Forecasting retail sales just got smarter, thanks to Google searches

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Search trends predict future retail revenue up to three quarters in advance. Photo via Pexels

Imagine being able to predict the future of retail sales — not with months-old economic reports, but with real-time digital breadcrumbs left behind by consumers. Thanks to new research from K. Ramesh (Rice Business) and Gary Lind (University of Pittsburgh), that future is already here.

Key findings

Search trends predict future retail revenue — up to three quarters ahead.
Markets don’t fully price in search-based insights, especially before earnings announcements.
Trading strategies using search data outperform traditional asset-pricing models by 2–3%.
Analysts often underuse this data, resulting in predictable forecast errors.
At the macro level, search trends closely track — and often lead — official retail sales and GDP.

Their study shows that Google search trends are powerful predictors of consumer demand, capable of forecasting U.S. retail sales up to three quarters in advance. The implications span industries and audiences — from Wall Street traders to Main Street retailers, and from data-driven CFOs to curious business students.

A smarter, faster crystal ball for retail demand

Retail sales drive nearly 70% of U.S. gross domestic product (GDP), making them one of the most important indicators of economic health. Yet traditional forecasting relies heavily on backward-looking data and broad economic indicators. Ramesh and Lind’s work offers a leap forward: search data from Google Trends — publicly available and easy to use — can offer a faster, more precise signal of where sales are headed.

“If you want to understand consumer demand,” says Ramesh, the Herbert S. Autrey Professor of Accounting at Rice Business, “look at what people are searching for — not just what companies report after the fact. These digital footprints can tell us where revenue is going, often before the market catches up.”

This low-cost approach stands in stark contrast to expensive alternatives, such as satellite images of parking lots, in-store foot traffic from mobile data, or retail scanner feeds — tools often reserved for hedge funds and large institutional investors. Google Trends offers a scalable, accessible option for anyone seeking insight into consumer behavior.

Why this matters for investors and analysts

The researchers analyzed search patterns for nearly 200 publicly traded U.S. retail companies between 2004 and 2019. They found that firms with rising search volumes tend to report higher revenues — often well before analysts or investors react.

In fact, investment strategies built around these trends earned 2–3% higher returns than traditional models would predict. And most of these gains were concentrated around earnings announcements — a sign that markets were slow to recognize what search data had already revealed.

The advantage is even more striking for companies that fly under Wall Street’s radar. For firms with limited analyst coverage, the predictive power of search data on stock performance was more than 80% stronger.

A new tool for analysts — if they’ll use it

Despite the clear signal in the data, the study finds that analysts routinely fail to incorporate search-based insights into their forecasts. That gap translates into missed revenue predictions and market inefficiencies — which sophisticated investors can exploit.

“The search data are out there,” says Lind, a Rice Business Ph.D. ’19 graduate now on faculty at Pitt Business. “They’re public, powerful, and free. Analysts who ignore them are missing an opportunity.”

The impact of this research extends well beyond equity markets. By aggregating Google search data across the retail sector, the authors found strong alignment with U.S. Census retail sales figures and GDP trends. In other words, these digital signals reflect not just firm-level interest, but macroeconomic momentum.

A data wake-up call

This makes search trends a potentially valuable early-warning system for policymakers, central banks, and anyone responsible for interpreting the economic landscape. During volatile or uncertain periods, such tools could offer precious foresight into shifting consumer behavior.

In a digital era where consumers research before they shop — whether online or in-store — it’s no surprise that their Google queries leave valuable clues. What’s surprising is how often businesses, investors, and even economists still overlook them, Ramesh says. “Search data is a goldmine. And it's just sitting there, waiting to be used.”

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This article originally appeared on Rice Business Wisdom.

Lind and Ramesh, “Using Internet Search Data to Predict Aggregate Retail Sales and Enhance Firm-Level Revenue Expectations,” Contemporary Accounting Research (April 2025): 1-32. https://doi.org/10.1111/1911-3846.13043.

Retail trends are affecting Houston's real estate growth, a report from Avison Young finds. Photo via Getty Images

Report: E-commerce soars in 2020 — in Houston and beyond

online shopping spree

This year's holiday shopping season is keeping online retailers hopping. Commercial real estate services provider CBRE predicts holiday e-commerce sales in 2020 will exceed last year's by a whopping 40 percent.

