It’s time to better understand the galaxy of channels we use to shop online and in stores. Photo via Pexels

Back in the Paleolithic Age of online marketing — say, 15 years ago — the idea of online sales as a significant business vehicle for brands such as Target or Walmart was almost unimaginable. Shopping meant going to a store, because stores were where sales happened.

Today, people shop with their computers, via watches and phones, even through their refrigerators. Sellers market on multiple platforms, digital and traditional, including the brick and mortar store. Even the glossy catalogues that arrive in the mail still prompt sales.

Advancing technology has made it possible for consumers to shop not only across a staggering number of channels — but to do so in a constellation of ways. Say a shopper has broken down and decided to buy a wildly popular all-purpose pressure cooker. She might start off using the internet to glean product details and prescreen options. Then she might visit a retail outlet to eyeball the product herself. Finally, after mulling for days, she may impulsively whip out her phone to make the order.

But what determines these particular choices of shopping venues? Rice Business professor Utpal M. Dholakia set out to map this new landscape of consumerism. Joining Dholakia were colleagues Barbara E. Kahn of the Wharton Business School, Randy Reeves of Macy’s Department Stores, Aric Rindfleisch of the University of Wisconsin, David Stewart of the University of California at Riverside and Earl Taylor of the Marketing Science Institute.

Consumer behavior, the researchers knew, is too complex — too all-over-the-map — to develop any sort of quantum marketing theory to explain it. So while interested in answers, the team aimed instead to frame useful questions. Their goal was to bring attention to the multi-channel retailing environment, creating a comprehensive but flexible way to investigate how shoppers navigate the intricate modern marketplace.

More specifically, Dholakia’s team wanted to learn exactly what consumers are finding. What do they do while using various internet and other tools to shop? When do different types of shoppers grab their devices and buy? What obstacles crop up as shoppers wend their ways through this maze of venues? Finally, the researchers wanted to map the vast scope of research issues surrounding this customer behavior.

It was fairly simple to answer the first question: Why do we use such diverse shopping tactics? Usually, it’s about getting the best deal. Some people, however, take their shopping seriously, savoring the idea that they are approaching their task both thoughtfully and thoroughly. Others get a genuine thrill out of the social experience of being part of a community, or from experimenting with different products and ways to buy them. And some shoppers head straight to a certain website or media source because they expect a specific price tag.

Many consumers, Dholakia and his co-researchers found, constantly change the means they use to shop. In one survey of 337 multichannel shoppers, for example, the researchers found that 52 percent reported migrating back and forth from offline to online channels across four product categories including books, airline tickets, stereo systems and wine. This hopscotching from brick and mortar to catalogues, to online and back, could be predicted by certain factors including price, the product they were looking for, how they evaluated the product and even waiting time.

The researchers also found that each type of shopper uses channels differently. Penny-pinchers don’t care where they buy, as long as the price is right. Generalists shop online or in the store because of the overall shopping experience. Traditionalists shun new ways of shopping, and multichannel enthusiasts happily bounce between stores, the internet and catalogues. Finally, the hard-core, store-focused customers will only shop in a place with doors and shelves.

To add a layer of complication, some don’t use channels to shop at all. They just want information. These are the shoppers who pop into to a store to test drive a phone before they buy it online. They study the pressure cooker in a catalogue before they go to the store.

And even within all the online options, there are innumerable detours to explore. Say you want a Nikon camera. You might go to an enthusiasts’ page such as Nikonians.org before you decide which model to buy, whether it’s online or at the local camera shop. Your friendly chat with the guy who owns the local camera store may now turn into a real-time virtual chat with a company representative.

The new marketplace, in other words, has become a dizzying landscape. Shoppers, clearly, have risen to the challenge. Nevertheless, it’s in the interests of sellers and buyers both to understand more deeply not only why we buy what we buy — but where.

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This article originally ran on Rice Business Wisdom and is based on research from Utpal M. Dholakia, the George R. Brown Professor of Marketing at Jones Graduate School of Business at Rice University.

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Houston ranks among 15 U.S. hot spots for women in tech

Ranking It

Houston is soaring among the best places in the U.S. for women in tech, a new report says. Houston ranked No. 15 nationwide in SmartAsset's new report, "Best and Worst Cities for Women in Tech — 2026 Study," which compared the 50 biggest U.S. cities across four metrics:

  • Gender pay gap — women's median earnings as a percentage of men’s median earnings in tech
  • The share of all tech workers that are women
  • The overall concentration of employment for tech workers, defined as "tech workers as a share of the local workforce"
  • Women tech workers’ median earnings, adjusted for regional price parity
For the purpose of the study, tech workers are defined as "city residents employed in computer and mathematical occupations." The study's findings show that fewer than 9,500 tech workers in Houston are women, or 25.6 percent of the total tech workforce in the city. In total, tech workers in general make up less than 3 percent of the Houston workforce.Despite the high ranking, women tech workers in Houston have a sizeable gap to cross to receive equal pay compared to their male counterparts in the same industry. Women tech workers make just over $97,000 in median earnings after adjusting for regional price parity, which is only 93 percent of what male tech workers make, SmartAsset found.

