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With the year almost over, we dove into the visitation data for off-price leaders to see how the TJX chains, Burlington, and Ross Dress for Less are positioned ahead of the holidays.
The off-price segment continued to outperform the wider apparel category in recent months as consumers continued favoring budget-friendly retail outlets. Visits to TJX-owned T.J. Maxx and Marshalls as well as to Burlington remained elevated, with the three chains seeing YoY growth of 5.1%, 5.5%, and 6.4% in Q3 2024. And while Ross foot traffic declined slightly relative to 2023 in July, September, and October, the chain’s YoY visit gap remained significantly smaller than that of the wider apparel category.

And even as Ross lags slightly behind the rest of the off-price space, the chain leads the segment in one metric – the share of returning visitors every month. In Q3 2024, over half of Ross’ monthly visits came from visitors who visited the chain at least twice in the month, compared with 41.9% - 47.6% of visits from returning visitors for the other three off-price leaders.
This data indicates that Ross is already extremely successful at cultivating a loyal clientele that regularly visits the company’s stores – and adding new shoppers to its circle of dedicated customers could drive further YoY visit growth going forward.

Expansion has been a major driver of off-price growth in recent years. Since 2019, the four off-price chains analyzed have all greatly increased their brick-and-mortar footprints, leading to visit surges nationwide.
And impressively, T.J.Maxx, Marshalls, Burlington, and Ross have all managed to expand their physical reach dramatically without straying from their core audience. Diving into the four chains’ trade area demographics in Q3 2019 and Q3 2024 reveals that, even as the retailers’ store fleet configurations evolved, their trade area demographics remained strikingly consistent.
Since 2019, the share of large households in the retailers’ trade areas has remained remarkably steady – though all four brands have seen a slight increase in the share of 4+ person households. The trade areas’ median household incomes (HHIs) did shift slightly as the chains expanded – falling for T.J. Maxx and Marshalls, and, to a lesser extent, Ross, while increasing somewhat for Burlington – but the change from 2019 has been minimal.
It seems, then, that these four off-price leaders have successfully grown their reach over the past five years while maintaining a strong connection with their core customer base, positioning them for continued sustained success in the competitive retail landscape.

As the holiday season approaches, the off-price retail sector remains resilient. The year-over-year growth and high loyalty rates seen by category leaders along with their success at expanding without alienating their core audiences positions these chains to remain a formidable force within the wider retail landscape.
For more data-driven retail insights, visit placer.ai/blog.

The all-important fourth quarter of the year is underway, and leading beauty chains like Ulta Beauty and Sally Beauty Supply are gearing up for an exciting holiday shopping season. We dove into the data to see how the two chains have performed in recent months – and what they can expect in this year’s Q4 retail milestones.
In Q3 2024 (July - September), quarterly visits to Ulta and Sally Beauty were essentially on par with last year’s levels. Ulta saw a minor year-over-year (YoY) uptick of 1.2%, while Sally Beauty maintained a slight visit gap.
Diving into monthly visit trends, ever-expanding Ulta experienced positive YoY foot traffic growth throughout the summer – especially in August, when an additional Saturday provided vacationers and back-to-school shoppers with extra weekend browsing time. And though visits to the chain dipped in September, they quickly bounced back again, with October seeing a 4.5% YoY visit boost likely bolstered by Halloween offerings and seasonal sales.
Sally Beauty, for its part, has been closing locations as part of a store optimization plan implemented largely in 2023. Viewed against this backdrop, the chain’s modest monthly visit gaps – which narrowed to just 0.2% in October 2024 – are particularly impressive. And Sally Beauty Holdings, Inc. has remained nimble on its feet, testing new concepts like Happy Beauty Co., a new store format with cosmetics and other self-care products priced under $10.
For both chains, their October showing signals that eager customers are gearing up for a busy Q4.

