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Recovering consumer sentiment has provided a boost to restaurants in recent months – but not all dining segments are performing equally well.
We dove into the data to check in with two casual dining steakhouse chains that were recently named America’s favorite full-service restaurants – Texas Roadhouse and Darden’s LongHorn Steakhouse. How did they perform in Q3? And what are some of the factors contributing to their success?
Since April 2024, Texas Roadhouse and LongHorn Steakhouse have both experienced consistently positive YoY foot traffic – outpacing the wider full-service restaurant space. The steakhouses’ strongest months were in May and June, when both chains traditionally draw big Mother’s Day and Father’s Day crowds. In August, too – prime vacation season – Texas Roadhouse and LongHorn Steakhouse experienced 12.5% and 9.3% YoY visit increases, respectively.
On a quarterly basis, YoY visits to Texas Roadhouse and LongHorn Steakhouse increased 5.9% and 4.0%, respectively, in Q3 2024 – while the wider FSR space saw a 2.0% decline. And though some of this growth can be attributed to the chains’ expanding footprints, the average number of visits to each chain’s individual locations also rose YoY (3.0% for Texas Roadhouse and 2.6% for LongHorn Steakhouse).
What is the secret to these steakhouses’ success? One factor that appears to be driving growth for both restaurants is their relative affordability – especially on weekday afternoons. The cost of beef has continued to climb in recent months – and though the two chains have been forced to raise prices, they have remained committed to providing high-quality meals that don’t break the bank.
One way they’ve done so is through weekday specials that allow hungry customers to indulge as they go about their routines. Texas Roadhouse’s Early Dine Menu offers diners a variety of entrees for $8.99 to $11.99 – as long as they snag them before the dinner time rush. LongHorn Steakhouse, for its part, offers a lunchtime special on Mondays through Saturdays from 11:00 AM to 3:00 PM, including an $8.99 sandwich combo.
And foot traffic data suggests that these offerings may be helping to drive traffic to the two chains. In Q3 2024 (July to September), both Texas Roadhouse and LongHorn Steakhouse saw significantly higher weekday YoY visit growth during the afternoons – 9.7% and 8.0% respectively, compared to 6.8% and 4.3% after 6:00 PM. The accelerating return-to-office push may also be contributing to the two chains’ YoY visit growth, as commuters seek out affordable places to have lunch with colleagues.
Texas Roadhouse and LongHorn Steakhouse are both major national chains – with locations spread across the continental U.S. But a look at the geographic distribution of visits to the two steakhouse giants shows that each of them has a somewhat different regional focus. Though Georgia – where LongHorn Steakhouse was founded – is the brand’s second-largest market in terms of restaurant count, the Peach State garnered the highest share of visits to the chain in Q3 2024 (13.3%). Next in line was Florida, with 12.6% of visits. For Louisiana-based Texas Roadhouse, on the other hand, Texas was at the center of it all – with Florida coming in a not-so-close second.
Both chains, however, share some major markets – including Ohio (about six percent of visits to each chain) and Pennsylvania (about five percent of visits to each chain) – showing that many regional markets have plenty of room for high-quality, affordable steakhouses.
And a look at the demographic profiles of Texas Roadhouse and LongHorn Steakhouse’s trade areas shows that like other successful chains, both brands appeal to a wide range of audience segments. The eateries’ captured markets boast higher-than-average shares of very different suburban segments – from wealthy and upper-middle-class suburban families to suburban boomers and residents of blue collar suburbs.
Full-service restaurants still face significant hurdles in 2024 – from rising costs to discretionary spending cutbacks. The 2024 consumer prioritizes value and convenience, making it difficult for traditional sit-down eateries to compete. But the continued success of Texas Roadhouse and LongHorn Steakhouse proves that even in today’s difficult environment, FSR chains that succeed in providing affordable, high quality offerings can thrive.
Follow Placer.ai for more data-driven restaurant insights.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

About the Mall Index: The Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
It was an amazing summer for malls, with August proving an especially strong month across all three mall categories – indoor malls, open-air shopping centers, and outlet malls. Between huge blockbuster summer releases, rising consumer confidence, and favorable weather, malls drew bigger crowds than they did last year. The week of August 12th saw YoY visit boosts of 5.6% for indoor malls, 5.8% for open-air centers, and 2.8% for outlet malls. (Outlet malls saw a more impressive YoY boost of 5.4% during the week of August 5th).
As the summer wound down and families settled into back-to-school routines, mall traffic leveled off – with weekly YoY visits ranging from -2.9% to 2.2% in September. But September’s relative quiet won’t last long. Mall traffic is expected to ramp up again in October as early holiday promotions begin to draw crowds, as both retailers and consumers gear up for this year’s shorter holiday shopping season — just 27 days between Thanksgiving and Christmas.