But even before Americans were focusing intently on buying holiday gifts, e-commerce had taken off amid pandemic-generated shopping constraints. In the second quarter of this year, online sales skyrocketed by 44.5 percent compared with the same period in 2019, according to the U.S. Census Bureau. E-commerce accounted for a record-high 15.1 percent of total retail sales from April through June.

A forecast from commercial real estate services provider Avison Young indicates the U.S. upswing in e-commerce sales will benefit one segment of Houston's real estate sector more than any other in 2021 — industrial. Riding this year's e-commerce wave, Houston's industrial market will "remain solid" next year, the forecast says.

"Industrial continues to outperform all other asset types," Avison Young's report reads, "but higher vacancies and larger rent concessions will continue in 2021 as the new supply outpaces immediate demand. Online shopping is strong, and national retailers are building large distribution centers and last-mile facilities throughout the metro."

The forecast cites several industrial projects underway or recently leased in the Houston area:

A 1 million-square-foot spec warehouse under construction in Baytown, near the Port of Houston. It's said to be one of the largest spec industrial facilities underway in the U.S. The developer is Hunt Southwest Industrial Real Estate. The warehouse is set to open in March.
A 1.5 million-square-foot distribution center under construction in New Caney for home improvement retailer Lowe's. The $65 million project, which will be the largest industrial facility in Montgomery County, is supposed to be ready for occupancy in July.
A newly completed 402,648-square-foot facility that online retailer Costway is occupying in Pasadena, near the Port of Houston.
Dunavant Distribution's expansion into a 784,000-square-foot leased property in Deer Park, near the Port of Houston.

Various e-commerce players are relying more and more on regional distribution centers, last-mile distribution facilities, and micro-fulfillment centers throughout the Houston area, according to Avison Young. E-commerce behemoth Amazon is driving a lot of this activity. For instance, the retailer is planning a 1 million-square-foot fulfillment center in Missouri City. That space is scheduled to open sometime in 2021. Meanwhile, an 850,000-square-foot Amazon fulfillment center is on tap for nearby Richmond.

In a third-quarter report, Avison Young noted that 15.1 million square feet of industrial space was under construction in the Houston area and 4.1 million square feet of industrial space had been completed, with net absorption of 1.1 million square feet.

The Port of Houston is helping propel many of the moves in Houston's industrial market. In October, the port notched its busiest month on record, with cargo activity sailing 15 percent above the same period in 2019. Operators of the port hope to begin work on widening of the Houston Ship Channel in 2021.

Nationally, this year's spike in online shopping rocked the retail boat. This surge has produced new generations of retailers and consumers, Avison Young says, and has put pressure on the entire supply chain. Furthermore, it has accelerated chatter about the road ahead for last-mile delivery and brick-and-mortar retail.

"Existing retail space, which was either redundant or surplus to requirements, is being repurposed to facilitate 'click and collect' models," per the report. "Retailers are adjusting the 'front end' consumer-facing component of the store for showroom or experiential space to complement traditional browse-and-buy activity. In-store staff, coupled with technology investments, are being channeled into order picking and back-of-house fulfillment activities."

"Traditional stores were always a combination of the retail and logistics functions; recent trends suggest a renewed recognition of this dual role," the firm adds. "As surplus retail space becomes cheaper and more available, innovations around hyperlocal delivery will be a key part of reimagining the future of retail."

Florida startup Fit:Match chose Houston for its first location of its AI-enabled retail store. Photo via shopfitmatch.com

New Houston-area store pops up to optimize artificial intelligence for retail shopping

fashion forward

In November, on the first floor of Friendswood's Baybrook Mall, wedged between the Abercrombie & Fitch and the Apple Store, a small studio popped up. At the window, a bubblegum assortment of balloons replaced the usual spruced-up manakin, and the shop is sparse for racks of clothing.

