taking on too much risk can use parts of the researchers’ model to design their own credit scoring tools based on customers’ shopping habits.

Still, Lee says, the process must be transparent. Consumers should know how their spending data might be used and decide for themselves whether the potential benefits outweigh privacy concerns. That means lenders must clearly communicate how data is collected, stored, and protected—and ensure customers can opt in with informed consent.

Banks should also keep a close eye on first-time borrowers to make sure they’re using credit responsibly. “Proactive customer management is crucial,” Lee says. That might mean starting people off with lower credit limits and raising them gradually as they demonstrate good repayment behavior.

This approach can also discourage people from trying to “game the system” by changing their spending patterns temporarily to boost their retail-based credit score. Lenders can design their models to detect that kind of behavior, too.

The Future of Credit

One risk of using retail data is that lenders might unintentionally reject applicants who would have qualified under traditional criteria — say, because of one unusual purchase. Lee says banks can fine-tune their models to minimize those errors.

She also notes that the same approach could eventually be used for other types of loans, such as mortgages or auto loans. Combined with her earlier research showing that grocery purchase data can predict defaults, the findings strengthen the case that shopping behavior can reliably signal creditworthiness.

“If you tend to buy sale items, you’re more likely to be a good borrower. Or if you often buy healthy food, you’re probably more creditworthy,” Lee explains. “This idea can be applied broadly, but models should still be customized for different situations.”

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This article originally appeared on Rice Business Wisdom. Written by Deborah Lynn Blumberg

Anderson, Lee, and Yang (2025). “Who Benefits from Alternative Data for Credit Scoring? Evidence from Peru,” Journal of Marketing Research.

XSpace adds 3 Houston partners to fuel national expansion

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Texas-based XSpace Group has brought onboard three partners from the Houston area to ramp up the company’s national expansion.

The new partners of XSpace, which sells high-end multi-use commercial condos, are KDW, Pyek Financial and Welcome Wilson Jr. Houston-based KDW is a design-build real estate developer, Katy-based Pyek offers fractional CFO services and Wilson is president and CEO of Welcome Group, a Houston real estate development firm.

“KDW has been shaping the commercial [real estate] landscape in Texas for years, and Pyek Financial brings deep expertise in scaling businesses and creating long‑term value,” says Byron Smith, founder of XSpace. “Their commitment to XSpace is a powerful endorsement of our model and momentum. With their resources, we’re accelerating our growth and building the foundation for nationwide expansion.”

The expansion effort will target high-growth markets, potentially including Nashville, Tennessee; Orlando, Florida; and Charlotte and Raleigh, North Carolina.

XSpace launched in Austin with a $20 million, 90,000-square-foot project featuring 106 condos. The company later added locations on Old Katy Road in Houston and at The Woodlands Town Center. A third Houston-area location is coming to the Design District.

XSpace condos range in size from 300 to 3,000 square feet. They can accommodate a variety of uses, such as a luxury-car storage space, a satellite office, or a podcasting studio.

“XSpace has tapped into a fundamental shift in how entrepreneurs and professionals want to use space,” Wilson says. “Houston is one of the best places in the country to innovate and build, and XSpace’s model is perfectly aligned with the needs of this fast‑growing, opportunity‑driven market.”

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