September’s relative quiet notwithstanding, the first Monday of the month – Labor Day – is always a busy one for retailers, and this year was no different. Eager crowds converged on malls during the holiday to take advantage of special sales and enjoy a day of retail therapy.
Compared to the average year-to-date Monday, indoor malls saw a 61.5% increase in foot traffic on Labor Day, while open-air shopping centers saw a 34.1% rise. But it was outlet malls that really hit it out of the park with a remarkable 110.7% boost. Outlet malls often lead during holiday weekends, as shoppers take advantage of their time off for an extended excursion.

What do malls’ 2024 performance thus far tell us about what they can expect this holiday season?
If the rest of the year is any indication, indoor malls and open-air shopping centers are poised for a robust holiday season, having experienced YoY visit growth during every quarter of the year so far. And while outlet mall visits have largely remained aligned with 2023 levels, they are traditionally strong performers during the holidays – so a solid season is still expected for them as well.

Indeed, in past years, outlet malls have proven to be major holiday shopping destinations. Comparing weekly visits to malls in 2022 and 2023 to each year’s weekly visit average shows significant surges in November and December, with outlet malls seeing the most pronounced spikes.
During the week before Christmas in 2023, for example, outlet malls saw visits soar 79.3%, compared to 72.8% for indoor malls and 47.8% for open-air shopping centers. And on Black Friday outlet malls were the clear winners – with a 59.3% visit spike compared to 36.9% for indoor malls and just 18.2% for open-air centers.
This year is expected to follow suit, with all three mall categories likely to see heavy traffic during the peak holiday weeks—and outlet malls expected to shine especially bright as shoppers go the extra mile to seek out the best deals.

The holiday season not only boosts mall traffic but also shifts consumer behavior. Data from the past two years shows that malls’ average dwell times tend to increase during the all-important final quarter. In both 2022 and 2023, indoor and outlet malls saw average Q4 visit durations rise by about a minute compared to the rest of the year. Though a one-minute increase might appear minor, even a small shift in the overall average is significant given the millions of visits that take place during this period.
This trend highlights a shift in consumer behavior during the holidays, as visitors spend more time strolling through malls to snag special deals and seek out ideal gifts for loved ones. Interestingly, open-air shopping centers, which also saw smaller holiday visit peaks, did not show the same shift in dwell time – suggesting that visitor interaction with these centers during the holidays is more in line with that observed throughout the rest of the year.

As October unfolds, and malls begin to fill with holiday scents, music, decor, and promotions, the sector appears well-positioned for a strong holiday season. And this optimism is even further bolstered by predictions of increased consumer spending in the months ahead.
Will malls meet these high expectations during the upcoming season? Follow our blog at Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Albertsons Companies is one of the largest grocery holding companies in the U.S., operating over a dozen regional grocery banners and serving millions of shoppers across the country.
With such a broad presence, the brand caters to a highly diverse customer base – but some overall trends can be observed on a nationwide scale. We took a closer look at the overall visitation patterns the brand experienced in Q3 2024 and dove into the demographics of some of its largest markets.
Year over year (YoY), Q3 2024 visits to Albertsons’ banners dropped 1.4% compared to the equivalent period of 2023, possibly reflecting the ongoing financial strain consumers face amid rising grocery prices. Despite this, visits to the company’s chains were significantly higher than pre-pandemic, with Q3 2024 visits up by 10.8% compared to 2019.
Analyzing quarterly visits to Albertsons’ banners relative to a Q1 2019 baseline further highlights the chain’s firm long-term positioning. After dropping during the pandemic, visits increased steadily through Q4 2022 – and have held steady since, despite the challenges facing traditional grocery stores over the past two years. This indicates that even in the face of the growing competition posed by online and value grocers, Albertsons has succeeded in holding onto gains and maintaining its standing within the sector.

While major holidays like Thanksgiving and Christmas are known for driving grocery visits, other key dates also spark significant foot traffic across Albertsons’ banners. For instance, during the week of July 1, 2024, visits to the company’s portfolio spiked by 14.1% compared to the year-to-date (YTD) weekly visit average, as customers flocked to stores for July 4th weekend supplies.
Mother’s Day also drove significant foot traffic, with visits during the week of May 6, 2024 rising 10.8% above the YTD average. So with Halloween, Turkey Wednesday, and Christmas just around the corner, Albertsons appears poised to enjoy a busy holiday season.

