Customer satisfaction directly influences a company's sales, margins, and earnings, and companies that track and measure customer satisfaction have a leg up on competition. Getty Images

Back when people flew nonchalantly for business, an unabashed fan of Great Reputation Airline took a flight where almost everything went wrong. First there was a weather delay. Then there was a mechanical issue. The crew was surly, the pretzels stale. Finally, after landing, when she finally made it to baggage claim, her suitcase was MIA.

But instead of complaining on social media, Great Reputation's passenger wrote off the problems to a rare bad day for the airline – which showered her with drink coupons and later delivered her luggage to her hotel.

GRA's response exemplifies customer satisfaction principles outlined in a paper by Rice Business professor Vikas Mittal and former Rice Business doctoral student Carly Frennea. Summarizing the major research about customer satisfaction, the coauthors codified their findings into a checklist for managers.

While most people understand the general concept of customer satisfaction, in business it's a specific term summarizing a consumer's post-use evaluation of the extent to which a product or service met their expectations. Satisfied customers are more likely to buy again, buy more, recommend a business to others and cost less to serve in the future. A satisfied customer doesn't just cut customer-acquisition costs. She can also help a business attract the right customers through online recommendations.

But the most compelling reason to chase customer satisfaction, say Mittal and Frennea, comes from the University of Michigan's American Customer Satisfaction Index, which tracks customer satisfaction ratings of public companies. Decades of studies based on this data show that customer satisfaction and financial performance go hand-in-hand. While the strength of this association can vary, the link is indisputable. "Nowhere else in marketing has the impact of a customer-based metric on a firm's financial performance been so clearly and consistently established," Mittal and Frennea write.

To help make that satisfaction/revenue link a felicitous one, the researchers recommend the five kinds of data managers should collect.

  • Overall customer satisfaction: A summary evaluation of an overall experience.
  • Behavioral intentions: "Loyalty metrics" that measure the likelihood of buying again, recommending to others and intent to complain.
  • Attribute-level perceptions: Evaluating specific product or service features. For a doctor, this may include time spent waiting in the office, quality of care and explanation of diagnosis. For an oilfield services company, this may include product quality, safety, ongoing service and support, billing and pricing.
  • Contextual information: Comparisons to earlier experiences with a firm and against those with competitors.
  • Customer background variables: Includes gender, age and use of competitors' products and services.

Once these data are collected, the researchers say, managers should use statistical analysis that includes all relevant variables (a method known as multiple regression). This allows companies to figure out which variables have the largest association with overall satisfaction, and which have none. For example, a multiple regression might show that the bad effect of dashing customer expectations is stronger than the good effect of exceeding those expectations. The analysis may also reveal that this effect is stronger for ongoing service and support, say, than for pricing and billing. Conclusion: The company should fix problems with ongoing service and support before tinkering with its pricing and billing strategy.

Companies should also share such customer satisfaction insights with employees and incentivize them to make customer satisfaction a top priority, the researchers write.

To achieve this, executives need to see customer satisfaction as a strategic tool, not just a "good-to-have" afterthought. For this:

  • Treat customer satisfaction as a strategic investment and integrate it into the strategic planning process.
  • Don't skimp on the science. Use the most advanced multiple regression models, and now machine-learning technologies, to distinguish the important from the unimportant, and prioritize the important.
  • Using statistical science, link customer-loyalty patterns to actual behaviors such as repurchasing and repeat sales.
  • Remember that your front-line employees are vital and motivate them by linking their performance to the right customer satisfaction metrics.
  • Don't just maximize customer satisfaction. Balance decreasing and increasing returns on satisfaction initiatives. For this, don't rely on "voice-of-customer" based on casual interviews and discussions. Use rigorously designed customer studies that can be statistically linked to financial results.
  • Share! Summarize satisfaction findings in understandable terms and train employees to act on them. Smart companies use this approach to derive their customer-value proposition and focus the company's strategy.

The formula, after all, is a simple one. If customers are a primary source of your company's cash flow, the first variable in your strategy needs to be making them happy.

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This story originally ran on Rice Business Wisdom. It's based on research from Vikas Mittal, the J. Hugh Liedtke Professor of Marketing at Jones Graduate School of Business at Rice University, and Carly Frennea, now an executive at Nike, who received her M.B.A. and Ph.D. at Jones Graduate School of Business.

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Houston edtech company closes oversubscribed $3M seed round

fresh funding

Houston-based edtech company TrueLeap Inc. closed an oversubscribed seed round last month.

The $3.3 million round was led by Joe Swinbank Family Limited Partnership, a venture capital firm based in Houston. Gamper Ventures, another Houston firm, also participated with additional strategic partners.

TrueLeap reports that the funding will support the large-scale rollout of its "edge AI, integrated learning systems and last-mile broadband across underserved communities."

