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While a state’s share of brick-and-mortar retail visits generally tracks with its share of the U.S. population, the chart below shows that the relationship is not perfectly proportional. Some states, such as Texas and Florida, generate a larger share of retail traffic than their population size alone would suggest, while others, such as California and New York, account for a smaller portion of visits relative to their population base.
Mapping each state’s share of retail visits to its share of the population reveals a clear geographic pattern: Across much of the Sun Belt, retail visits tend to over-index relative to population, while under-indexing is more common along the West Coast and in parts of the Northeast.
Several structural dynamics may help explain this regional divide. Migration into Sun Belt markets has been driven in part by lower costs of living, and once there, households may have more discretionary income relative to high-cost coastal markets – supporting more frequent in-person shopping trips. At the same time, consumer behavior differs across regions: in higher-cost coastal and Northeastern markets, shoppers may be more likely to consolidate trips or shift spending online, contributing to fewer retail visits per capita.
For retailers and CRE professionals, these patterns suggest that a data-driven expansion strategy should account not just for population growth, but for how and where consumers choose to shop across regions.
Sun Belt markets may offer outsized opportunities for physical retail expansion, as higher-than-expected foot traffic signals strong in-person engagement and potential demand for additional brick-and-mortar supply. Conversely, in coastal and Northeastern markets, where visits under-index and e-commerce adoption is higher, success may depend more on experiential retail, premium formats, or omnichannel integration rather than footprint growth alone.
For more data-driven retail and CRE insights, visit placer.ai/anchor.
After failing to attract a buyer for its retail operations following its February 2026 bankruptcy filing, Eddie Bauer LLC announced it would close all of its stores – though the Eddie Bauer brand will continue to be sold online and through wholesale partners. The company has pointed to headwinds such as inflation and tariff uncertainty as major factors contributing to the chapter 11 filing.
But Eddie Bauer isn’t the only brand facing these pressures – and even in today’s challenging macroeconomic environment, some apparel brands are thriving. So what other factors likely contributed to Eddie Bauer’s decline? We dove into the data to find out.
Unsurprisingly, visits to Eddie Bauer’s store fleet had been declining for some time. In 2024, year-over-year (YoY) traffic to Eddie Bauer fell 9.7% compared to just 4.1% for sportswear and athleisure brands and 3.7% for traditional apparel. And although the brand’s YoY visit gap narrowed in 2025, it remained significantly larger than that of the broader categories.
Alongside the company’s explanations, commentators have pointed to other challenges – including rising competition from athleisure brands, limited traction in Asian markets, and a disconnect between the company’s typical older shopper base and the younger demographic it sought to attract. Observers have also noted that the brand’s shift toward outlet malls, as it closed underperforming full-price locations, blurred its premium identity and conditioned consumers to expect deep discounts.
But location analytics also suggest another way in which Eddie Bauer’s drift towards outlet malls may have undermined the company’s brick-and-mortar performance – a mismatch between Eddie Bauer’s core audience and that of the typical outlet mall shopper.
As retail destinations that typically require a drive and center on discretionary purchases, outlet malls tend to attract visitors from areas with higher median household incomes than the nationwide average. But Eddie Bauer’s audience appears to be even more affluent – suggesting that the brand’s core customers may not have been typical bargain-hunting outlet shoppers.
At the same time, Eddie Bauer’s audience skews older and less family-oriented than that of outlet malls overall. In 2025, households belonging to ESRI ArcGIS Tapestry’s “Mature and Retired Living” segment group accounted for more than half of the brand’s captured market – significantly higher than both the nationwide average and the share seen in outlet mall trade areas.
Meanwhile, other key outlet audiences – such as families – were substantially underrepresented in Eddie Bauer’s trade areas. And despite attempts to woo Gen Z consumers, the brand attracted relatively fewer “Contemporary Households,” a younger-skewing group that includes singles, couples without children, and other non-family households.
Retail turnarounds are far from impossible – especially for legacy brands with strong recognition. But in a retail environment with little room for error, success hinges on getting every detail right. As Eddie Bauer’s experience shows, that means keeping locations, target audiences, and positioning tightly aligned, to deliver a clear, compelling value proposition.
For more data-driven retail analyses, follow Placer.ai/anchor.
Over the past several months since our last self-storage update, the industry has remained surprisingly resilient even as its primary fuel source – housing turnover – dried up. With Public Storage's recent acquisition of National Storage Affiliates, we dove into the data to understand what's driving the category's ongoing growth.