Albertsons’ extensive reach means that it attracts a broad spectrum of consumers, but overall, the company tends to over-index for wealthier and suburban markets.
Using the Spatial.ai: PersonaLive dataset to analyze Albertsons' trade areas reveals that, on a nationwide level, the company’s captured market has higher shares of wealthy and suburban consumer segments than its potential one. (A business’ potential market is obtained by weighting each Census Block Group (CBG) in its trade area weighted according to the size of its population. A business’ captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the chain or venue in question – and thus represents the profile of its actual visitor base).
During the first eight months of 2024, for example, the share of “Ultra Wealthy Families” in Albertsons’ captured market stood at 13.7%, higher than the company’s potential market share of 10.7%. This suggests that from within the overall trade areas served by Albertsons, the chain is especially successful at attracting this affluent demographic.
On the flip side, consumer groups like “Young Professionals” and “Young Urban Singles” were underrepresented in Albertsons’ captured market compared to its potential one. This signals potential growth opportunities for Albertsons, as they could expand their appeal to younger, city-based segments.

Albertsons continues to offer something for everyone, enjoying visit boosts offered by special calendar days and growing its foot traffic relative to pre-pandemic.
For the latest data-driven grocery insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

It’s been quite a year for coffee and beverage chains. Heading into the year, we thought the category would see strong visitation trends due to store expansion, return-to-work, menu innovation, migration, and new approaches to promotional strategies. By and large, that has played out, with mid-single-digit visitation growth on a year-over-year basis (excluding January, which was negatively impacted by inclement weather across much of the country, and April, which was impacted by a calendar shift that resulted in four weekends this year versus five in the year-ago period).

Of course, the category has been much more nuanced. Category-leader Starbucks has seen visits moderate, which played a part in one of the more notable leadership changes in the restaurant industry history. However, as we’ve discussed over the past several years, the shift to drive-thru focused coffee and beverage chains has accounted for much of the growth. Below, we’ve presented visits per location for eight of the leading coffee and beverage chains. Drive-thru chains like Dutch Bros., Scooter’s Coffee, 7 Brew Coffee, and Biggby Coffee all remain well above their pre-pandemic visit per location trends, even as they continue to aggressively expand unit openings. On the other hand, traditional players like Starbucks, Dunkin’, Tim Hortons, and Caribou Coffee have all seen visit per location declines the past several years.

The success of these emergent competitors will likely result in further changes across Starbucks and other legacy coffee chains. New Starbucks CEO Brian Niccol has already made it clear that, going forward, Starbucks stores will have “a clear distinction between “to-go” and “for-here” service”, and we suspect other chains will follow suit.

For fashion-focused consumers, there’s never been more choices available to shop. While luxury brands and retailers are still viewed as the trend setters, there are many brands in the mid-tier luxury market gaining traction. At a time when perceived value is paramount to shopper decision-making, brands that provide a great experience and on-trend styles that won’t break a budget are winning visits.
Product knowledge, recommendations and styling tips can all be accessed in the digital and social world, which gives smaller brands a fighting chance at connecting with shoppers who may not have stores located near them. Those brands whose social presence also coincides with a physical shopping experience, they’re able to build a cult-like following.
Accessories is a market that’s even further fragmented when it comes to the number of consumer choices, specifically in areas like handbags. Brands that have found their niche in the mid-tier market, like Clare V. and Stoney Clover Lane, have been able to hedge against the headwinds facing most discretionary brands. Although each brand has a handful of locations in comparison to accessory behemoths, their unique selection, brand storytelling and ability to assimilate to local environments have helped them to garner quite the following.
In comparing both brands to other apparel and accessories sectors, they have outperformed the other areas handily throughout 2024. Certainly fashion is very cyclical; one day, a brand is hot, and within a few weeks the craze might be over. However, both of these brands have been around since before the pandemic and continued to climb.

Looking further into Stoney Clover Lane, the brand is known for its colorful nylon pouches, purses and luggage that consumers can customize with a broad assortment of patches. The brand has also had licensing partnerships with brands such as American Girl and Disney.
Its physical retail presence combines experiences and an expansive assortment where consumers can customize their bags in store with patches and also attend local events. The brand has the highest percentage of weekend visits compared to the competitive set, and it’s clear that it’s a destination retailer for visitors.

Stoney Clover Lane’s Nashville outpost, located in the popular 12 South neighborhood, offers the product customization as well as a performance stage to infuse some of the local culture into the store. Looking at the visitor journey for this location, there is a high level of cross visitation to hotels and restaurants, indicating that this store may serve as a destination for out-of-town travelers who want to shop the location. Placer’s Trade Area feature corroborates this, as there is a high concentration of visits from other Southern cities including Atlanta, Birmingham, Dallas and Miami.