“The last mile is where most digital transformation efforts break down,” Sandip Bordoloi, CEO and president of TrueLeap, said in a news release. “TrueLeap was built to operate where bandwidth is limited, power is unreliable, and institutions need real systems—not pilots. This round allows us to scale infrastructure that actually works on the ground.”

True Leap works to address the digital divide in education through its AI-powered education, workforce systems and digital services that are designed for underserved and low-connectivity communities.

The company has created infrastructure in Africa, India and rural America. Just this week, it announced an agreement with the City of Kinshasa in the Democratic Republic of Congo to deploy a digital twin platform for its public education system that will allow provincial leaders to manage enrollment, staffing, infrastructure and performance with live data.

“What sets TrueLeap apart is their infrastructure mindset,” Joe Swinbank, General Partner at Joe Swinbank Family Limited Partnership, added in the news release. “They are building the physical and digital rails that allow entire ecosystems to function. The convergence of edge compute, connectivity, and services makes this a compelling global infrastructure opportunity.”

TrueLeap was founded by Bordoloi and Sunny Zhang and developed out of Born Global Ventures, a Houston venture studio focused on advancing immigrant-founded technology. It closed an oversubscribed pre-seed in 2024.

Texas space co. takes giant step toward lunar excavator deployment

Out of this world

Lunar exploration and development are currently hampered by the fact that the moon is largely devoid of necessary infrastructure, like spaceports. Such amenities need to be constructed remotely by autonomous vehicles, and making effective devices that can survive the harsh lunar surface long enough to complete construction projects is daunting.

Enter San Antonio-based Astroport Space Technologies. Founded in San Antonio in 2020, the company has become a major part of building plans beyond Earth, via its prototype excavator, and in early February, it completed an important field test of its new lunar excavator.

The new excavator is designed to function with California-based Astrolab's Flexible Logistics and Exploration (FLEX) rover, a highly modular vehicle that will perform a variety of functions on the surface of the moon.

In a recent demo, the Astroport prototype excavator successfully integrated with FLEX and proceeded to dig in a simulated lunar surface. The excavator collected an average of 207 lbs (94kg) of regolith (lunar surface dust) in just 3.5 minutes. It will need that speed to move the estimated 3,723 tons (3,378 tonnes) of regolith needed for a lunar spaceport.

After the successful test, both Astroport and Astrolab expressed confidence that the excavator was ready for deployment. "Leading with this successful excavator demo proves that our technology is no longer theoretical—it is operational," said Sam Ximenes, CEO of Astroport.

"This is the first of many implements in development that will turn Astrolab's FLEX rover into the 'Swiss Army Knife' of lunar construction. To meet the infrastructure needs of the emerging lunar economy, we must build the 'Port' before the 'Ship' arrives. By leveraging the FLEX platform, we are providing the Space Force, NASA, and commercial partners with a 'Shovel-Ready' construction capability to secure the lunar high ground."

"We are excited to provide the mobility backbone for Astroport's groundbreaking construction technology," said Jaret Matthews, CEO of Astrolab, in a release. "Astrolab is dedicated to establishing a viable lunar ecosystem. By combining our FLEX rover's versatility with Astroport's civil engineering expertise, we are delivering the essential capabilities required for a sustainable lunar economy."

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This article originally appeared on CultureMap.com.

Houston biotech co. raises $11M to advance ALS drug development

drug money

Houston-based clinical-stage biotechnology company Coya Therapeutics (NASDAQ: COYA) has raised $11.1 million in a private investment round.

India-based pharmaceuticals company Dr. Reddy’s Laboratories Inc. led the round with a $10 million investment, according to a news release. New York-based investment firm Greenlight Capital, Coya’s largest institutional shareholder, contributed $1.1 million.

The funding was raised through a definitive securities purchase agreement for the purchase and sale of more than 2.5 million shares of Coya's common stock in a private placement at $4.40 per share.

Coya reports that it plans to use the proceeds to scale up manufacturing of low-dose interleukin-2 (IL-2), which is a component of its COYA 302 and will support the commercial readiness of the drug. COYA 302 enhances anti-inflammatory T cell function and suppresses harmful immune activity for treatment of Amyotrophic Lateral Sclerosis (ALS), Frontotemporal Dementia (FTD), Parkinson’s disease and Alzheimer’s disease.

The company received FDA acceptance for its investigational new drug application for COYA 302 for treating ALS and FTD this summer. Its ALSTARS Phase 2 clinical trial for ALS treatment launched this fall in the U.S. and Canada and has begun enrolling and dosing patients. Coya CEO Arun Swaminathan said in a letter to investors that the company also plans to advance its clinical programs for the drug for FTD therapy in 2026.

Coya was founded in 2021. The company merged with Nicoya Health Inc. in 2020 and raised $10 million in its series A the same year. It closed its IPO in January 2023 for more than $15 million. Its therapeutics uses innovative work from Houston Methodist's Dr. Stanley H. Appel.