That's because the Fit:Match studio isn't really trying to sell clothes — it's trying to help you buy them online. By fusing artificial intelligence with retail shopping, Fit:Match makes ordering clothes online more trustworthy. The writing on the walls promised to revolutionize the way that people could: "Shop what fits. Not what doesn't," reads a neon sign. The tech might not only reduce long waits for the dressing room — it could abolish it altogether.

"You never have to try on clothes again," says Haniff Brown, founder of the Florida-native startup.

The store does have a fitting room, but Brown says it's not really for trying on clothes — it's for preparing to "get fitched," the process through which the imaging tech measures a customer's body.

It's fitting that the pop-up sits next to the iPhone giant. Fit:Match uses the same 3D imaging tech as Apple's FaceID, Brown says, which blasts infrared light at thousands of dots at a user's face. Where the light bounces off, the AI technology images the person's face. The sensors at the Fit:Match studio in Baybrook Mall expand this to the rest of the body. In 10 seconds, the AI sensor lets people sketches a customer's shape through 150 measurements.

Those measurements become indicators of how well a piece of clothing will fit the wearer. In the initial phase of the project, Brown's team fitched thousands of women — wanting to keep things neat, the company hasn't ventured into men's fashion yet — and compared the scores of the AI's algorithm with how the women scored their own clothes.

Now, once a customer has been fitched at the Baybrook studio, she can log online through an app or the company site and sift through thousands of clothes that will likely fit her. Each clothing item — mostly smaller brands that range from eclectic pieces and dresses to athleisure right now, Brown says, although he's already working to partner with better-known labels — is rated with a percentage of how well it's likely to fit the individual customer, based on her measurements and on how snug or loose she likes her wear. From the array of brands, she'll get specific matches — clothes that have a 90 percent chance or higher of fitting — that might look completely different from a friend's. Over time, the app will also update her on the latest matches.

"You're going to have this personalized wallet," Brown says, adding that this will also decrease a store's rate of return. "You will see a completely truncated assortment of clothes that are meant to fit you."

The Baybrook Mall hosts Fit:Match's first location. Brown says he chose the Houston area for its size and demographics, calling it a "hotbed to test new ideas, to get traction, to get customer feedback," and is even considering expanding to the Woodlands Mall and other places around Texas, too. It's also not far from the Austin-based Capital Factory, which brought Fit:Match under its wing late last year to help the startup raise $5 million.

In the meantime, the five-member management team at Fit:Match is focused on getting more Houstonians fitched. In the first month of operations, the studio measured more than 1,200 mallgoers, and Brown says the company could fitch a quarter million in the next two or three years.

"We think that the opportunity here is immense," Brown says.

The Nap Bar offers "pay-by-snooze" rest. Photo by Dominique Monday

New Rice Village nap bar refreshes sleep-deprived Houstonians

Stay woke

Khaliah Guillory wants to put you to sleep. To clarify: She wants you to nap. And the power nap is all the rage right now. Busy workers, executives and entrepreneurs in New York, Europe, and Japan are all napping during the day — taking a short snooze that not only helps them be more productive in their daily tasks, but allows them to be healthier.

"Americans lose 1.2 million work days because of sleep deprivation," Guillory tells CultureMap. "That costs the economy $411 billion. And the Centers for Disease Control estimate that driving while you're sleep deprived is the equivalent of driving under the influence."

To counter the trends, Guillory will open Nap Bar in Rice Village. Slated for a late April unveiling, a pay-by-the-snooze napping facility will be at the back of New Living. Guillory has partnered with the company, already known for its commitment to sustainability. Nap Bar's custom-patented napping pods are designed with sound-proof materials and contain organic, nontoxic Bungaloom mattresses and bedding.

A Comfort Concierge will greet visitors and lead them to a private suite surrounded with T.L.C. There are also two shared nap pods with twin mattresses available. Naps are scheduled 20 to 26 minutes for short-term alertness, or longer, if needed. A 20-minute snooze will set you back $25, while 26 minutes run $32. (If you're looking for a full hour, that's available for $69). Sleeping pods have blackout curtains and are soundproof.

Guillory has also made the napping experience into a luxury one so Nap Bar nappers receive complimentary aromatherapy and custom brain wave therapy with every siesta. Other add-ons include, lymphatic massages, hot showers, espressos, and EarthCraft Juicery blends that are crafted from raw, healing ingredients. The all-organic experience all designed to provide gentle healing and peaceful rest.