Clare V. blends the iconic styles of Los Angeles and Paris into an accessories brand that feels inherently cool. Its retail locations feel like an art museum blended with your best friend’s closet and each store location incorporates the local feel of the neighborhood it inhabits, including iconic locations like the Brentwood Country Mart in Los Angeles.
Clare V.’s Chicago shop draws a more local crowd, with a high level of cross-vistation to and from home as well as transportation services. Other neighborhood shops, restaurants and venues like Wrigley Field also have high levels of cross-visitation for visitors to Clare V.. By entrenching itself into the local look and feel of the neighborhoods it occupies, this national brand still feels like a well kept secret for those passing by. In comparing the trade area of the Chicago location in 2024 and 2023, the brand has been able to expand its reach further in Western Chicago Suburbs this year.


It’s been about a month since Labor Day, so let’s take a look and see how return-to-office (RTO) has been faring year-to-date. A majority of states saw fairly sizable bumps in year-over-year office traffic at the beginning of the year. The return in the state of Washington was particularly pronounced in the first four months of the year, with a 40% increase in January 2024 compared to January 2023.

Texas saw a bit of a decrease in May, June, and August. Overall, Houston and Dallas account for more of the office visits, followed by Austin.

Houston drove a decrease in office visits in the months of May, June, and August, while office visits were largely flat in September, with the exception of Austin, which showed a decline compared to the prior year.

There are multiple reasons potentially driving some of the decreases in Houston. The devastation of Hurricane Harvey in 2017 resulted in a long recovery. Many large companies along the I-10 chose to reduce their office footprint. However, per Avison Young, vacancy rates are lower at trophy assets.

Interestingly, those commuting 10-25 miles away have a lower RTO rate than those living 0-5 miles away, 5-10 miles away, or 25+ miles away. The first two make sense as we generally see higher RTO rates among those living within a closer commuting distance.

Dallas sees a similar pattern, though those who live within 5 miles have returned to office at a considerably higher rate at 85% than those farther afield.

One of the more intriguing patterns we are seeing is in Austin, Texas. Here, the RTO rate is actually higher the longer the commute. This seems rather counterintuitive, as in most locations, highest RTO rates are found the closer one lives to the office. New York is more typical, as we see that people are more likely to come into the office the closer they live.


Austin may, in fact, be a victim of its own success. Per Placer’s Migration Dashboard, its population has skyrocketed in the past few years. With more demand comes higher prices, and as a result, people are forced to move farther out in their quest for homes or more land. On the other hand, Austin traffic is not nearly as bad as some major cities like Los Angeles or New York, so living 25+ miles may not be as daunting a prospect when it comes to commuting.

Another huge factor? The move from California to Austin, Texas for Tesla's HQ means that it is now Austin’s largest employer, surpassing H-E-B, and Tesla CEO Elon Musk has made it clear that he expects his employees to fully return to office. Both visits and visitors to Giga, Texas have exploded.