Coming out of the pandemic, demand for self-storage facilities surged due to increased migration trends and living space downsizing trends. According to Extra Space’s December 2025 Company Presentation, 12.6% of U.S. Households utilized self-storage facilities in 2023, up from below 10% before the pandemic. Our location intelligence reinforces this data, as monthly visitation trends to self-storage chains continued to grow in 2025, albeit at a slower pace than previous years (below).
Looking ahead to 2026, can this momentum continue? Home sales have improved modestly as interest rates inched downward, but the industry has had to pivot to generate growth the past few years. With that backdrop, we’ve identified four trends that will define the category in 2026.
With fewer people moving, operators had to cut prices to attract new tenants, with "street rates" declining in recent years. According to [many operators], "street rates" for a 10x10 unit dropped 10%–15% year-over-year in 2025. To compensate, major REITs (like Public Storage and Extra Space) raised rates on current tenants. Because these tenants were also locked into their housing situations, they proved incredibly "sticky" – accepting the price hikes rather than going through the hassle of moving their goods. Our data also shows an increase in the share of frequent visitors (2+ times a month) to self-storage units, reinforcing the idea that storage has become a more embedded, utility-like part of their daily lives – and further reducing their likelihood to churn even as rents rise.
If you can't move, you improve. As migration trends and housing turnover trends have slowed, there appears to be a shift in the rationale behind why customers were renting self-storage units. Instead of "moving storage," demand has shifted toward "lifestyle storage." As homeowners renovated to accommodate hybrid work setups or cleared out spare rooms for new family members, they needed temporary space. We see this with the percentage of remote workers visiting the largest self-storage chains, which has steadily increased the past several years. In turn, this helped put a floor under occupancy rates, which have stabilized in the low-90% range for REIT-managed storage properties and in the low-80% range across all operators.
The self-storage industry is seeing regional divergence. Sunbelt markets (Phoenix, Tampa, Atlanta), which saw massive migration and development booms during the pandemic, faced a supply hangover in 2025. With too many new facilities opening just as migration slowed, these markets saw the steepest drops in pricing compared to high-barrier markets in the Northeast.
However, this “saturation" could offer opportunities within this category. Recently, CubeSmart and CBRE Investment Management announced a $250 million joint venture to acquire assets in these very high-growth markets. Their first acquisition? A property in Phoenix – the poster child for recent oversupply. This move signals a critical shift for 2026: while development is slowing, institutional capital is waking up. Major players are using this period of soft pricing to acquire high-quality assets in the Sunbelt, betting that the long-term population growth will eventually absorb the current supply glut.
While standard drive-up units remain the bread and butter of the consumer self-storage industry, 2025 saw a continued shift toward climate-controlled solutions as a key revenue driver. New development throughout 2025 and into 2026 has skewed heavily toward 100% climate-controlled facilities. As consumers store higher-value items – such as electronics, wine, and collectibles – rather than just "garage overflow," they have proven willing to pay a higher premium for strict humidity and temperature regulation.
Simultaneously, investors tracking the self-storage sector have historically looked to industrial cold storage (refrigerated warehousing for food and pharma) as a parallel play, given both asset classes benefit from similar "last-mile" logistics tailwinds. However, the 2026 outlook for the industrial side has shifted significantly.
While the rise of online grocery and pharmaceutical delivery initially made refrigerated warehousing a defensive darling, the sector is now digesting a massive pandemic-era development boom. The U.S. industrial cold storage market is currently facing a notable supply glut. As industry leader Americold recently highlighted, "[O]ver the last few years, it's in excess of 15% of incremental capacity that's been added mainly by a lot of new market entrants whose business model is to get a little bit of scale and then try to transact."
This creates a split narrative for 2026: while consumer climate-controlled self-storage continues to capture premium yields, the industrial cold storage sector is entering a period of recalibration, forcing operators to focus on absorbing excess capacity and improving efficiency rather than breaking ground on new builds. We see this in visitation trends to cold-storage leaders Americold and Lineage, where visits continue to trend downward versus 2022 as these chains see an increase in new competitors.
As we head deeper into 2026, the industry is watching for the "thaw." If interest rates moderate and housing turnover picks up, street rates could rally quickly. But until then, the name of the game is consolidation and efficiency. Expect more REITs to follow CubeSmart’s lead, partnering with institutional capital to scoop up modern, climate-controlled assets while smaller operators struggle to compete in a low-volume environment.