"Our culture tells us that if you're napping during the day, you're either a kid or you're lazy," says Guillory. "But that's not true. If you take as little as 20 minutes to nap, you'll feel revitalized."

A snooze story
Guillory didn't intend to become a nap guru. Like many things in life, however, necessity became the mother of invention. While working as an executive for a Fortune 500 company, Guillory was traveling heavily, catching brief bits of shut-eye in airport lounges or her car. At one point she found herself in Richmond, with an hour and a half to kill before her next meeting in Houston. Driving straight into town would make her far too early for her appointment. There wasn't time to go home. And checking into a hotel seemed silly.

"That's when my wife said to me, Google nap spaces in Houston," she recalls. She did. There were none. And that's why she created her own. "I wanted a safe haven for people to unplug," Guillory says. "It doesn't have to be full-on sleep. It can be relaxation, meditation, whatever you need."

And far from resting on her own laurels with her business on the cusp of opening, Guillory is pursuing other nap-centric opportunities. She's looking to partner with area businesses to incorporate nap pods into their space for employees, and is planning a Nap Bar Snooze Unit, a mobile tour bus that will "roll through downtown and let people take power naps," she explains.

She generated a great deal of interest when she took her concept on the road to Bush Intercontinental Airport earlier this week, displaying the nap pod and sharing the feedback she'd received from Nap Bar's beta testers. That input is something she takes seriously; when Nap Bar debuts, it'll be with products that her testers recommended — and they had opinions on everything from the bedding to the materials used in the pod.

"I want to turn sustainable rest into sustained productivity," says Guillory. "And I think this is just what Houston needs."

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This article originally ran on CultureMap.

Oils and scents help you relax. Photo by Dominique Monday

SeeHerWork launched its line of female-gear in September. Courtesy of SeeHerWork

Houston company aims to equally equip female workers

If the glove doesn't fit

When Jane Henry was working on her home right after Hurricane Harvey — her house got three feet of mud in it — she went to throw a board into the dumpster, and her glove went with it.

Henry says the industry standard is to recommend small and extra-small sizes for women's workwear, but as a ladies large in athletic gloves, Henry still had a good inch or so of glove at her fingertips in her workwear gloves.

"I went upstairs to my sewing room, and I ripped that glove apart and I resewed it to fit my hand," Henry says.

Other women stopped her in hardware stores to ask her about her shoddily sewn glove, and she realized this was the idea for next company. She incorporated SeeHerWork a few months later in January of 2018, and she launched her line of clothing in September, just a year after she had the idea. Based in Houston, SeeHerWork rents warehouse space in Kingwood and has its corporate office in Midtown.

Doing the legwork
Henry is no stranger to the startup game. She created her own consulting company, Xcution Inc., over 16 years ago, but she downsized the company in 2016 when oil prices took a turn. Instead, she went into Rice University's MBA program, where, ultimately, she created a network of associates that would eventually help SeeHerWork grow.

"I've been a serial entrepreneur — been trying to avoid calling myself that," says Henry. "I have two entrepreneurial parents, and I told myself I'd never be an entrepreneur, yet that's what I keep doing."

Through her business expertise and education, she knew she had to start with a one-page business plan for the company. She then took her idea to over 50 focus groups made up of 10 to 20 female workers, safety managers, and procurement managers across industries — transportation, military oil and gas, engineering, and more.

"The response was eerily similar despite the industry," Henry says.

The focus group participants were tired of the "pink it and shrink it" approach to women's workwear and equipment. They felt like if their supplies don't fit, they don't fit. Mentorship opportunities and performance are then subsequently hindered, creating a spiral effect of deterring women from entering the skilled labor workforce. This is a huge problem, considering there's the recent labor shortage with these types of jobs.

She took this information and her first prototypes to a national pitch competition to great success — and a standing ovation. Henry also connected with the Rice Angel Network, Station Houston, The Cannon, and other local innovation-focused entities.