This report includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The first American mall opened in 1956 and reinvented retail – within a decade there were over 4,500 malls across the country. But a rise in e-commerce coupled with the oversaturation of mall options across the country paved the way for mall visits to slow, and many predicted that malls would go the way of the dinosaur.
But although malls were hit hard over the past few years as lockdowns and rising costs contributed to a significant drop in foot traffic, shopping centers have proven resilient. Leading players in the space have consistently reinvented themselves and explored alternate ways to draw in crowds – and as inflation cools, malls are bouncing back as well.
This white paper analyzes the Placer.ai Shopping Center Industry – a collection of over 3000 shopping centers across the United States – as well as the Placer.ai’s Mall Indexes, which focus on top-tier Indoor Malls, Open-Air Shopping Centers, Outlet Malls. The report examines how visits are shifting and where behaviors are changing – and where they’re staying the same – and takes a closer look at the strategies malls are using to attract shoppers in 2024.
Malls experienced a rocky few years as pandemic-related restrictions and economic headwinds kept many shoppers at home, and visits to all mall types in 2021 were between 10.7% to 15.3% lower than in 2019. But foot traffic trends improved significantly in 2022 – likely due to the fading out of COVID restrictions.
By 2023, visits to the wider Shopping Center Industry were just 2.3% lower than they had been in 2019, and the visit gaps for Indoor Malls and Open-Air Shopping Centers had narrowed to 5.8% and 1.0% lower, respectively. Outlet Malls also saw visits ticking up once again, with the visit gap compared to 2019 narrowing to 8.5% in 2023 after having dropped to 11.3% in 2022. This more sustained foot traffic dip may stem from consumers’ desire to save on gas costs or the impacts of inclement weather. However, the narrowing visit gaps suggest that shoppers are increasingly returning to the segment, and foot traffic may yet pick up again in 2024.
COVID-19 impacted more than just visit numbers – it also changed in-store consumer behavior. And now, with the Coronavirus a distant memory for many, some of these pandemic-acquired habits are fading away, while other shifts appear to be holding steady.
One visit metric that appears to have reverted to pre-COVID norms is the share of weekday vs. weekend visits. Weekday visits had increased in 2021 – at the height of COVID – as consumers found themselves with more free time midweek, but the balance of weekday vs. weekend visits has now returned to 2019 levels.
In 2023, the Shopping Center Industry, which includes a number of grocery-anchored centers along with open-air shopping centers and their relatively large variety of dining options, saw the largest share of weekday visits, followed by Indoor Malls. Outlet Malls received the lowest share of weekday visits – around 55% – likely due to the longer distances usually required to drive to these malls, making them ideal destinations for weekend day trips.
While the day of the week that people frequent malls hasn't changed significantly since 2019, there is one notable difference in mall foot traffic pre- and post-pandemic. Almost all mall categories are seeing fewer during the late morning-midday and late evening dayparts, while the amount of people heading to a mall in the afternoon and early evening has increased.
In 2019, Indoor Malls saw 20.1% of visits occurring between 10:00am and 1:00pm, but that share decreased to 18.6% in 2023. Meanwhile, the share of visits between 4:00-7:00 pm rose from 29.1% in 2019 to 32.4% in 2023. Similar patterns repeated across all shopping center categories, with the 1:00-4:00pm daypart seeing a slight increase, the 4:00-7:00 pm daypart receiving the largest boost and the 7:00-10:00 pm daypart seeing the largest drop. So although changes in work habits have not altered the weekly visit distribution, it seems like hybrid workers are taking advantage of their new, and likely more flexible schedules to frequent malls in the afternoon instead of reserving their mall trips for after work. The significant numbers of Americans moving to the suburbs in recent years may also be contributing to the decline of late night visits, with these suburban newcomers perhaps less likely to spend time outside the house during the evening hours.
Although malls have enjoyed consistent growth in foot traffic over the past two years, visits still remain below 2019 levels. How can shopping centers attract more shoppers and recover their pre-COVID foot traffic?
Some malls are attracting visitors by looking beyond traditional retail with offerings such as gyms, amusement parks, and even entertainment complexes. And with more traditional mall anchors shutting their doors than ever, even smaller shopping centers are adding lifestyle experiences options in newly vacant spaces – and incorporating unique elements into traditional retail spaces.