For more data-driven CRE insights, visit placer.ai/anchor.
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Recent McDonald's menu additions such as the annual Shamrock Shake release and the Big Arch Burger pilot appear to have generated only a modest lift in McDonald’s foot traffic. Although visits increased 5.5% year-over-year during the week of February 16th 2026 – the week of the Shamrock Shake's launch – traffic the following week dipped -0.5%, suggesting the seasonal item generated only a short-lived bump rather than a sustained lift in visits. And the heavily publicized Big Arch generated just a 2.2% YoY traffic boost during its launch week of March 2nd to March 8th 2026 – although performance may strengthen as the item gains traction with consumers.
So while these LTOs did generate modest traffic lifts for the chain, the impact was relatively muted compared to some of last year’s stronger performers, such as McDonald’s Grinch Meals. These results may suggest that consumers are becoming increasingly selective in their spending – potentially making it more difficult for QSR chains to rely on LTOs alone to drive meaningful traffic momentum without additional value-oriented offerings.
While recent LTOs delivered only modest gains on their own, pairing LTOs with a clearer value proposition – such as the upcoming McValue 2.0 – may prove more effective, with limited-time items drawing attention and value-focused offerings encouraging repeat visits. In a price-sensitive environment, this dual strategy could drive a more sustainable traffic lift than product innovation or value promotions alone.
For more data-driven restaurant insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
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Confidence in physical retail remains solid this year. More than 55% of survey respondents said they feel confident or very confident about brick-and-mortar performance in 2026, while only around 20% expressed concern.
This sentiment aligns with the broader performance of the sector. The chart below shows two consecutive years of modest but positive retail visit growth, with year-over-year (YoY) gains hovering around 1%. While that pace reflects a relatively stable – rather than booming – environment, it reinforces the idea that physical retail continues to demonstrate resilience despite macroeconomic uncertainty.
Still, the results also highlight an element of caution. Nearly half of respondents reported feeling neutral or concerned about the coming year, suggesting that while the foundation for brick-and-mortar retail remains strong, industry leaders are watching economic conditions closely.
At the same time, most respondents believe online retail will continue to grow faster than physical stores. Nearly 70% said they expect e-commerce to outpace brick-and-mortar growth over the next twelve months.
This outlook is hardly surprising given e-commerce’s smaller starting point and the ongoing digital expansion across the retail landscape. But crucially, the expectation of stronger online growth does not translate into pessimism about stores. Nearly a third of respondents said they were actually more bullish on physical retail than on e-commerce.
These findings suggest the industry has moved beyond the once-dominant narrative that e-commerce would inevitably replace physical retail. Instead, the data reflects a growing consensus that the two channels are increasingly complementary – a story also supported by visit data, which shows e-commerce activity growing faster than brick-and-mortar retail even as both continue to expand. The rise of online retail doesn’t reduce the necessity of physical stores – it pushes retailers, brands, and landlords alike to develop clearer strategies for how online and offline channels work together to create a seamless consumer journey that leverages the unique advantages of each.
When we asked professionals about the role agentic AI could play in retail in the coming years, our expectation was a resounding vote for the lift it would provide e-commerce. And indeed, 44% of respondents said they expect agentic AI to increase the share of online retail.
However, reflecting the growing recognition that retail’s future lies in more harmonized commerce, 34% of respondents said they believe agentic AI will lift all boats – increasing incremental growth across commerce more broadly.
This is a significant signal. It reinforces the idea that innovation, whether centered on physical or digital shopping, is most powerful when it creates value across the entire ecosystem. Rather than viewing technology as a zero-sum competition between channels, many retail leaders increasingly see tools like AI as ways to strengthen the overall shopping experience. And that perspective makes it more likely that retailers and brands will evaluate new technologies through a broader lens that prioritizes integrated commerce.
Understanding why consumers visit stores remains central to shaping the next phase of brick-and-mortar retail. When survey participants were asked to identify the key drivers of in-store visits, tactile experiences topped the list, with nearly 80% of respondents pointing to the ability to see, touch, and try products as among the biggest advantages of physical retail. Another 70% highlighted the enjoyment of the in-store shopping experience itself – emphasizing another element that is difficult to replicate online.