There are only two U.S. cities where women in tech earn more than what their male counterparts: Miami and Memphis, Tennessee. Women tech workers in Miami make an adjusted $88,650 in median earnings, or 101.7 percent of what men in tech make. In Memphis, women make $84,718 in adjusted earnings, or 101.5 percent of what men in tech earn.

The findings also assert that women remain underrepresented in the nation's overall tech sector, despite making up nearly half of the total workforce. Only 22.6 percent of the country's tech labor force is made up of women, according to the Equal Employment Opportunity Commission."Opportunities for women in tech can vary considerably by location, and these differences shape access to jobs, career advancement and earning potential," the report's author wrote. "In some places, women account for a larger share of tech workers, face narrower pay gaps and enjoy a stronger local labor market. In others, they may encounter a more challenging career environmentThe six other Texas cities that earned spots in the report are Austin (No. 6), Fort Worth (No. 26), Dallas (No. 32), Arlington (No. 38), San Antonio (No. 42), and El Paso (No. 49).

The top 10 best U.S. cities for women in tech are:

  • No. 1 – San Jose, California
  • No. 2 – Seattle, Washington
  • No. 3 – San Francisco, California
  • No. 4 – Atlanta, Georgia
  • No. 5 – Baltimore, Maryland
  • No. 6 – Austin, Texas
  • No. 7 – Oakland, California
  • No. 8 – Portland, Oregon
  • No. 9 – Boston, Massachusetts
  • No. 10 – Minneapolis, Minnesota
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This article first appeared on CultureMap.com.

5 female-founded Houston startups shine as Innovation Awards finalists

meet the finalists

Houston is home to many standout female founders, making inroads and breakthroughs in every industry.

As part of the 2026 Houston Innovation Awards, our Female-founded Business category honors women-led startups that are shaping Houston innovation.

Five female-founded businesses have been named finalists for the 2026 award. This year's finalists, selected by our esteemed panel of judges, range from an AI startup for C-Suite execs to a company developing semi-autonomous crawler robots for corrosion detection.

Read more about these innovative startups and the visionary female founders behind them below. The 2026 winners will be announced on InnovationMap.com in mid-November.

Adair

Artificial intelligence startup Adair uses computational linguistics and behavioral economics to measure, model and quantify the impact of spoken and written language on firm valuation and stock prices. The company works with C-Suite executives of public companies on high-stakes communications before they go live.

The company was founded last year by CEO Kathleen Perley, CPO Alex Duong and CTO Anthony Grivet. It raised $5.6 million earlier this year, according to its application.

ARIX Technologies

Energytech startup ARIX Technologies has developed a semiautonomous VENUS crawler robot to detect corrosion under insulation before it becomes a failure. The robots climb insulated piping in refineries, chemical plants and energy facilities to capture inspection data without removing insulation or building scaffolding. ARIX's inspection portal then turns information from the inspection into data a company can act on.

ARIX was founded in 2017 by Dianna Liu, who serves as director, and Head of Product Petter Wehlin. Craig Malloy serves as CEO. The company has raised more than $22 million in seed funding and a Series A round, according to its application.

Bairitone Health

Healthtech startup Bairitone Health is bringing anatomy imaging for sleep apnea to the home environment. The company's platform maps users' anatomy during natural sleep using a facial patch to determine the root cause of airway obstruction. It then offers effective therapies for each patient.

The company was founded in 2022 in the Texas Medical Center's Biodesign program by CEO Meagan Pitcher, CTO Onur Kilic and chief medical officer Britt Cross. It was a member of Activate Houston's inaugural cohort and has participated in numerous accelerators and incubators. The company raised an oversubscribed seed round for $2.4 million earlier this year and received Breakthrough Device Designation from the Food and Drug Administration in April.

FlowCellutions

Energytech startup FlowCellutions is developing a chemistry-agnostic diagnostics platform for flow and metal-air batteries supporting data centers and critical infrastructure. The platform is designed to help reduce operating costs, prevent failures and costly downtime, and extend battery lifetime from approximately seven years to more than 30 years. It has deployed four paid pilots and plans to take insights from the programs to develop its next-gen sensor platform technology.

CEO Becca Segel founded the company in 2022. It is a member of Greentown Labs, and Segel was a 2025 Activate Fellow. The company has raised over $2 million in non-dilutive funding and received a $1.5 million NSF SBIR Fast-Track award earlier this year.

ParaDocs Health

Healthtech startup ParaDocs Health is developing a clinical intelligence platform that helps doctors and care teams streamline administrative tasks and make better use of patient records. Its technology organizes fragmented clinical data into actionable insights, helping care teams identify gaps in care, assess patient risks and simplify documentation and reimbursement.

ParaDocs was founded in 2022 by CEO Dr. Dhini Nasution and CTO Dr. Omar Mohtar. The company participated in the TMCi Biodesign Program and raised a preseed round last year, according to its application.