In September 2023, the Chandler Fashion Center in Arizona opened a giant SCHEELS store in its mall. The 250,000-square-foot sporting goods store boasts more than just sneakers – visitors can ride on a 45-foot Ferris Wheel or marvel at a 16,000-gallon saltwater aquarium. And monthly visitation data to the mall reveals the power of this new retail destination, with foot traffic to the mall experiencing a major jump from October 2023 onward. The excitement of the new SCHEELS seems to be sustaining itself, with February 2024 visits 23.3% higher than the same period of 2023.
Restaurants, too, can help bring people into malls. The Southgate Mall in Missoula, Montana, experienced a jump in monthly visits following the opening of a Texas Roadhouse steakhouse in November 2023. Customers seem to be receptive to this new addition – the mall saw a sustained increase in foot traffic from November 2023 onward, with year-over-year (YoY) visit growth of 17.0% in February 2024.
The addition of Texas Roadhouse provides Missoula residents with a family-friendly dining experience while tapping into the evergreen popularity of steakhouses.
Malls that don’t want to choose between adding a dining option and incorporating a novel entertainment venue can blend the two and go the “eatertainment” route. One shopping center – North Carolina’s Cross Creek Mall – is proving just how effective these concepts can be for a mall looking to grow its foot traffic.
Eatertainment destination Main Event opened at the mall in August 2023, bringing laser tag, video games, virtual reality, and 18 bowling lanes with it. Main Event’s opening also provided a boost in foot traffic to the mall – monthly visits to Cross Creek Mall surged following the opening. And this foot traffic boost sustained itself, particularly into the colder winter months – January and February 2024 saw YoY growth of 12.3% and 25.1%, respectively.
Integrating entertainment options at malls is one strategy for driving visits, but there are plenty of other ways to bring people through the doors. Pop-ups have been a particularly popular option of late, especially as more online brands venture into the world of physical retail. And malls, which typically tend to leave a small portion of their storefronts vacant, can be the perfect place to host a retailer for a limited time.
One brand – Shein – has been a leader in the pop-up space, bringing its affordable fashion to malls in Las Vegas, Seattle, and Indianapolis. These short-term residencies – typically no longer than three to four days – allow shoppers to try the popular online retailer’s products before they buy.
Shein has enjoyed success with its mall residencies, evidenced by the foot traffic at the Woodfield Mall in Illinois, which hosted a three-day pop-up from December 15-17, 2023. The retail event was hugely popular, with visits reaching Super Saturday (the last weekend before Christmas) proportions – even though this year’s Super Saturday coincided with Christmas Eve Eve (December 23rd) and drove unusually high traffic spikes.
Shein pop-ups are typically very short – no more than three to four days. This format, known for creating a sense of urgency among shoppers, has proven powerful in driving store visits. But can longer-lasting pop-ups find success as well?
Foot traffic data from pop-ups hosted by Swedish home furnisher IKEA suggests that yes – longer-term residencies can be successful. The chain is working on growing its presence across the country, particularly in malls. To that end, IKEA has been experimenting with mall pop-ups, beginning with a six-month residency at the Rosedale Center in Roseville, Minnesota.
IKEA opened its store on February 16, 2024, and visits to the mall increased significantly immediately after. The first week of the pop-up saw a 12.9% growth in visits compared to a January 1-7, 2024 baseline. And by the third week of the pop-up, there were still noticeably more people frequenting the mall than before the launch.
The luxury retail segment has had a great few years, and malls are tapping into this popularity. Nearly 40% of new high-end store openings in 2023 were in mall settings, many in Sunbelt states like Texas, Florida, and Arizona, perhaps driven in part by demand from an influx of wealthy newcomers to those states.
A comparison of upscale shopping malls to standard shopping centers across Sunbelt States reveals just how popular high-end retail is in the region. Malls with a high percentage of luxury and designer stores like the Lenox Square Mall in Georgia or the NorthPark Center in Texas saw considerably more YoY visit growth than the average visit growth for shopping centers in their respective states.
Lenox Square Mall saw foot traffic increase 31.2% YoY in 2023, while shopping centers in Georgia saw their visits grow by just 2.7% YoY in the same period. Similar trends repeated in Louisiana, Arizona, California, and Florida. And while some of this growth may be due to the resilience of these wealthier shoppers in the face of inflation, one thing is clear – luxury is here to stay.
Malls are thriving, carving out spaces for themselves in a competitive retail environment. By prioritizing experiential retail, entertainment, pop-up shops, and luxury offerings, shopping centers across the country are remaining relevant in a rapidly changing retail world. And mall operators that recognize the power of innovation and evolve along with their customers can hope to meet with continued success.

