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While the U.S. government has currently partially paused its consideration of reciprocal tariffs on global imports, retailers are still bracing for the possibility of future enactment and potential ripple effects across the industry of the tariffs still in place. From rising supply chain costs to shifts in consumer behavior, tariffs have the potential to impact everything from product pricing to in-store foot traffic. And in an environment where consumers remain highly price-sensitive and economic uncertainty persists, understanding how tariffs could influence retail visitation is critical. While we won’t know the full impact until the tariffs are implemented and impacted retailers adjust, Placer.ai visitation data can help evaluate how the proposed tariffs may be shaping consumer patterns and what that might mean for retailers moving forward.
When new regulations like tariffs are introduced, they often create both short-term and long-term effects. In the short term, consumers remain highly price-sensitive following prolonged inflation in key areas such as food, rent, and healthcare. As a result, our visitation data suggests that some consumers acted early to avoid potential price increases tied to tariff implementation. While visit trends for the week of March 24–30, 2025 were also influenced by the timing of Easter in 2024 (which fell on March 31), Placer.ai data indicates a possible pull forward in demand during the weeks leading up to the expected implementation of the latest tariffs—particularly at “stock-up” retailers like warehouse clubs. In fact, warehouse clubs recorded their strongest year-over-year visitation week of 2025 on the week of March 24-30th, while superstores and grocery stores saw declines, likely due to comparisons to strong performance during the same Easter week in the previous year.
Looking at more discretionary retail categories, we also see evidence that consumers were trying to get ahead of tariff implementation. Our data indicates that retailers selling products sourced from countries potentially facing higher tariffs experienced stronger year-over-year visitation trends. The timing of Easter 2024 likely contributed to this boost as well—many of these retailers were closed or operating with reduced hours during that week last year. Categories such as home improvement, electronics, luxury department stores, apparel and accessories, and clothing all saw notable year-over-year visitation increases for the week of March 24–30, 2025, as shown below.
While many uncertainties remain around tariff implementation, consumers are likely to increasingly gravitate toward retailers that offer bulk purchasing, strong private label alternatives, and everyday low prices—areas where warehouse clubs and discount grocers with robust private label assortments excel. Similarly, national restaurant chains with streamlined operations, diversified global supply chains, and the ability to scale value-driven promotions will hold a competitive edge. Off-price retailers and thrift stores offering secondhand and resale items may also benefit, appealing to deal-seeking consumers. These types of retailers are often better positioned to absorb rising costs and maintain affordability, making them attractive options in an increasingly inflation-sensitive environment.
Consumer electronics, apparel, luxury goods, and beverage alcohol retailers may be disproportionately affected by potential tariffs due to their heavy reliance on imported products and limited pricing flexibility. Many electronics, luxury, and apparel items are sourced from countries subject to implemented or potential tariffs, which could significantly increase costs in categories already operating with tight margins. For beverage alcohol retailers, tariffs on imported wine, spirits, and specialty ingredients could lead to supply chain disruptions and higher prices, particularly for premium or niche products. In these segments, passing additional costs on to consumers may be challenging in an environment where shoppers remain highly price-sensitive, potentially resulting in decreased demand, inventory issues, and increased reliance on promotional strategies.
As the U.S. moves closer to implementing new tariffs, retailers across categories must prepare for both immediate and long-term impacts. From early signs of stock-up behavior at warehouse clubs to shifting visitation patterns in discretionary categories like apparel and electronics, consumer response is already taking shape. While value-focused retailers and those with operational agility may be better positioned to weather the storm, others – particularly those reliant on imported goods – could face heightened challenges. In this evolving landscape, visitation data can help to assess consumer behavior in real time, helping retailers adapt strategies and remain competitive as the full effects of tariff policies unfold.
For more data-driven consumer insights, visit placer.ai/anchor

A Minecraft Movie shattered box office predictions with a $162.75 million opening, as eager fans – some tossing popcorn or yelling “chicken jockey” – flocked to theaters nationwide.
On the weekend of A Minecraft Movie’s release (Friday, April 4th to Sunday, April 6th), leading cinema chains AMC Theatres, Regal Cinemas, and Cinemark enjoyed a 92.6% visit boost compared to an average weekend during the past 12 months. Only Moana 2 and Deadpool & Wolverine drew bigger crowds.
And examining daily cinema visit fluctuations this year shows that visits to cinemas peaked on Saturday, April 5th, when foot traffic surged 336.7% above the year-to-date daily average.
Already dubbed “the gamer version” of 1960’s cult film The Rocky Horror Picture Show, A Minecraft Movie has become Warner Bros.’ third-biggest opening of all time. But how long will the film keep drawing crowds?
Follow Placer.ai to find out.