Roadwork ahead
Henry has big plans for SeeHerWork, and is in talks with a few large entities — like the Houston Airport System, Fluor Corp., and Toyota — that have expressed interest in using her gear for their workforce. Henry also wants to expand her products and reach female workers through retail — online and in store.

"Ultimately, SeeHerWork is the Lululemon of workwear," Henry says.

SeeHerWork is focused on keeping women safe, firstly, but also encouraging more women to enter the skilled labor workforce and then work their way up the ladder.

"I don't want people to think of us as a workwear company," Henry says. "I want them to think of us as an inclusion company. Mostly because just like professional sports team, the first step is the right clothing and equipment and the second step is working to be a team and working together."

At your fingertips

Courtesy of SeeHerWork

SeeHerWork has a full line of products, from gloves and bags to safety vests and long-sleeves shirts. She's launching more products — like coveralls, pants, and footwear — soon.

Suitcase company, Tiko, raised $100,000 in its first crowdfunding campaign. Courtesy photo

Texas-based travel brand unpacks stylish and affordable luggage

Wheels up

If Marcus Segui's successful 2016 Kickstarter is any indication, people are looking for innovative ways to make traveling a little easier. With that intention in mind, Segui launched Tiko, a Texas-based travel brand shaking up the industry by providing affordable, beautifully designed, quality luggage to passengers across the world.

On November 1, Tiko rolled into the world with its signature carry-on, priced at $195, and designed to fit in overhead bins (a must for those of us who find baggage fees insulting). Available only online, the company's first bag comes with 360-degree spinning wheels, and is offered in charcoal and gray.

For the Texas-born Segui, the idea for his company was born out of one thing: he travels — a lot. After a career in finance in New York, Segui traveled to Colombia, a trip that ended up lasting three years. "I got a Spanish tutor, found an apartment, and started looking for a way to do business," Segui says. "Before long I linked up with a local investment fund who asked me to launch a real estate company for them."

"Running a business in Spanish was really hard," he jokes, and by the time Segui decided to leave Colombia, he had logged countless flights across South and Central America. The University of Texas grad eventually made his way back to Austin with a busted carry-on in tow.

"After my time in New York and South America, I decided to return to Austin for two reasons: friends and family. Every entrepreneur needs to lean on their network to get a new company off the ground," he says.

And oh how that network helped. Unable to find a carry-on replacement that was both durable and affordable, Segui got the idea for a direct-to-consumer luggage company designed to bypass retailers and thus cut the price point for the luggage in half.

Segui began development on a series of prototypes, eventually landed on Tiko's current carry-on model, and decided to launch a Kickstarter to gauge interest (and funds, of course). The campaign raised over $100,000, allowing Segui to take off with the new company.

In order to move the company into its next phase, Segui assembled a who's who team of tech talent, including former execs from YETI and Airbnb. Earlier this month, the company officially launched its first product from its coworking space headquarters in South Austin.

A few weeks into the new endeavor, it remains to be seen if the public will embrace Tiko, but its launch points to a growing trend: consumers are demanding a different travel experience. Suddenly, people are beginning to question the inconvenient, expensive, and yes, unstylish things that must be endured in order to get from one point to another.

Perhaps one day we'll return to that glamorous apex of airline travel, the time where no one wore pajamas and passengers didn't have to line up like cattle to board the aircraft. Until then, at least we can have nice luggage.

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This story originally appeared on CultureMap.

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12+ can't-miss Houston business and innovation events for September

where to be

Editor's note: Houston's business and innovation events are back in session. From the return of Houston Energy and Climate Startup Week to a send-off for an impactful innovation leader and several health conferences, here's what not to miss and how to register. Please note: this article may be updated to include additional event listings.

Sept. 5-7 — Houston Hackathon

Impact Hub Houston is bringing back the Houston Hacakthon this month, where developers of all skill sets can work together to propose solutions to some of the Bayou City’s most pressing issues. The event is focused on ideating, designing, and developing both policy-based and tech solutions to improve Houston.

This event starts Saturday, Sept. 5, at noon at the Ion. Register here.