Consumer preferences have shifted over the past five years. COVID-19 and inflation impacted shopping habits and behaviors across the retail space – and while some of the changes were short-lived, others appear to have more staying power. Now, with memories of the lockdowns fading, and as the inflation that plagued much of 2022 and 2023 wanes (hopefully), we analyzed location intelligence data to understand what the retail and dining landscape looks like today.
This report leverages historical and current foot traffic data and trade area analysis to better understand the current retail and dining landscape and reveal consumer trends likely to shape 2024 and beyond. Which segments have benefited most from the shifts of the past five years? How are legacy brands staying on top of current shopping and dining trends? Where are people shopping and dining in 2024? And what characterizes the modern consumer?
One of the major retail stories of the past five years has been the rise of Discount & Dollar Stores. Category leaders such as Dollar General and Dollar Tree expanded significantly prior to the pandemic, which helped these essential retailers attract large numbers of customers during the initial months of lockdowns.
During this period, many Discount & Dollar Stores invested in more than just their store count – several leading chains also expanded their grocery selection, allowing these companies to compete more directly for Grocery and Superstore shoppers. As Discount & Dollar Stores continued growing their store fleets – and as the pandemic gave way to inflation concerns – shoppers looking for more affordable consumables options gravitated to this segment.
Location intelligence shows that the rapidly opening stores and stocking them with fresh groceries is working – since 2019, Discount & Dollar Stores have slowly but steadily grown their visit share relative to the Grocery and Superstore sectors.
In 2019, Discount & Dollar retailers captured 15.1% of the visit share between the three categories analyzed. This number grew by a full percentage point between 2019 and 2020 and the trend has continued, with the category enjoying 16.6% of the relative visit share in 2023. Meanwhile, Superstores’ relative visit share decreased during the same period, dropping from 41.7% in 2019 to 40.0% in 2023, while the relative visit share of Grocery Stores remained mostly stable.
Still, consumers are not giving up their regular Grocery or Superstore run quite yet – over 80% of combined visits to Grocery Stores, Superstore, and Discount & Dollar Store sectors still go to Grocery Stores and Superstores. But the data does indicate that some shoppers are likely choosing to shop for groceries and other consumables at Discount & Dollar Stores. And CPG companies and category managers looking to reach customers where they shop may want to consider adding Discount & Dollar Stores to their distribution channels.
The key question that remains is how much of the gained visit share can the Discount & Dollar leaders maintain as the economic environment improves. This metric will be the strongest sign of whether the short term gains made within a favorable context drove long term value.
Superstores’ visit share may be shrinking somewhat in the face of Discount & Dollar Stores’ growth. But diving into the Superstore leaders reveals that these macro-shifts are having a different impact on the various sub-categories within the wider Superstore segment.
Walmart remains the undisputed Superstore leader thanks to its 61.8% share of overall visits to Walmart, Target, Costco, Sam’s Club, and BJ’s in 2023. But 61.8% is still lower than the 66.3% relative visits share that the Superstore behemoth enjoyed in 2019. Meanwhile, Target grew its relative visit share from 17.3% in 2019 to 19.3% in 2023, while the combined visit share of the three membership club brands increased from 16.5% in 2019 to 18.9% in the same period.
Some of the shift in visit share can be attributed to Walmart closing several locations while Target, Costco Sam's Club, and BJ's expanded their fleet – but other factors are likely at play.
Costco and Target attract the most affluent clientele of the five chains analyzed, which could explain why these chains have seen significant growth at a time when many consumers are operating with tighter budgets. The success of these companies also suggests that there are enough consumers willing to spend beyond the basics – as shown with Target’s Stanley Cup success (more on that below) – to support a varied product selection that includes higher-priced options. It also speaks to a high upside on a per customer basis for chains that have proven effective at providing higher-end products alongside those with a value orientation. This speaks to a unique capacity to effectively address “the middle” – an audience that is defined neither solely by value-seeking nor by high-end product proclivities.
Sam's Club and BJ’s also give shoppers an opportunity to save by buying in bulk and cutting down on shopping trips – and related gas expenses – which may also have contributed to their success. The increase in the relative visit share of wholesale clubs indicates that today’s consumer might react positively to more options for bulk purchases in non-warehouse club chains as well.
Retail is not the only sector that has seen slow and steady shifts in recent years – the dining space was also significantly impacted by pandemic restrictions of 2020-2021 and the inflation of 2022-2023. Location intelligence reveals shifts in both the types of establishments favored by consumers and in the in-store behaviors of dining consumers.
Convenience stores’ dining options have evolved in recent years, with today’s consumers heading to Wawa for a freshly made specialty hoagie or to Buc-ee’s to enjoy the chain’s variety of specialty snacks.
Analyzing the visit distribution among C-Stores and other discretionary dining categories (Fast Food and QSR, Restaurants, and Breakfast & Coffee, not including Grocery and Superstores) showcases the growing role of C-Stores in the dining space. Between 2019 and 2023, C-stores' visit share relative to the other discretionary dining categories jumped from 24.2% to 27.1%. The relative visit share of Breakfast, Coffee, Bakeries & Dessert Shops also grew slightly during the period. Meanwhile, Restaurants’ relative visit share dropped from 13.8% to 11.7% and Fast Food & QSR’s dipped from 51.8% to 50.6%.
Several factors are likely driving this evolution. Most Restaurants shuttered temporarily at the height of the pandemic while C-Stores remained open – and consumers likely took the opportunity to get acquainted with C-Stores’ food-away-from-home options. And many C-Stores expanded their footprint in recent years, while some dining chains downsized, which likely also contributed to the changes in relative visit share between the segments.
But the continued growth of C-Stores between 2021 and 2022, and again between 2022 and 2023, indicates that many diners are now embracing C-Store food out of choice and not just due to necessity. The rise of the Breakfast, Coffee, Bakeries & Dessert Shops category alongside C-Stores in the past five years may also highlight the current appetite for affordable grab-and-go food options. And with C-Store operators embracing the shifts brought on by the pandemic and actively expanding their food options, diners are increasingly likely to consider C-Stores for their portable meals and packaged snacks.
