By accounting for both known and unknowable factors, managers can identify salespeople with traits that work best in different types of sales. Getty Images

When you're a manager, decisions barrage you each day. What product works? Which store layout entices? How will you balance the budget? Many of these decisions ultimately hinge on one factor: the skills of your sales force.

Often, when managers evaluate their salespeople they contend with invisible factors that may not show up in commissions or name-tagged sales rosters — intangibles such as product placement, season or simply a store's surrounding population. This makes it hard to fully evaluate a salesperson, or to spot which workers can teach valuable skills to their peers and improve the whole team.

But what if you could plug a few variables into a statistical model to spot your best sellers? You could then ask the star salespeople to teach coworkers some of their secrets. New research by Rice Business professor Wagner A. Kamakura and colleague Danny P. Claro of Brazil's Insper Education and Research Institute offers a technique for doing this. Blending statistical methods that incorporate both known and unknown factors, Kamakura and Claro developed a practical tool that, for the first time, allows managers to identify staffers with key hidden skills.

To test their model, the researchers analyzed store data from 35 cosmetic and healthcare retail franchises in four South American markets. These particular stores were ideal to test the model because their salespeople were individually responsible for each transaction from the moment a customer entered a store to the time of purchase. The salespeople were also required to have detailed knowledge of products throughout each store.

Breaking down the product lines into 11 specific categories, and accounting for predictors such as commission, product display, time of year and market potential, Kamakura and Claro documented and compared each salesperson's performance across products and over time.

They then organized members of the salesforce by strengths and weaknesses, spotlighting those workers who used best practices in a certain area and those who might benefit from that savvy. The resulting insight allowed managers to name team members as either growth advisors or learners. Thanks to the model's detail, Kamakura and Claro note, managers can spot a salesperson who excels in one category but has room to learn, rather than seeing that worker averaged into a single, middle-of-the-pack ranking.

If a salesperson is, for example, a sales savant but lags in customer service, managers can use that insight to help the worker improve individually, while at the same time strategizing for the store's overall success. Put into practice, the model also allows managers to identify team members who excel at selling one specific product category — and encourage them to share their secrets and methods with coworkers.

It might seem that teaching one employee to sell one more set of earbuds or one more lawn chair makes little difference. But applied consistently over time, such personalized product-specific improvement can change the face of a salesforce — and in the end, a whole business. A good manager uses all the tools available. Kamakura and Claro's model makes it possible for every employee on a sales team to be a potential coach for the rest.

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This story originally ran on Rice Business Wisdom.

Based on research from Wagner A. Kamakura, the Jesse H. Jones Professor of Marketing at Jones Graduate School of Business at Rice University.

Keeping on track with trends is crucial to growing and developing a relationship with your customers, these Rice University researchers found. Getty Images

Rice researcher delves into the importance of trendspotting in consumer behavior

Houston voices

Every business wants to read consumers' minds: what they love, what they hate. Even more, businesses crave to know about mass trends before they're visible to the naked eye.

In the past, analysts searching for trends needed to pore over a vast range of sources for marketplace indicators. The internet and social media have changed that: marketers now have access to an avalanche of real-time indicators, laden with details about the wishes hidden within customers' hearts and minds. With services such as Trendistic (which tracks individual Twitter terms), Google Insights for Search and BlogPulse, modern marketers are even privy to the real-time conversations surrounding consumers' desires.

Now, imagine being able to analyze all this data across large panels of time – then distilling it so well that you could identify marketing trends quickly, accurately and quantitatively.

Rice Business professor Wagner A. Kamakura and Rex Y. Du of the University of Houston set out to create a model that makes this possible. Because both quantitative and qualitative trendspotting are exploratory endeavors, Kamakura notes, both types of research can yield results that are broad but also inaccurate. To remedy this, Kamakura and Du devised a new model for quickly and accurately refining market data into trend patterns.

Kamakura and Du's model entails taking five simple steps to analyze gathered data using a quantitative method. By following this process of refining the data tens or hundreds of times, then isolating the information into specific seasonal and non-seasonal trends or dynamic trends, researchers can generate steady trend patterns across time panels.

Here's the process:

  • First, gather individual indicators by assembling data from different sources, with the understanding that the information is interconnected. It's crucial to select the data methodically, rather than making random choices, in order to avoid subjectively preselecting irrelevant indicators and blocking out relevant ones. Done sloppily, this first step can generate misleading information.
  • Distill the data into a few common factors. The raw data might include inaccuracies, which must be filtered out to lower the risk of overreacting or noting erroneous indicators.
  • Interpret and identify common trends by understanding the causes of spikes or dips in consumer behavior. It's key to separate non-cyclical and cyclical changes, because exterior events such as holidays or weather can alter behavior.
  • Compare your analysis with previously identified trends and other variables to establish their validity and generate insights. Looking at past performance through the filter of new insights can offer managers important guidance.
  • Project the trend lines you've identified using historical tracking data and their modeling framework. These trend lines can then be extrapolated into near-future projections, allowing managers to better position themselves and be proactive trying to reverse unfavorable trends and leverage positive ones.

