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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Microsoft partners with Rice University's OpenStax on AI teaching tool

group project

Rice University’s OpenStax and Microsoft are partnering to integrate the nonprofit’s content with the tech giant’s AI innovation, known as Learning Zone.

“At OpenStax, our mission is to make an amazing education accessible to all,” Richard G. Baraniuk, founder and director of OpenStax, said in a news release. “That’s why we’re excited to integrate our trustworthy, peer-reviewed content with Microsoft’s AI technology through the Microsoft Learning Zone. Together, we aim to help more instructors and their students access engaging, effective learning experiences in new and dynamic ways. We also share a strong commitment to the thoughtful and responsible application of AI to better ensure all learners can succeed.”

OpenStax is a provider of affordable instructional technologies and is also one of the world’s largest publishers of open educational resources (OER).

Microsoft Learning Zone promises to provide educators and students with “responsible AI technology and peer-reviewed educational content to support learning” on Microsoft Copilot+ PCs. Microsoft Learning Zone works by utilizing on-device AI to generate interactive lessons for students, and its integration with OpenStax content means educators can rely on OpenStax’s digital library of 80 openly licensed titles.

The goal is for educators to create effective and engaging learning experiences safely, thereby bypassing the need to source and vet content independently. Included is a library of ready-to-use lessons, opportunity for immediate feedback and differentiated learning. Educators will maintain control of instructional content and pedagogical strategies and will be able to update or edit lessons or activities prior to sharing them with students.

Other tools included in the Microsoft Learning Zone are additional languages, reading coaching, public speaking help, math and reading progress, and a partnership with the online quiz platform Kahoot!

OpenStax resources have been reported as used across 153 countries, and this current collaboration combines the power and potential of responsible AI usage in education with content that has been utilized by 13,569 K-12 schools and 71 percent of U.S. colleges and universities, according to Rice.

“Through our partnership with OpenStax, we’re combining the power of on-device AI in Copilot+ PCs with OpenStax’s trusted and diverse peer-reviewed content to help educators quickly create high-quality, personalized, engaging lessons,” Deirdre Quarnstrom, vice president of Microsoft Education, added in the news release. “We’re excited about how this collaboration will empower classrooms globally.”

Houston ranks among the 15 best cities in America for 2025

Ranking It

A new national report ranking the best cities in America has declared Houston is the 13th best U.S. city in 2025.

The annual "America's Best Cities" report from Resonance Consultancy, a Canada-based real estate and tourism marketing firm, ranks the relative qualities of livability, cultural "lovability," and economic prosperity in America's principal cities with metropolitan populations of 500,000 or more.

These top 100 cities "brilliantly weave local culture with economic prospects, aligning with global and domestic travel trends to create premier experiences for both residents and travelers."

Houston's new placement is three spots lower than its triumphant No. 10 rank in 2024. Though it no longer holds a prized top-10 spot, the report hails Houston as a "coveted hometown for the best and brightest on earth."

Among Houston's other shining attributes are its booming population growth – which has now grown to a staggering 7.51 million people – plus its competitive real estate market and a vibrant hospitality and culinary scene. Additionally, Houston earned a well-deserved No. 4 rank in the report's "restaurants" subcategory.

"A 221-room Home2 Suites/Tru by Hilton debuted near Toyota Center in March, while Marriott’s newly renovated Residence Inn NASA/Clear Lake keeps surging visitors happy," the report said. "West Houston’s Greenside will convert 35,000 square feet of warehouses into a park-laced retail hub by 2026, while America’s inaugural Ismaili Center, rising along Allen Parkway, remains on schedule for later this year, adding yet another cultural jewel to H-Town’s festival-fueled mosaic."

The report additionally puts a large focus on Houston's innovative energy sector and its numerous large companies that boost the local economy and create thousands of jobs. Several of these Houston-based companies are some of the best places to work, according to U.S. News and World Report.

One such company that was specifically praised in the report was the HyVelocity Hub, which aims to "ensure economic resilience and long-lasting, domestic energy production" along the Gulf Coast.

"The HyVelocity Hydrogen Hub just locked in up to $1.2 billion from the U.S. DOE, targeting 45,000 jobs and slicing 7.7 million tons of CO₂ a year," the report said.

Elsewhere in Texas

Dallas (No. 14) and Austin (No. 15) ranked right behind Houston in the top 20, while San Antonio sank into the No. 41 spot after previously ranking 32nd last year. El Paso also fell from No. 83 in 2024 to No. 100 this year.

Jason McGrath, the executive vice president and head of U.S. Corporate Reputation at Ipsos, said in the report that American cities are proving their resiliency as they are faced with "climate issues, increasing infrastructural demands, and shifting geopolitical landscapes affecting international relations and travel."

"Despite these hurdles, cities are creatively reinventing themselves to shine as examples of cultural vibrancy and innovation, keeping their competitive edge both locally and globally," McGrath said. "Our report shows that the allure of American cities remains strong, thanks to their rich diversity and vast attractions — from natural wonders to buzzing cultural hubs."

The top 10 best cities in America in 2025 are:

  • No. 1 – New York City, New York
  • No. 2 – Los Angeles, California
  • No. 3 – Chicago, Illinois
  • No. 4 – San Francisco, California
  • No. 5 – Seattle, Washington
  • No. 6 – Miami, Florida
  • No. 7 – Boston, Massachusetts
  • No. 8 – Washington, D.C.
  • No. 9 – Las Vegas, Nevada
  • No. 10 – San Diego, California
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This article originally appeared on CultureMap.com.

Houston biosciences company opens new sequencing center for drug development

bioscience breakthroughs

Houston-based Avance Biosciences has launched the Next-Generation Sequencing Center of Excellence, designed to enhance the company’s sequencing capabilities for drug development. Specifically, the facility at the company’s main campus in Northwest Houston will pursue breakthroughs in biologics, cell therapy and gene therapy.

In the drug industry, sequencing refers to studying nucleotides in DNA and RNA molecules. Nucleotides are the building blocks of DNA and RNA.

“This is a major milestone for Avance Biosciences as we continue to support the evolving needs of biologics and cell and gene therapy developers,” Xuening “James” Huang, co-founder, CEO and chief technology officer of Avance, said in a news release. “By consolidating state-of-the-art sequencing platforms and scientific talent, we’ve created a highly capable organization ready to solve complex genomic challenges with precision and compliance.”

In 2013, Avance rolled out next-generation sequencing (NGS) that complies with federal guidelines. Since then, Avance “has remained at the forefront of regulated sequencing services,” the company said. “The launch of the (new center) strengthens the company’s ability to deliver accurate, reproducible, and regulatory-aligned sequencing data across a wide array of therapeutic modalities.”

Cal Froberg, senior vice president of sales and marketing at Avance, said pharmaceutical and biotech clients trust the company’s technical capabilities and regulatory compliance.

“With the ever-changing global landscape and increasing scrutiny around international sample shipments, conducting advanced, cost-effective NGS testing domestically is now more feasible than ever,” Froberg said. “Our clients have confidence that their samples will remain in the U.S.”

Avance, founded in 2010, plans to hold an open house at the new facility in September to showcase its capabilities, technology, talent, and services. The company’s services include sequencing, molecular biology, cell-based testing, and bioanalytical testing.