At the same time, respondents expressed skepticism about some of the strategies often cited as drivers of store traffic. Only 12% identified services such as buy-online-pickup-in-store (BOPIS) or in-store returns as major traffic drivers. This suggests that while these services are important components of omnichannel retail – reflected, for example, in a growing share of short in-store visits across industries – they may not yet be fully integrated into shopping journeys in ways that maximize their potential.
Perhaps most surprisingly, only 30% of respondents said stores excel at inspiring shoppers to discover new products. Yet this capability may represent one of brick-and-mortar retail’s greatest untapped opportunities. Physical environments are uniquely positioned to spark discovery through merchandising, layout, and experiential elements – factors that can expand baskets and deepen customer engagement.
Industry sentiment also varies significantly across retail segments, with sector-level expectations closely tracking last year’s visit performance. When asked whether they expected various categories to grow, remain stable, or decline over the next twelve months, respondents were more likely to express confidence in continued growth or stability for segments that experienced stronger YoY traffic trends in 2025.
Wholesale clubs, which saw visits rise 5.0% YoY in 2025, topped the list – with 97% of respondents expecting growth or stability in the months ahead, followed by grocery stores at 96%. The strength of both sectors reflects broader consumer trends, including suburban living, increased home cooking, and a heightened focus on value and wellness.
Still, respondents are significantly more bullish on wholesale clubs than on traditional grocery stores: Breaking down the growth / stability outlook down further, 61% of respondents expect clubs to see continued growth, compared with about 35% for grocery stores.
One reason may be the club model’s ability to capture large shopping baskets. While consumers today are increasingly willing to visit multiple stores to find the best value or selection, club retailers excel at capturing a significant share of the shopping list once they secure the visit. Grocery stores, on the other hand, attract frequent trips – but these may include fewer items as shoppers spread spending across multiple retailers. This dynamic may push grocers to focus more heavily on specialization, differentiated offerings, and higher value per visit.
Mass merchandisers such as Walmart and Target also received strong confidence scores, reflecting Walmart’s recent performance and expectations surrounding Target’s ongoing turnaround strategy. Meanwhile, discount and dollar stores – another category that has performed well recently – were widely expected to remain stable, with fewer respondents predicting continued rapid growth for the sector in the months ahead.
There are few sectors we love talking about more than malls. Several years ago, the prevailing expectation was of a perpetual decline for the sector as a whole. But the “death of the mall” narrative has quickly diminished – or at least evolved. In our survey, 54% of respondents expected continued success for Tier 1 malls, while 30% anticipated decline across all mall types. Only 16% expected Tier 2 malls to perform well, and less than half of those believed that success would extend further down the tier ladder.
This largely aligns with visit data, with top-tier indoor malls driving significant success in recent years – a trend that will likely be further reinforced by the continued shift of key audiences toward the suburbs.
However, the potential of Tier 2 malls remains an area worth watching. A major part of the success of top malls has been a shift away from heavy concentrations of apparel and beauty toward more diverse tenant mixes, along with a stronger emphasis on elevated dining and experiences. This has been a critical element for the highest-performing malls. But in an environment where space is increasingly at a premium – and where less space is being dedicated to apparel and beauty in these top locations – a significant opportunity may emerge for Tier 2 malls to provide a stage for retailers that can no longer find a home in the most sought-after centers.
The result is an opportunity for these properties to become the “big fish” in smaller ponds, particularly if they focus on building tenant mixes that complement major regional players rather than compete with them directly. Executed well, this strategy could reduce direct competition while creating more destinations where consumers want to spend time.
Industry sentiment, especially when combined with visit data, offers a valuable snapshot of how retail is likely to evolve in the year ahead. Together, they point to a sector defined by steady physical retail performance, growing integration between online and in-store channels, optimism around technologies like AI, and shifting opportunities across segments from wholesale clubs and grocery to evolving mall formats.
For more data-driven retail insights visit Placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
Swig, the Utah-born drive-thru concept that helped popularize customizable dirty sodas, has evolved from a regional novelty into one of the fastest-growing beverage chains in the country. Known for mixing classic soft drinks with flavored syrups, creams, and fruit add-ins – alongside cookies and pretzel bites – the brand has expanded well beyond its Mountain West roots.
This expansion is fueled by significant online hype, with new locations often generating lines that wrap around the block and leave some customers waiting over an hour to try their first drink. And as the brand pushes deeper into the Sunbelt and beyond, location analytics offer a window into how this growth is impacting traffic trends and reshaping the brand's audience.