It's important to bear in mind that the indicators used for quantitative trendspotting are prone to random and systematic errors, Kamakura writes. The model he devised, however, can filter these errors because it keeps them from appearing across different series of time panels. The result: better ability to identify genuine movements and general trends, free from the influence of seasonal events and from random error.

It goes without saying that the information and persuasiveness offered by the internet are inevitably attended by noise. For marketers, this means that without filtering, some trends show spikes for temporary items – mere viral jolts that can skew market research.

Kamakura and Du's model helps sidestep this problem by blending available historical data analysis, large time panels and movements while avoiding errors common to more traditional methods. For managers longing to glimpse the next big thing, this analytical model can reveal emerging consumer movements with clarity – just as they're becoming the future.

(For the mathematically inclined, and those comfortable with Excel macros and Add-Ins, who want to try trendspotting on their own tracking data, Kamakura's Analytical Tools for Excel (KATE) can be downloaded for free at http://wak2.web.rice.edu/bio/Kamakura_Analytic_Tools.html.)

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This article originally appeared on Rice Business Wisdom.

Wagner A. Kamakura is Jesse H. Jones Professor of Marketing at Jones Graduate School of Business at Rice University.

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6 Houston health tech startups making major advancements right now

meet the finalists

Home to leading hospitals, universities and health-focused incubators, Houston is a breeding ground for innovative medical technology and breakthroughs that can improve outcomes and lead to a better quality of life for patients.

The Health Tech Business category in our 2025 Houston Innovation Awards will honor an innovative startup within the health and medical technology sectors.

Six forward-thinking businesses have been named finalists for the 2025 award. They range from an end-of-life care company to others developing devices and systems for heart monitoring, sleep apnea, hearing loss and more.

Read more about these businesses, their innovative founders, and how they're shaping the future of health care below. Then join us at the Houston Innovation Awards on Nov. 13 at Greentown Labs, when the winner will be unveiled at our live awards ceremony.

Tickets are now on sale for this exclusive event celebrating all things Houston Innovation.

Bairitone Health

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 system is currently in the research and development phase and is being used in clinical trials and studies.

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. It raised a pre-seed round last year of $435,000.

Corveus Medical

Corveus Medical has developed a novel catheter device that allows cardiologists to perform a splanchnic nerve ablation, restoring the pressure balance in patients with moderate heart failure. Its pre-FDA-approved, minimally invasive solution deactivates a nerve that has been demonstrated to be a root cause behind heart failure progression, which allows physicians to treat patients who have traditionally had few options.

The company, formerly known as Caridian Medical, was founded in 2021 by CEO Tyler Melton and CMO Ishan Kamat. It has participated in incubators such as TMC Biodesign, Y Combinator, MedTech Innovator and Fogarty Innovation and was named one of the 10 most promising life science companies at Texas Life Science Forum in 2022. The company says it will move toward validation and verification testing for its device in Q4 of this year.

FibroBiologics

Regenerative medicine company FibroBioligics uses fibroblasts, the body’s most common type of cell, rather than stem cells, to help grow new cells to repair tissue and modulate the immune system. The cell therapies offer treatments for chronic conditions such as degenerative disc disease, multiple sclerosis and non-healing wounds.

The publicly traded company was founded in 2021 by CEO Pete O'Heeron. It opened a new 10,000-square-foot Houston lab earlier this year to scale up research efforts and pave the way for in-house manufacturing. The company says it plans to launch its first clinical trial for diabetic foot ulcers soon, representing the transition of its fibroblast technology to the clinic setting.

Koda Health

Koda Health has developed an advance care planning platform (ACP) that allows users to document and share their care preferences, goals and advance directives for health systems. The web-based platform guides patients through values-based decisions with interactive tools and generates state-specific, legally compliant documents that integrate seamlessly with electronic health record systems. The company also added kidney action planning to its suite of services for patients with serious illnesses last year.

Koda Health was founded out of the TMC's Biodesign Fellowship in 2020 by CEO Tatiana Fofanova, chief medical officer Dr. Desh Mohan, and chief technology officer Katelin Cherry. The company raised a $7 million series A earlier this year, and also announced major partnerships and integrations with Epic, Guidehealth, Medical Home Network, Privia Health and others.

NanoEar

NanoEar has miniaturized hearing aid technology so that it can be implanted across the eardrum, allowing adults with age-related hearing loss to enjoy better sound quality than they would with behind-the-ear hearing aids.