Sept. 8 — Community Celebration: A Send-Off for Paul Cherukuri

Come out to the Ion to celebrate Paul Cherukuri, Rice’s first chief innovation officer, whose visionary leadership has left a lasting impact on Houston’s innovation ecosystem. Cherukuri is leaving the university to accept a position at the University of Virginia. Hear remarks from Cherukuri and enjoy a networking reception following the talk.

This event is Monday, Sept. 8, from 2:30-5:00 p.m. at the Ion. Register here

Sept. 11 — Houston Methodist Leadership Speaker Series – Dr. Evan Collins

The Houston Methodist Tech Hub at the Ion will host its recurring leadership speaker series, this time featuring Dr. Evan Collins, chief of the Houston Methodist Hand & Upper Extremity Center at Houston Methodist and the Houston Methodist Center for Innovation's first innovator-in-residency. Collins will present on the creative process of innovation.

This event is Thursday, Sept. 11, from 4:45-6 p.m. at the Ion. Register here.

Sept. 12 — Future of Space

The Greater Houston Partnership’s 2025 Future of Space event will feature a keynote address by Vanessa E. Wyche, acting associate administrator of NASA. In her new role, Wyche serves as NASA’s chief operating officer, leading more than 18,000 employees and overseeing an annual budget exceeding $25 billion. Discussions will highlight how Houston’s space ecosystem is driving economic growth, technological innovation and new opportunities across the region and the nation.

The event is Friday, Sept. 12, from noon-1:30 p.m. at the Royal Sonesta. Find more information here.

Sept. 15-19 — Houston Energy and Climate Startup Week

Houston Energy and Climate Startup Week returns for its second year, with panels, happy hours and pitch days focused on the energy transition. The week features major events, including the Energytech Nexus Pilotathon, the Rice Alliance Energy Tech Venture Forum, Halliburton Labs Finalists Pitch Day and many others. See a preview of the week on our sister site EnergyCapitalHTX.com and learn more in the event listings below.

This event starts Monday, Sept. 15. The Ion District will host many of the week's events. Find more information here.

Sept. 16 — Energytech Nexus Pilotathon

Grab breakfast and take in keynotes and panels by leaders from New Climate Ventures, V1 Climate, Halliburton, Energy Tech Nexus and many others during Houston Energy & Climate Week. Then hear pitches during the Pilotathon, which targets startups ready to implement pilot projects within six to 12 months.

This event is Tuesday, Sept. 16, from 8 a.m.-5 p.m. at GreenStreet. Get tickets here.

Sept. 16 — Meet the Activate Houston Cohort 2025 Fellows

Meet Activate's latest cohort, which was named this summer, and also learn more about its 2024 group during Houston Energy & Climate Week.

This event is Tuesday, Sept. 16, at 5 p.m. at the Ion. Register here.

Sept. 17 — Green ICU Conference: Sustainability in Health Care for a Healthier Future

Houston Methodist will host its inaugural Green ICU Conference during Houston Energy & Climate Week. The conference is designed to bring together healthcare professionals, industry leaders, policymakers and innovators to explore solutions for building a more sustainable healthcare system.

This event is Wednesday, Sept. 17. from 8 a.m.-3 p.m. at TMC Helix Park. Register here.

Sept. 18 — Rice Alliance Energy Tech Venture Forum

Hear from clean energy startups from nine countries and 19 states at the 22nd annual Energy Tech Venture Forum during Houston Energy & Climate Week. The 12 companies that were named to Class 5 of the Rice Alliance Clean Energy Accelerator will present during Demo Day to wrap up their 10-week program. Apart from pitches, this event will also host keynotes from Arjun Murti, partner of energy macro and policy at Veriten, and Susan Schofer, partner at HAX and chief science officer at SOSV. Panels will focus on corporate innovation and institutional venture capital.

This event is Thursday, Sept. 18, from 7:30 a.m.-5 p.m. at Rice University’s Jones Graduate School of Business. Register here.

Sept. 18 — ACCEL Year 3 Showcase

Celebrate Advancing Climatetech and Clean Energy Leaders Program, or ACCEL, an accelerator program for startups led by BIPOC and other underrepresented founders from Greentown Labs and Browning the Green Space. Two Houston companies and one from Austin are among the eight startups to be named to the 2025 group. Hear startup pitches from the cohort, and from Greentown's Head of Houston, Lawson Gow, CEO Georgina Campbell Flatter and others. This event is part of Houston Energy & Climate Week.