But how do Ulta and Sally Beauty experience the holiday season? Which retail milestones resonate most strongly with their customers – and where do they see the most impressive holiday visit boosts?
Ulta Beauty leans heavily into Black Friday each year with early deals that culminate in a shopping bonanza on the day after Thanksgiving – and in 2023, the milestone was the chain’s busiest day of the year. On November 24th, 2023, visits to Ulta were up 270.6% compared to a 2023 daily average. The second-busiest day of the year for Ulta was Super Saturday (December 23rd, 2023), which saw a 219.0% visit bump.
Still, looking at major Ulta markets throughout the country reveals significant regional variation in holiday milestone visitation patterns. Like many other retailers, Ulta experiences bigger Black Friday visit bumps in midwestern metro areas like Chicago, and much smaller ones in California hubs like Los Angeles. And though Black Friday is more important for the chain than Super Saturday on a national level, several CBSAs – including Dallas, New York, and Los Angeles – saw bigger boosts on Super Saturday than on Black Friday.
Sally Beauty – with its more specialized focus on hair care products – sees smaller holiday visit bumps than Ulta. But the chain’s holiday deals do draw crowds. December 23rd was Sally Beauty’s busiest day last year, with visits up 86.2% nationwide and significantly elevated throughout the chain’s major markets. And though Black Friday is much less significant for the retailer – in 2023, it was only Sally Beauty’s 11th busiest day of the year – the chain’s Black Friday deals drove a 55.4% visit bump.

And visits aren’t the only thing that increase at Ulta and Sally Beauty during the holidays. Looking at driving distances to the two chains shows that on Q4 milestones – and especially Black Friday – people travel farther to shop the sales. On Black Friday 2023, and to a lesser extent Super Saturday, both retailers saw significant jumps in the share of visitors traveling more than 10 or 30 miles to visit their brick-and-mortar locations.
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Affordable luxuries like cosmetics and hair care products make the perfect stocking stuffers for consumers still concerned about high prices. And if last year’s holiday trends are any indication, Ulta and Sally Beauty appear poised to enjoy a very festive holiday season indeed.
Visit Placer.ai for more data-driven retail insights.

While Boston trails both the New York City and Nationwide Office Building Index in return-to-office rates, one standout related to office activity is the Newbury Street location of the Dutch brand Suitsupply. Visitation to this location saw steady growth from February to August this year.


When examining the three East Coast cities in the chart—Washington, D.C., New York, and Boston—Educated Urbanites make up nearly half of Suitsupply's trade area, according to Spatial.ai’s PersonaLive data. In Boston specifically, there are also high indices for Near Urban Diverse Families and Young Professionals.

Both the Newbury St and Washington, DC Suitsupply locations saw the greatest gains compared to the prior year.

What might explain the gains in Boston? We have a few theories. First, Boston is a city where nearly a quarter of the population consists of students. The steady growth at the Newbury Street location from February to August could reflect students preparing for spring interviews, purchasing suits for summer internships, and later for weddings in late summer and early fall. Notably, a previous Anchor article highlighted that fall has become the most popular time of year for weddings. Additionally, the strong cohort of students and young professionals in their 20s and 30s may find the office environment particularly beneficial for camaraderie and mentorship. This group is also more likely to seek out—or at least be less resistant to—returning to the office compared to millennials and Gen X.
On a lighter note, there could be something lucky about this store, as it was the 100th location opened by the Amsterdam-based brand. From a quantitative perspective, year-over-year traffic to Newbury Street has increased over the past six months, with notable growth in June and August.

The importance of visual merchandising and the customer experience cannot be overlooked. A unique feature of Suitsupply is its in-store tailoring, often showcased prominently in the front window. This not only provides engaging "retail theater" but also reassures customers of the craftsmanship behind their suits. Some shoppers have even been drawn into the store out of curiosity sparked by seeing an artisan at work. Online reviews for the Boston location highlight customers' appreciation for attentive service, reasonable prices, meticulous attention to detail, and outstanding tailoring.

This week, we attended the Restaurant Finance & Development Conference (RFDC) in Las Vegas, a gathering of industry leaders including senior executives, real estate professionals, franchise groups, investors, and analysts. Similar to insights from last month’s Fast Casual Executive Summit, many operators acknowledged that 2024 has been a challenging year but expressed cautious optimism as they look ahead to 2025.
Restaurant operators have faced numerous headwinds this year, including inconsistent weather, heightened promotional activity across all tiers, increased competition from other food retail channels, elevated labor costs and shortages, and unfavorable lease terms contributing to a rise in bankruptcies. In Q3 2024, most restaurant chains experienced flat or declining visit-per-location trends, as shown below.

Still, some chains managed to achieve impressive growth in visitation per location this past quarter. Below, we highlight the top-performing limited-service restaurant chains (including QSR, fast casual, and coffee/beverage categories with more than 20 units) based on year-over-year visitation per location during Q3 2024.