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 government buildings or mixed-use buildings that are both residential and commercial.
RTO mandates seem to be everywhere. Following the federal government’s example, local governments from the City of Atlanta to the State of Texas have introduced stricter in-office requirements. And an increasing number of corporations are demanding full-time in-person work – including firms like JPMorgan, which began enforcing a five-day RTO mandate in early March.
But what does ground-level data tell us about how these new policies are affecting office attendance in practice? Did the RTO slowdown observed in January and February continue into March? Or is a new resurgence underway?
The latest data from the Placer.ai Office Index suggests that nationwide office visits may be trending upwards once again. Although March 2025 office visit levels didn’t match the peaks of October and July 2024, visits last month were only 32.2% below March 2019 levels – an improvement over March 2024.
Significantly, among months with 21 or fewer working days, March 2025 ranked as the second-busiest in-office month since the pandemic, just slightly behind October 2023 (October and July 2024 both had 22 days). So while January and February’s declining numbers hinted at a stalled market, March’s uptick suggests that lower office attendance earlier in the year may have been due to temporary factors like weather – and that the RTO may still be gaining momentum.
Diving into the data for eleven major business hubs nationwide shows New York and Miami once again at the head of the office recovery pack. Visits to NYC office buildings in March 2025 were just 11.4% below pre-pandemic (March 2019) levels – while Miami trailed by 17.3%. Meanwhile, Atlanta (-29.3%), Washington, D.C. (-30.6%), Dallas (-30.7%), and Houston (-31.0%) all outperformed the nationwide average of -32.2%. San Francisco tied in last place with Chicago, with visits 44.6% below 2019 levels.
Turning to year-over-year (YoY) data, ten of the eleven analyzed cities experienced YoY office visit growth – led by Boston, with a 10.2% uptick. Washington, D.C. also recorded strong YoY gains (9.8%) – while San Francisco continued its recent positive momentum with a 9.6% increase. Los Angeles was the only city to see a minor (-2.2%) YoY visit lag – perhaps lingering fallout from the wildfires earlier this year.
Overall, the Placer.ai Office Index points to a renewed upswing in RTO momentum, likely driven by increasingly strict mandates from governments and corporations. Though persistent post-pandemic office visit gaps point to the continued prevalence of hybrid work, March’s noticeable uptick suggests that offices may be poised to make further gains in the coming months.
For more data-driven CRE insights, visit placer.ai/anchor

With Q1 2025 just under our belts, we dove into the data to see how quick-service and fast-casual restaurants (QSRs) fared in the year’s early months. Which chains managed to weather the headwinds – both fiscal and meteorological – that have weighed on consumer traffic in recent months? And which brands emerged as top performers?
We dove into the data to find out.
QSRs faced a challenging environment in the first part of 2025, as harsh winter weather, economic uncertainty, and heightened value competition from fast-casual chains, full-service restaurants (Chili’s, anyone?), and even grocery stores drove visits down. Overall, QSR foot traffic declined by 1.6% year over year (YoY) in Q1, with much of the drop occurring in February – when a polar vortex and the comparison to a leap-year February 2024 led to a traffic dip. By March, however, visits began to stabilize, and the segment finished out the month with foot traffic levels essentially flat YoY (-0.3%).
Still, some QSRs stood out. Rapidly expanding Raising Cane’s Chicken Fingers, for example, saw YoY gains in both overall visits and average visits per location (12.3% and 3.7%, respectively). Known for quick, quality fare – the chain’s sauces have even inspired viral tik-tok videos – Raising Cane’s fleet growth is clearly meeting robust demand.
Taco Bell also emerged as a Q1 leader, with quarterly visits rising 3.7% YoY. The brand doubled down on value with its expanded selection of Luxe Cravings Boxes. And the tex-mex giant’s limited-time Crunchwrap Slider offering – launched in early 2025 to celebrate the 20th anniversary of the Crunchwrap Supreme – generated plenty of buzz.
Meanwhile, McDonald’s, which launched its new McValue menu in January 2025, narrowed its visit gap to 1.0% in March – an encouraging sign as the year gets into full swing.
Fast-casual fared somewhat better, ending Q1 2025 with flat YoY visits (+0.0%). And though the segment mirrored QSR’s monthly pattern of gains in January, a dip in February, and stabilization in March, several major players posted positive Q1 results – including Chipotle (+4.6%), Panda Express (+3.8%), Jersey Mike’s Subs (+3.1%) and Qdoba Mexican Grill (+1.5%). While fleet expansion contributed to some of these increases, menu innovation – particularly well-chosen chicken and shrimp-focused limited-time offerings – likely also played a role.
In addition to these major chains, several smaller fast-casual brands enjoyed outsized visit performance in early 2025, driven by rapid expansion meeting strong demand. Dave’s Hot Chicken, capitalizing on consumers’ ongoing enthusiasm for chicken dishes, logged a remarkable 59.3% YoY visit surge in Q1 2025, and an 11.6% jump in average visits per location. Health-forward chains CAVA and sweetgreen also grew their footprints – and audiences – likely supported by the return-to-office trend and continued interest in wholesome, convenient dining options.
All told, QSR and fast-casual brands held their own in Q1 2025 – with some brands standing out through strategic value offerings, menu innovation, and expansion. How will QSRs and fast-casual chains continue to fare as 2025 wears on?
Follow Placer.ai’s data-driven dining analyses to find out.