This event is Thursday, Sept. 18, from 5-8 p.m. at Greentown Labs. Get tickets here.

Sept. 19 — Halliburton Labs Finalists Pitch Day

Hear from Halliburton Labs' latest cohort of entrepreneurs during Houston Energy & Climate Week. The incubator aims to advance the companies’ commercialization with support from Halliburton's network, facilities and financing opportunities. Its latest cohort includes one company from Texas.

This event is Friday, Sept. 19, from 8 a.m.-noon at The Ion. Register here.

Sept. 21-25 — AI in Health Conference

The Ken Kennedy Institute at Rice University will present the fourth annual AI in Health Conference, which aims to bridge the gap between artificial intelligence and real-world health outcomes. The event will explore the current landscape of artificial intelligence in health and present a research-driven outlook for the future of computational health innovation.

This conference is from Tuesday, Sept. 23, to Wednesday, Sept. 24. Additional workshops will be offered on Monday, Sept. 22, and Thursday, Sept. 25. The events will be held at the BioScience Research Collaborative at Rice University. Find more information here.

Sept. 25 — Industrial AI Nexus Connect

InnovateEnergy and Industrial AI Nexus will host a talk by Matthew Alberts, manager of innovation and emerging technologies at Southern Company and author of "The Gen AI Manufacturing Revolution: Smarter Factories, Enhanced Products, and Reduced Costs." Alberts will present “The Gen AI Revolution," followed by happy hour and a complimentary book signing.

This event is Thursday, Sept. 25, from 5:30-7:30 p.m. at the Ion. Register here.

Texas is the 4th hardest working state in America, report finds

Ranking It

It's no secret that Texans are hardworking people. To align with the Labor Day holiday, a new WalletHub study asserts that the Lone Star State is one of the five most hardworking states in America for 2025.

The report ranked Texas the fourth most hardworking state this year, indicating that its residents are working harder than ever after the state fell into seventh place in 2024. Texas previously ranked No. 4 in 2019 and 2020, slipped into No. 5 in 2021 and 2022, then continued falling into sixth place in 2023. But now the state is making its way back to the top of the list.

WalletHub's analysts compared all 50 states based on "direct" and "indirect" work factors. The six "direct" work factors included each state's average workweek hours, employment rates, the share of households where no adults work, the share of workers leaving vacation time unused, and other data. The four "indirect" work factors consisted of workers' average commute times, the share of workers with multiple jobs, the annual volunteer hours per resident, and the average leisure time spent per day.

North Dakota landed on top as the most hardworking state in America for 2025 for another year in a row, earning a score of 66.17 points out of a possible 100. For comparison, Texas ranked No. 4 with 57.06 points. Alaska (No. 2), South Dakota (No. 3), and Hawaii (No. 5) round out the top five hardest working states.

Across the study's two main categories, Texas ranked No. 5 in the "direct" work factors ranking, and earned a respectable No. 18 rank for its "indirect" work factors.

Broken down further, Texans have the second-longest average workweek hours in America, and they have the 12th best average commute times. Texans have the 6th lowest amount of average leisure time spent per day, the report also found.

According to the study's findings, many Americans nationwide won't take the chance to not work as hard when presented with the opportunity. A 2024 Sorbet PTO report found 33 percent of Americans' paid time off was left unused in 2023.

"While leaving vacation time on the table may seem strange to some people, there are plenty of reasons why workers choose to do so," the report's author wrote. "Some fear that if they take time off they will look less dedicated to the job than other employees, risking a layoff. Others worry about falling behind on their work or are concerned that the normal workflow will not be able to function without them."

The top 10 hardest working states are:

No. 1 – North Dakota
No. 2 – Alaska
No. 3 – South Dakota
No. 4 – Texas
No. 5 – Hawaii
No. 6 – Virginia
No. 7 – New Hampshire
No. 8 – Wyoming
No. 9 – Maryland
No. 10 – Nebraska

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This story originally appeared on CultureMap.com.

Houston co. makes waves in brain health and more innovation news to know

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