The most striking takeaway from this chart is that these standout restaurant chains largely avoided the "value wars" seen across the industry this year. Instead, they leaned on menu innovation—chains like CAVA, Chipotle, and Wingstop introduced new offerings that didn’t overly complicate preparation—and operational excellence, particularly in drive-thru efficiency, with leaders such as 7 Brew, Raising Cane’s, In-N-Out, and Culver’s driving visit growth.
Reflecting on the success of these chains, it’s unsurprising that a major theme among restaurant operators at the RFDC event was maximizing returns from existing locations rather than prioritizing unit expansion in 2025. Many chains emphasized improving operations, including simplifying menus to boost throughput while still allowing limited-time offers to drive demand. Others highlighted technology-driven solutions, such as automated make lines and AI-powered voice ordering for drive-thrus. Additionally, executives explored alternative strategies to enhance unit-level returns, including expanded catering services and leveraging retail media opportunities.
What else is on restaurant operators’ minds as we look ahead to 2025?


The festive season is upon us, making it the perfect time to focus on a retail category that truly shines in Q4 2024: gifting, books, and paper. Despite the digital age, consumers continue to show a strong preference for shopping for these items in-store and still value tangible versions of these products. However, as discretionary retail faces challenges in meeting consumer expectations, has this category managed to capture consumer excitement and deliver delight amidst competing distractions and purchase priorities?
The book, paper, and gift market has experienced mixed performance among retailers this year, but even those facing year-over-year traffic declines have opportunities to improve. Barnes & Noble continues to set the standard, particularly in a category that was among the first to face e-commerce disruption; compared to 2019, visits are up 7% in 2024 despite a smaller store footprint. Paper Source is down 2% year-over-year in visits but is maintaining trends consistent with 2023. Similarly, Hallmark stores have seen a 2% decline in traffic year-to-date, though this aligns with a 5% reduction in store count. Notably, The Paper Store, a Northeastern chain of Hallmark Gold Crown stores, has outperformed the broader Hallmark brand by positioning itself more as a gift-first retailer, with cards and stationery playing a secondary role.

The book, paper, and gift market has experienced mixed performance among retailers this year, but even those facing year-over-year traffic declines have opportunities to improve. Barnes & Noble continues to set the standard, particularly in a category that was among the first to face e-commerce disruption; compared to 2019, visits are up 7% in 2024 despite a smaller store footprint. Paper Source is down 2% year-over-year in visits but is maintaining trends consistent with 2023. Similarly, Hallmark stores have seen a 2% decline in traffic year-to-date, though this aligns with a 5% reduction in store count. Notably, The Paper Store, a Northeastern chain of Hallmark Gold Crown stores, has outperformed the broader Hallmark brand by positioning itself more as a gift-first retailer, with cards and stationery playing a secondary role.
Barnes & Noble's consistent and sustainable traffic growth can be attributed to several successful initiatives. The retailer has expanded its product categories, doubled down on gifting, strengthened its position as a third space, and tapped into consumers' enduring love for books—all of which have set it apart in a challenging discretionary retail landscape. The effectiveness of these efforts is reflected in the chain's dwell time, which averages 37 minutes—nearly 10 minutes longer than any of the other chains reviewed—and excels at keeping visitors in-store for over 30 minutes.

Barnes & Noble has done an impressive job of evolving its visitor demographics over time, particularly in the face of the digital revolution and the disruption of the book category. The success of specialty retailers often reflects broader cultural movements and shifts in consumer preferences, and Barnes & Noble is no exception. According to PersonaLive customer segments, the chain has significantly increased its penetration of younger consumer segments, such as Young Professionals and Young Urban Singles, when comparing 2024 year-to-date with 2019. Factors contributing to this trend could include the rise of book club culture among younger cohorts, the appeal of working from the in-store café, and an expanded assortment of gifts and paper products for special occasions.

This focus on younger consumers seems to be paying off. In 2024, 6% of Barnes & Noble visitors also shopped at a Hallmark location, although only 1% visited Paper Source, its sister brand. The integration of Paper Source shop-in-shops within Barnes & Noble locations may be cannibalizing cross-visitation between the two standalone chains.
As for Paper Source, it shares many of the elements driving Barnes & Noble's success but faces challenges in fully unlocking its potential. One key differentiator is its invitation business, but as consumers increasingly turn to digital platforms like Facebook or Paperless Post for invitations, even the booming wedding market hasn’t been enough to significantly drive growth.
A significant challenge for Paper Source comes from competition within the superstore category. This year, 87% of Paper Source visitors also shopped at Target, and 63% visited Walmart. Both retailers have invested heavily in expanding their party supplies, cards, and gifting assortments, making it more convenient for shoppers to purchase these items during a single trip, rather than visiting a separate specialty store.