Unsurprisingly, the data shows that as Swig has expanded its footprint, it has successfully grown its overall traffic. In February 2026, visits to the chain were 137.9% higher than in February 2023 – and up 30.7% year-over-year compared to February 2025.
The data also shows the emergence of a clear seasonal pattern, with visits to Swig peaking each year in the summer as people seek out cool soda treats to beat the heat. Notably, the magnitude of the summer peak in 2025 was larger than ever before, suggesting that as the chain becomes more mainstream, its seasonal appeal may be increasing. But the dramatic increase in off-season visits as well shows that Swig is successfully building a loyal customer base that craves its offerings year-round.
This rapid growth is also leading to a meaningful broadening of Swig’s customer base. While the chain’s trade areas still remain affluent relative to the average U.S. household, the median household income (HHI) of its captured market is dropping as it reaches a more varied demographic.
And while "Wealthy Suburban Families" and "Upper Suburban Diverse Families" remain Swig’s largest audience segments, their total share of the market has edged down as engagement deepens across additional cohorts. This includes, notably, households in Blue Collar Suburbs who are now overindexed at 8.1% of Swig’s captured market, compared to a 6.9% nationwide baseline.
As Swig continues its transition from a niche favorite to a broad staple, it will inevitably face the challenges of sustained growth, such as maintaining unit-level productivity and operational consistency. However, for now, the data and the visible excitement surrounding new openings suggest that the dirty soda pioneer still has plenty of fizz left.
For more data-driven dining analyses follow Placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
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.
Last year ended on a high note for many retailers, with cooling inflation and rebounding consumer confidence contributing to a robust holiday season. Still, 2023 was a year of headwinds for the sector, as consumers traded down and cut back on unnecessary indulgences.
In the midst of these challenges, some segments thrived. Continued prioritization of health and wellness by consumers drove strong visit growth for the Fitness and Beauty & Self Care segments – which emerged as 2023 winners and enjoyed positive foot traffic growth in Q4. At the same time, price consciousness drove foot traffic to Discount & Dollar Stores and Superstores, both of which made inroads into the affordable grocery space during the year.
The Grocery category, too, saw a 4.3% jump in visits last year compared to 2022, as well as a slight uptick in Q4 visits. And even the discretionary Dining sector held its own, with a 2.1% year-over-year (YoY) annual increase in foot traffic, and a Q4 quarterly visit gap of just 1.8%.
Fitness had a particularly strong 2023, buoyed by consumers’ sustained interest in self-care and wellness. Since the pandemic, gym memberships have graduated from a discretionary expense to something of a necessity – an important investment in health and wellbeing. The category has also likely continued to benefit from the post-COVID craving for experiences.
And quarterly data shows that the Fitness segment is positively flourishing. Throughout most of Q4 2023, Fitness venues experienced YoY weekly visit growth ranging from 8.8% to 12.2%. (The unusual visit spike and dip during the last two weeks of the quarter are due to calendar discrepancies: The week of December 18th, 2023 is being compared to the week of December 19th, 2022, which included Christmas Day – while the week of December 25th, 2023 is being compared to the week of December 26th, 2022, which did not).
Drilling down into the data for several leading fitness chains shows that there’s plenty of success to go around. Crunch Fitness – ranked by Entrepreneur as 2024’s top fitness franchise – led the pack with a remarkable 28.2% YoY annual increase in visits, partly fueled by the steady expansion of its fleet. And while other value gyms like Planet Fitness also saw robust visit growth, the boost wasn’t limited to budget options. Given the Fitness sector’s already-impressive 2022 performance, the category’s strong YoY showing is especially noteworthy.
Beauty & Self Care was another category to benefit from 2023’s obsession with wellness – as well as the “lipstick effect”, which sees consumers treating themselves to fun, affordable luxuries when money’s tight. Driven in part by the evolving preferences of Gen Z consumers, cosmetics leaders have embraced wellness-focused approaches to cosmetics that prioritize self-care and self-expression. This strategy continues to prove successful: Throughout Q4 2023, Beauty & Self Care chains saw steady YoY weekly visit growth, especially in November and early December – perhaps highlighting Beauty’s growing role in the holiday shopping frenzy.