Dr. Ron Moses, an ENT specialist and surgeon at Houston Methodist, developed the technology, and the company was founded in 2016 with CFO Willem Vermaat and COO Michael Moore. The company participated in the TMC Innovation Institute in 2016. It has issued nine U.S. patents and performed successful human cadaver and animal proof-of-concept experiments. Its next step is developing a prototype.

Wellysis USA

Wellysis USA Inc. works to detect heart rhythm disorders with its continuous ECG/EKG monitor with AI reporting. Its S-Patch cardiac monitor is designed for extended testing periods of up to 14 days on a single battery charge. The device weighs only 9 grams, is waterproof and designed to be comfortable to wear, and is considered to have a high detection rate for arrhythmias. It is ideally suited for patient-centric clinical trials to help physicians make diagnoses faster, cheaper and more conveniently.

It was established in Houston in 2023 and participated in the JLABS SFF Program the same year. It closed a $12 million series B last year. It was founded by CEO Young Juhn, CTO Rick Kim, CFO JungSoo Kim and chief strategy officer JoongWoo Kim.

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The Houston Innovation Awards program is sponsored by Houston Community College, Houston Powder Coaters, FLIGHT by Yuengling, and more to be announced soon. For sponsorship opportunities, please contact sales@innovationmap.com.

Houston university is at the top of the class in new college ranking

Top of the Class

Rice University is maintaining its reputation as one of the top colleges in the U.S., according to a new batch of rankings from WalletHub.

Rice topped WalletHub's 2026 lists comparing the best colleges and universities in Texas and the best universities in the South. The private institution also ranked as the 9th best university in the country, three spots lower than its 2024 ranking.

The personal finance website's experts analyzed nearly 800 colleges and universities in the U.S. using 30 key metrics, including factors like student-faculty ratios, graduation rates, campus safety, and many more.

Rice was ranked across seven major categories in the report and scored highly for its faculty resources (No. 10), student educational outcomes (No. 12), student selectivity (No. 16), student career outcomes (No. 26), and campus experience (No. 46).

The only two categories Rice lagged behind in were campus safety (No. 576) and cost and financing (No. 700). U.S. News & World Report says tuition and fees at Rice can add up to more than $65,000 per year for in-state students, with the total cost soaring to nearly $84,000 when factoring in the price for housing, food, books and supplies, transportation, and personal expenses.

In addition to topping WalletHub's rankings, Rice has also claimed top spots in other prestigious lists by U.S. News, Forbes, The Princeton Review, and more. Rice's revered graduate schools – including the MBA program at the Jones Graduate School of Business and Brown School of Engineering and Computing – are also among the best in the country, according to U.S. News and The Princeton Review.

Locally, University of Houston also ranked among the statewide top 10 and ranked as the 268th best university in the U.S. for 2026. In the regional rankings of best universities in the South, UH ranked 52nd on the list

The 10 best colleges and universities in Texas for 2026 are:

  • No. 1 – Rice University, Houston
  • No. 2 – The University of Texas at Austin
  • No. 3 – Trinity University, San Antonio
  • No. 4 – Texas A&M University-College Station
  • No. 5 – Texas Christian University, Fort Worth
  • No. 6 – Austin College, Sherman
  • No. 7 – Southwestern University, Georgetown
  • No. 8 – University of Dallas
  • No. 9 – The University of Texas at Dallas
  • No. 10 – University of Houston
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This article originally appeared on CultureMap.com.

Port Houston reports emissions progress as cargo volumes climb

Greener growth

Port Houston’s initiatives to reduce emissions have shown some positive results, according to new data from the Port of Houston Authority.

Pulling from the Goods Movement Emissions Inventory (GMEI) report, which tracks port-related air emissions, Port Houston cited several improvements compared to the most recent report from 2019.

The port has seen total tonnage and container volumes increase by 16 percent and 28 percent, respectively, since 2019. However, greenhouse gas emissions have increased at a slower rate, growing only by 10 percent during the same time period, according to the data.

Additionally, emissions of nitrogen oxide fell by 7 percent, and emissions of particulate matter fell by 4 percent, despite adding 280 more pieces of cargo handling equipment.

“These results show that our emission-reduction efforts are working, and we are moving in the right direction,” Chairman Ric Campo said in a news release.

The Port Commission also recently approved items related to the $3 million U.S. Environmental Protection Agency Clean Ports Program (CPP) grant, which it received last year. The items will allow the port to work towards five new sustainability initiatives.

They include:

  1. An inventory of the port’s Scopes 1, 2, and 3 for greenhouse gas emissions
  2. A Port Area Climate Action Plan for the area and surrounding communities
  3. A CPP Truck Route Analysis
  4. Creation of the CPP Trucking Industry Collaborative
  5. Design of a customized website for Port of Houston Partners in Maritime Education, which is a non-profit leading maritime workforce development effort in local schools

Port Houston aims to be carbon neutral by 2050.