C-Store visitors are increasingly receptive to trying new products at their local c-store. So how can C-Store operators and CPG companies determine which products will best appeal to customers? Analyzing the trade areas of seven major chains – 7-Eleven, Wawa, Casey’s, QuikTrip, Cumberland Farms, Plaid Pantry, and Buc-ee’s – using the Spatial.ai: FollowGraph dataset reveals significant variance in food preferences between the chains’ visitor bases.
For instance, Plaid Pantry visitors were 55% more likely than the nationwide average to fall into the “Asian Food Enthusiasts” segment in 2023, in contrast with Casey’s visitors who are 7% less likely to belong to this psychographic. Residents of the trade areas of QuikTrip and Buc-ee’s rank highest for "Fried Chicken Lovers," while Cumberland Farms and Plaid Pantry visitors register the least interest. C-Store operators, QSR franchisees, packaged food manufacturers, and other stakeholders can leverage these insights to optimize food offerings, identify promising partnership opportunities, and find new venues for product testing.
While C-Stores stores may be the exciting story of the day, Full-Service Restaurants continue to play a major role in the wider dining landscape. And despite the ongoing economic headwinds, several dining brands and categories are seeing growth – although location intelligence suggests that in-restaurant behavior may be changing as well.
For example, the hourly visits distribution for leading steakhouse chains has shifted over the past five years: Between 2019 and 2023, Texas Roadhouse, LongHorn Steakhouse, and Outback Steakhouse all saw a jump in the share of visits occurring between 2:00 PM and 6:00 PM – not typical steak eating hours.
Outback and Texas Roadhouse offer early bird dinner specials while LongHorn has a happy hour, so some diners may be choosing to visit these restaurant chains earlier in the evening in order to stretch their eating out budget. Other consumers who are still working from home most of the week may also be eating on a more flexible schedule, and these diners may be having more late lunches in 2023 when compared to 2019. Restaurant operators, drink providers, and menu developers may want to adapt their offerings to this emerging mid-afternoon rush.
The data examined above shows changes within key retail and dining segments over the past five years. So what do these shifts reveal about today’s consumer? What are shoppers and diners looking for in 2024?
The beginning of 2024 was marked by an Arctic blast and plunging temperatures. Consumers, unsurprisingly, hunkered down at home – and foot traffic to many retail categories took a dip. But the declines were short-lived, and by the fourth week of January 2024 foot traffic had rebounded across major categories.
Still, zooming into weekly visit performance for key retail and dining categories for the first eight weeks of the year reveals that the cold did not impact all segments equally – and the subsequent resurgence boosted some sectors more than others.
Discount & Dollar Stores had the strongest start to 2024, with YoY visits up almost every week since the start of the year, and the category showing even more substantial growth once the cold spell subsided. The Grocery category also succeeded in exceeding 2023 weekly visit levels almost every week, although its visit increases were more subdued than those in the Discount & Dollar Store segment.
Superstore and C-Store experienced relatively muted YoY declines in early January and saw significant weekly visit growth as Q1 progressed, with C-Stores outperforming Superstores by late January 2024. And Dining – which suffered a particularly heavy blow in early 2024 – also rebounded with gusto, offering another strong indicator of the resilience of today’s consumer.
Like in the wider Dining industry, weekly YoY visits to the QSR segment quickly rebounded following the unusual cold of the first three weeks of January 2024. And three chains from across the QSR spectrum – legacy chain Wingstop, rapidly expanding Raising Cane’s, and regional cult favorite Whataburger – are seeing particularly strong foot traffic performances.
Diving deeper into the location intelligence reveals that the three chains’ success may be due in part to their visitor base composition: The trade areas of all three brands included a larger share of four-person households compared to the nationwide average of 24.6%.
Wingstop, Raising Cane’s, and Whataburger’s menus all include larger orders to create shareable meals. And larger households seem to be particularly receptive to dining options that allow them to save money, which could explain the significant share of 4+ person households that visit these chains.
The success of these diverse QSR chains also indicates that, although larger households may have more expenses – and might therefore be more impacted by inflation – they can also drive visits to brands that cater to their needs. So dining operators and food manufacturers looking to attract family demographics may consider offering larger meal combos or larger packaging to help larger households splurge on affordable luxuries without breaking the bank.
Perhaps the most significant sign that today’s consumers are still willing to spend money on non-essentials is the recent success of the Starbucks X Stanley “Pink Cup”. The cup has caused such a sensation that re-sellers ask for up to six times the original $50 price – and for those unwilling to shell out the big bucks on the cup, enterprising cup owners offer photo shoots with the product for $5.
The Starbucks X Stanley “Pink Cup” was released on January 3rd, 2024 and could only be bought at Starbucks kiosks located inside a Target. Viral videos of the release circulated on social media, showing eager crowds lining up early in the morning for the chance to be first to grab their cup. Location intelligence reveals that these early morning visits were significant enough to change Target’s typical hourly visit pattern.
Foot traffic between 7:00 AM and 9:00 AM on January 3rd, 2024 accounted for 4.4% of daily visits, compared to 2.6% of daily visits occurring during that time slot on a typical Wednesday in January or February. And demand for the pink Stanley cup drove a spike in daily visits as well – overall daily visits to Target on January 3rd were 18.7% higher than the average Wednesday visits in January and February 2024.
The visit trends to Target on Pink Cup Day are particularly impressive given the freezing weather in some regions of the country and because consumers were coming off the holiday shopping season. And the success of the cup shows that 2024’s shopper is willing to show up – especially for a viral product. Creating buzzy marketing campaigns, then, may be the key to driving retail success.
The retail changes of the past few years have left their mark on how people shop, eat, and spend. And keeping ahead of these changes allows companies and product managers to ensure they can tailor their offerings – whether product selection or marketing campaigns – to the right audience.

The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.