One brand leading the cosmetics pack in 2023 was Ulta Beauty – which drew growing crowds with its diverse product selection. Everybody loves makeup, and Ulta makes sure to have something for everyone – from discount fare to more upscale products. Buff City Soap, which now pairs its signature offerings with experiential vibes at some 270 locations across 33 states, also experienced YoY annual visit growth of 14.7%. And Bath & Body Works, which made the Wall Street Journal’s list of best-managed companies for 2023, also saw visit strength, with an overall increase in annual foot traffic, even as Q4 visits saw a slight decline.
If wellness was a key retail buzzword in 2023, value was an equally discussed topic. And Discount & Dollar Stores – ideal destinations for cash-strapped consumers seeking bargain merchandise – made the most of this opportunity. Shoppers frequented these chains year-round for everything from groceries to home goods, propelling the category firmly into the mainstream.
And in Q4 2023, shoppers flocked to discount chains in droves to snag food items, stocking stuffers, and other holiday fare – fueling near-uniform positive YoY foot traffic growth throughout the quarter. The week of October 30th seems to have kicked off the Discount & Dollar holiday shopping season, perhaps showcasing the segment’s growing role as a Halloween candy and costume hotspot.
Every discount chain is somewhat different – and the success of the various Discount & Dollar chains can be attributed to a range of factors. Dollar Tree and Dollar General likely benefited from the broadening and diversification of their grocery selections – while Ollie’s (“Get Good Stuff Cheap!”) solidified its position as a place to find relatively upscale items at a bargain. All three chains – and particularly Dollar General and Ollie’s – also grew their footprints over the past year. Family Dollar (also owned by Dollar Tree) also came out ahead on an annual basis – despite the comparison to a strong 2022.
Of all the Discount & Dollar chains, Five Below saw the biggest surge in foot traffic, partly as a result of its increasing store count. But the retailer’s offerings – affordable toys, party supplies, and other fun splurges – also appear to have been tailor-made for 2023’s retail vibe.
During the fourth quarter of the year, Superstores saw a slight YoY increase in visits – including during the all-important week of Black Friday, beginning on November 20th. (This week was compared with the week of November 21st, 2022, which also included Black Friday). Like Discount & Dollar chains, Superstores saw an appreciable YoY visit uptick during the week of Halloween.
On an annual basis, Superstore mainstays Walmart and Target experienced visit increases of 2.8% and 4.7%, respectively. But while all the major category players enjoyed a successful year, membership warehouse chains’ YoY visit numbers were especially strong. As perfect venues for mission-driven shopping expeditions, Costco, Sam’s Club, and BJ’s likely drew shoppers eager to load up on both inexpensive gifts and essentials.
The traditional Grocery sector also held its own during Q4 2023. Notably, grocery stores saw positive visit growth for most weeks of November and December, a period encompassing the critical Turkey Wednesday milestone – no small feat given the disruptions experienced by the category.
Unsurprisingly, it was discount grocery chains that saw some of the greatest YoY visit growth, as shoppers – including higher-income segments – sought to counter inflation with lower-priced food-at-home alternatives. Whether through opportunistic buying models, private label merchandising, or no-frills customer experiences, value supermarkets proved once again that even quality specialty items don’t have to carry high price tags.
Eating out can be expensive – and when money’s tight, restaurants and other discretionary categories are often first to feel the crunch. But the Dining category seems to have emerged from 2023 relatively unscathed, with overall yearly visits up 2.1% compared to 2022 despite the modest YoY weekly visit gaps in Q4 2023. And given the myriad challenges out-of-home eateries had to contend with in 2023 – from inflation to labor shortages – even the minor weekly gaps are quite an attainment. (As noted, the last two weeks of the quarter reflect calendar discrepancies).
Foot traffic data shows that dining success could be found across sub-categories. Wingstop, Shake Shack, and Jersey Mike’s Subs rocked Fast Casual and QSR, with annual YoY visit growth ranging from 11.8% to 20.3%, partly fueled by the chains’ growing footprints. Full-Service Restaurants also had their bright spots, including all-you-can-eat buffet star Golden Corral and two steak venues: Texas Roadhouse and LongHorn Steakhouse.
And in the Coffee, Breakfast, and Bakeries space, Playa Bowls led the charge. The superfruit bowl chain’s affordable, wellness-oriented treats seem to have been created with 2023 in mind – and during the year Playa Bowls expanded its fleet while also seeing double-digit increases in comparable store sales. Steadily expanding Biggby Coffee and Dutch Bros. Coffee also saw significant YoY foot traffic growth.