Paper Source has a strong demographic foundation to build upon as it works toward stabilization. According to PersonaLive, the chain significantly outperforms Barnes & Noble in visitation percentages among Ultra Wealthy Families, Young Professionals, and Educated Urbanites, with Ultra Wealthy Families accounting for nearly a quarter of its visitors. Its frequent co-tenants reflect similar socio-economic patterns, aligning with successful specialty chains that appeal to wealthier shoppers, such as lululemon, Sephora, Anthropologie, Warby Parker, Madewell, and Apple. With these favorable dynamics in place, Paper Source has an opportunity to thrive—success may depend on effective messaging and marketing to this affluent customer base.

The differences between Hallmark stores and The Paper Store highlight contrasting strategies: one chain has successfully expanded its product offerings to capture a more engaged audience, while the other remains closely tied to the traditional paper category and has struggled to do the same. There is little overlap in visitation between the two chains, suggesting that consumers may perceive The Paper Store as entirely separate from Hallmark, despite its status as a Gold Crown retailer.
The Paper Store’s elevated and expanded assortment has fostered stronger loyalty among its visitors compared to the Hallmark chain. In 2024, loyal visitors—defined as those visiting twice per month—accounted for 12% of The Paper Store’s visitors, 2 percentage points higher than Hallmark. Additionally, The Paper Store serves more as a destination, with 37% of visitors heading home afterward, also 2 points higher than Hallmark. By expanding its product categories and curating localized selections, The Paper Store has successfully differentiated itself from the traditional Hallmark model, a strategy that could benefit the national chain as well.

The gifting, book, and paper retail category demonstrates varied consumer behavior across chains. The success of Barnes & Noble and The Paper Store underscores the importance of expanding product assortments to attract visits, as consumers increasingly seek convenience by consolidating their purchases in fewer trips. While consumers may tolerate more frequent visits for essential retail, in specialty retail, convenience and variety are critical. The category’s overall resilience suggests that consumers still have discretionary spending power for the right products at the right time, offering hope for retailers still refining their approach.

The sporting goods and sportswear category has had a rough couple of months. Two mainstays in the space – Bob’s Stores and Eastern Mountain Sports – filed for bankruptcy in June, and several sportswear and athleisure leaders posted disappointing results. So is the consumer demand for leggings and sneakers waning? Or is the category merely facing a temporary slowdown? We dove into the data to find out.
With budgets still tight, many shoppers are turning to value apparel and value athletic wear – and this trading down may be impacting the sporting goods and sportswear space: Q3 2024 visits to most sporting goods and athletic wear chains analyzed, including DICK’s Sporting Goods, Athleta, Academy Sports + Outdoor, and Hibbett Sports, remained at or moderately below 2023 levels. Still, the relatively minimal visit gaps indicate that demand for the category remains stable and may rise again with increased consumer confidence.
Meanwhile, lululemon athletica saw a 7.6% increase in YoY visits in Q3 2024 thanks to the company’s ongoing expansion.

But even as the sporting goods and sportswear category may be facing a temporary lull, diving into the demographics of the trade areas for the various retailers reveals the variety of sporting goods and sportswear consumers – showing the varied demand for the category.
The median household income within the trade areas of the five chains analyzed ranged from $54.8K for Hibbett Sports to $108.3K for Athleta. The share of households with children within the trade areas also varied among the chains: DICK’s Sporting Goods, and Academy Sports + Outdoors included significantly more households with children in their captured markets when compared with Athleta, lululemon, or Hibbett Sports.
It seems, then, that each chain appeals to a specific consumer segment – DICK’s and Academy Sports both serve families, although DICK’s attracts the higher-income households and Academy Sports draws more middle-income shoppers. Lululemon and Athleta both operate at the higher-end of the athletic wear spectrum, but Athleta shoppers tend to come from slightly more affluent areas with larger household sizes. And Hibbett has carved out a niche among lower-income consumers.

Demand for sportswear and gym gear may not be as strong as it was at the height of the pandemic when gyms were closed and consumers were doubling down on comfort. But the variety of audiences within the category leaders’ trade areas indicates that appetite for athletic wear and sporting goods is still widespread. And with Black Friday around the corner, these chains – and especially the higher-priced retailers among them – may well get a boost from price-conscious consumers looking to snag discounts at their favorite premium chains.
For more data-driven retail insights, visit placer.ai.

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.
