Putting students and families at the center of strategy will optimize resources and improve academic outcomes. Photo via Getty Images

It’s no secret: K-12 public schools in the U.S. face major challenges. Resources are shrinking. Costs are climbing. Teachers are battling burnout. Student outcomes are declining.

There are many areas of concern.

Some difficulties are intangible, inescapable and made worse by crises like the COVID-19 pandemic. Some can be fixed or alleviated by wisely allocating resources. And others — like a lack of strategic focus — can be avoided altogether.

It’s this final area, strategic focus, that researchers Vikas Mittal (Rice Business) and Jihye Jung (UT-San Antonio) address in a groundbreaking study. According to Mittal and Jung, superintendents and principals misallocate vast amounts of time and resources trying to appease their many stakeholders — students, parents, teachers, board trustees, community leaders, state evaluators, college recruiters, potential employers, etc.

Instead, Mittal and Jung show, administrators need to put their entire focus on one key stakeholder — the “customer,” i.e. students and families.

It may sound strange to call students and families “customers” in the context of public education. After all, 5th-period Spanish isn’t like buying an iPhone or fast food. The classroom is not transactional. Students and caregivers are part of a broader relational context that most directly involves teachers and peers. And students are expected to contribute to that context.

But K-12 public funds are tied to enrollment and attendance numbers. This means the success or failure of a school or school district ultimately comes down to “customer” satisfaction.

Beware the Stakeholder Appeasement Trap

Here’s what happens when students and families become dissatisfied with their school:

As conditions deteriorate, families (who can afford to) may choose to homeschool or move their children to private or better-performing public schools. As a result, enrollment revenue decreases, which forces administrators to cut costs. Cut costs lead to worsened performance and lower satisfaction among students and families. Lower satisfaction leads to further enrollment loss, which leads to more cost-cutting. And so on. (Schools need about 500-600 students to break even.)

It’s a vicious downward spiral, and it’s not unusual for schools to become trapped in it. To avoid this vortex, administrators end up adopting a “spray and pray” or “adopt and hope” approach, pursuing various stakeholder agendas in hopes that one of them will be the key to institutional success. Group A wants stronger security. Group B wants improved internet access. Group C wants better facilities. Group D wants to expand athletics.

It’s an understandable impulse to make everyone happy. However, Mittal and Jung find that the “stakeholder appeasement” approach dilutes strategic focus, wastes resources and creates a bloat of ineffective initiatives.

Initiative bloat isn't a benign problem. The labor of implementing programs inevitably falls on teachers and frontline staff, which can result in mediocre performance and burnout. As initiatives multiple over time, communication lines become strained and, distracted by the administration's efforts to please everyone, teachers and frontline staff fail to satisfy students and families.

Pay Attention to Lift Potential

Using data from administrator interviews and more than 10,000 parent surveys, Mittal and Jung find that students and families only value a few strategic areas. By far the most important is family and community engagement, followed by academics and teachers. The least important, somewhat surprisingly, is extracurriculars like athletics programs.

The assumption that athletics would be high on the list of student and family priorities raises a crucial point in the study. Mittal and Jung note that it’s a serious error to assume that the more a strategic area is mentioned the more it drives customer value.

“Conflating the two — salience and lift potential — is the single biggest factor that can mislead strategy planning,” the researchers say.

A customer-focused strategy prioritizes lift potential — meaning it allocates budgets, people and time to the areas that have the highest capacity to increase customer value, as measured by customer satisfaction. If family and community engagement is the most important strategic area, then savvy administrators will invest in the “execution levers” that improve it.

For instance, Mittal and Jung find that allowing input on school policies is the most effective lever for demonstrating family and community engagement. Another important strategic area is improving the quality of teachers, and one of the most effective ways of doing this is to emphasize their academic qualifications.

Just as important as instituting effective customer-focused initiatives is de-emphasizing those that are ineffective. It can be a difficult process to stop and de-emphasize initiatives, however ineffective. But ultimately, the benefit is that teachers and frontline staff will be able to concentrate on the execution levers that matter.

This strategic transformation can’t happen overnight. Developing the framework will require a school district 18 to 24 months, Mittal and Jung estimate. Embedding it into practice can take an additional 12 to 18 months. For example, it would involve changing the way senior administrators, school principals and teachers are held accountable. Instead of emphasizing standardized test scores, which do not add to customer satisfaction, it’s more effective to concentrate on input factors that directly impact the quality of academics and learning.

To help schools develop and implement a customer-focused strategy, future research can focus on frameworks for guiding schools to maximize the areas of value that students and families care about most.

------

This article originally ran on Rice Business Wisdom. For more, see Mittal and Jung, “Revitalizing educational institutions through customer focus.” Journal of the Academy of Marketing Science (2024): https://doi.org/10.1007/s11747-024-01007-y.

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Houston startup debuts new drone for first responders

taking flight

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

houston voices

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.”

---

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

growth mode

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.”