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 startup’s brain implant for depression advances to clinical trial

moving forward

Houston-based Motif Neurotech has received FDA approval to move forward with its first clinical trial for its innovative way to fight treatment-resistant depression and other mental health disorders.

The company has developed a brain-computer interface technology based on research from Rice University. The blueberry-sized, wirelessly powered implantable device known as the Digitally-programmable Over-brain Therapeutic (DOT) stimulator delivers electrical stimulation to brain circuits linked to depression. The DOT stimulator sits in the skull above the dura without touching the brain and is considered an alternative to transcranial magnetic stimulation, which requires multiple treatment sessions and can cause headaches.

“The goal for this technology is that it would be the mental health equivalent of a continuous glucose monitor for diabetes,” Jacob Robinson, a Rice University professor of electrical computer engineering and bioengineering and CEO of Motif Neurotech, said in a news release. “What has been really special for me personally on this journey is to be able to work all the way from a concept through the process of research and development funded by the federal government at Rice, and take that into a product that is going to affect people’s lives for the better.”

Eligible adults whose depression has not improved after trying multiple therapies can take part in the study. The clinical trial will be conducted in collaboration with Baylor College of Medicine, Brain Health Consultants (Houston), UT Health Houston, Massachusetts General Brigham, Emory Healthcare, University of Iowa, University of Utah Health and New York University, according to Rice.

Motif also announced that it was one of the first teams selected for ARPA-H’s EVIDENT initiative, which recently awarded up to $139.4 million to spur new, effective therapies for behavioral health. Through the initiative, Motif will collect additional data alongside its clinical trial.

“The idea with this funding is to support a number of teams who have rapid-acting interventions for a mental health condition and to collect additional data to help determine with greater precision whether a treatment is working, how it is working and which patients are benefitting most from which course of treatment,” Robinson added in the release.

Motif Neurotech was spun out of Robinson’s and Professor Kaiyuan Yang’s labs at Rice, along with collaborators and co-founders Dr. Sameer Sheth at Baylor College of Medicine and Dr. Sunil Sheth at the University of Texas Health Science Center at Houston. It was founded through the Rice Biotech Launch Pad. The company closed its Series A round with an oversubscribed $18.75 million last year.

New immersive experience Time Mission clocks into Houston this summer

It's Time

Time for a new immersive experience to come to Houston: Time Mission, a kid-friendly, team-based adventure, is scheduled to land at the Marq-E Entertainment District in summer 2026.

Created by LOL Entertainment, a location-based entertainment company specializing in immersive attractions, Time Mission blends physical and mental challenges in a fast-paced experience, a release says. Players take on real-world tasks like cracking codes, dodging lasers, solving riddles, and exploring hidden tunnels to earn points for their team.

Racing through 25-plus unique portals, teams of two to five players embark on a time-travel journey across the past, present, and future, all while collecting points and battling the clock. The website says the attraction is appropriate for "players age 6 to 106."

“We’ve seen a shift in how people seek entertainment, choosing immersive adventures that foster connection and excitement," says Rob Cooper, CEO of LOL Entertainment, in the release. "We’re excited to introduce [Texas] to an experience where strategy, innovation, and teamwork collide."

There are currently Time Mission locations in Pennsylvania, New York, Rhode Island, Virginia, Illinois, and Belgium. Dallas will be the first Texas location, followed by Houston.

Immersive attractions have been popular in Houston for several years, from Meow Wolf just north of downtown to interactive experiences dedicated to balloons and more.

Time Mission will be located in a 10,000-square-foot space at the Marq-E Entertainment District (7620 Katy Fwy., Ste. 355). The exact opening date will be announced at a later time.

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This article originally appeared on CultureMap.com.

7+ can't-miss Houston business and innovation events in May

where to be

Editor’s note: Houston is living up to its nicknames as Space City and the Energy Capital of the World this month with a lineup of insightful talks, pitch days and industry conferences. Plus, there are opportunities to network over crawfish, learn about brain health and more. Here’s what not to miss and how to register. Please note: this article may be updated to add more events.

May 7 – Ion Block Party and Crawfish Boil

Head to this special edition Block Party, featuring a crawfish cook-off competition among the Ion’s businesses. Competing teams include Transwestern, Microsoft, Rice Alliance, Rice Nexus, South Main Baptist, Per Scholas, Industrious and many others. Taste test crawfish while supplies last, and sip a complimentary drink from Second Draught.

This event is Thursday, May 7, from 4-7 p.m. at the Ion. Register here.

May 12 – Why the Next Decade of Breakthrough Brain Tech Matters For You, and What to Do About It

Hear from Matias Serebrinsky, co-founder and general partner of San Francisco-based PsyMed Ventures, at this talk presented by EO Houston. Serebrinsky will discuss why founders are disproportionately affected by brain health issues and look at breakthrough brain and mental health tech.

This event is Tuesday, May 12, from 11:20 a.m.-1 p.m. at Tony's on Richmond Avenue. Register here.

May 18-19 — Geothermal Transition Summit North America

This two-day summit serves as the meeting point for the geothermal and oil and gas industries and will focus on geothermal energy, including scaling plants and navigating state regulations. The event promises 40 expert speakers, 15 exhibition spaces, and networking opportunities with 250 industry decision makers.

This event begins May 18 at Norris Conference Center. Register here.

May 19 – IOT Innovation Day

IoT Innovation Day will present a series of fast‑paced, 15‑minute tech talks focused on the future of connected devices. These sessions feature insights from founders, engineers, product innovators and industry leaders. Attendees are also invited to sign up to present their own tech talk showcasing their expertise, startup or solution.

This event is Tuesday, May 19, from 10 a.m.-6 p.m. Register here.

May 20-21 — ESF North America

ESF North America returns for its 5th edition, under the theme of “innovation and adaptation.” Attendees will explore how technology, innovation, and collaboration can drive a resilient, competitive refining and chemicals industry.

This event begins May 20 at The Westin Oaks Houston at the Galleria. Register here.

May 21 – AI + Energy Sector Pitch Day

Hear from startups powering the AI boom or using AI to support the energy transition at Greentown's latest installment of its Sector Pitch Day series. Brian Walker, program manager for emerging technologies in the U.S. Department of Energy’s Building Technologies Office, will present the keynote address. Six Greentown startups will present pitches, as well as others from IMPEL, a DOE tech-to-market program, and more. Stick around for a networking happy hour.

This event is Thursday, May 21, from 1:30-6:30 p.m. at the Ion. Register here.

May 28 – NASA Stories at the Ion: A Conversation with NASA’s Artemis II Orion Vehicle Manager Branelle Rodriguez

NASA’s Artemis II Orion Vehicle Manager Branelle Rodriguez will discuss what it took to ready the spacecraft for its mission and return to Earth at this special installment of NASA Stories. Rodriguez will share insights on Orion’s high-speed reentry, the views of the Moon and Earth witnessed by the crew, and what’s next for Orion on NASA’s upcoming Artemis missions in 2027 and 2028. Complimentary breakfast and networking take place before each talk.

This event Thursday, May 28, from 8:30-10 a.m. at the Ion. Register here.

May 28 – NASA Tech Talks: Texas-France Space Hub Business Accelerator Initiative

NASA Tech Talks is partnering with the Rice Space Institute (RSI) this month to host the second cohort of the Texas-France Space Hub in Houston. The hub aims to unite academic institutions and private enterprises to expand commercial space presence in both countries. Startups from the hub will present during the event, followed by drinks and networking at Second Draught.

This event Thursday, May 28, from 6-7 p.m. at the Ion. Register here.