About the Placer.ai Mall Index: The Placer.ai Mall Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Mall visits largely rebounded in March following their February drop. Traffic to indoor malls grew 1.8% year-over-year while open-air shopping centers and outlet malls saw their YoY visit gaps narrow to 1.1% and 0.7%, respectively. The rebound may be driven by the slight increase in consumer confidence among younger consumers (under 35 years old) and consumers from households earning over $125K a year – since affluent households are overrepresented in the trade areas of all three mall formats.
Indoor malls’ March YoY visit growth is the latest manifestation of the format’s strength. Between Q2 2023 and Q1 2024, open-air shopping centers led the shopping center space as this format consistently outperformed the other two mall types on a YoY visit basis. But over the past year, indoor malls have led the pack, with YoY visit trends to indoor malls consistently stronger than visitation metrics for the other two formats.
Some of the strength of indoor malls could be attributed to a sort of “survival of the fittest.” Many indoor malls shuttered in recent years, so the malls that remain in operation – such as the top-tier malls in the Placer.ai Indoor Mall Index – may be receiving some of the traffic that may have previously gone to less successful malls. Indoor malls are likely also benefiting from a renewed demand for the indoor mall experience – which could explain the string of recent investments in class B malls – from Walmart’s purchase of the Monroeville mall to Simon’s redevelopment of the Smith Haven Mall.
March 2025 marked the five-year anniversary of the retail lockdowns. And although this past month marked an improvement in visitation trends on a YoY basis, zooming out in time reveals that the pandemic is still having a lingering impact on both the quantity and quality of mall visits across formats.
All three mall types received fewer, shorter visits in Q1 2025 compared to Q1 2019, with outlet malls seeing the largest drop in both visit numbers and visit duration. Open-air shopping centers experienced the strongest recovery in terms of visit numbers – Q1 2025 traffic was just 2.0% lower than in Q1 2019 – while visit duration fell 4.4%. Indoor malls saw the strongest rebound in visit duration, with Q1 2025 visits only 2.9% shorter than pre-pandemic – but visit numbers were down 7.4%. So despite the resilience of open-air shopping centers and the recent visit gains of indoor malls, the shopping center industry still has a ways to go before visitation patterns return to pre-COVID levels across the board.
As the industry looks beyond the five-year mark, the future of malls will likely depend on adaptability. Operators who can balance digital integration, experiential offerings, and responding to shifting consumer preferences will be best positioned to thrive in a post-COVID retail environment.
While the positive March visit data offers a degree of optimism for the mall industry, it's crucial to acknowledge that the sector is still navigating the long-term effects of the pandemic, characterized by fewer and shorter visits compared to pre-2020. At the same time, the recent success of indoor malls suggests a potential shift in consumer preferences or a concentration of traffic in stronger locations, highlighting the ongoing evolution of the retail landscape. Moving forward, the resilience and future success of malls will likely hinge on their ability to adapt to changing consumer behaviors and integrate innovative strategies that enhance the overall shopping experience.

Consumers are as interested as ever in heath-conscious eating, and many are turning to protein-packed diets to meet their fitness and wellness goals. We took a closer look at two retailers making a name for themselves in the high-protein, health-centric food space – Wild Fork Foods and Clean Eatz.
Wild Fork Foods is a paradise for meat and seafood lovers. The chain, which boasts nearly 60 locations nationwide, is at once a grocer, specialty products purveyor, and prepared foods destination. While much of Wild Fork’s product selection is frozen-meat-centric, the chain also offers a robust array of prepared foods.
And consumers seem to be resonating with the brands’ offerings – foot traffic to Wild Fork Foods consistently outpaced overall grocery visits, with YoY visits 33.8% higher in February 2025 than in February 2024, while overall grocery visits dropped by 1.7%. While some of this visit growth can be attributed to an increase in locations, Wild Fork’s strong performance bodes well for the brand.
Clean Eatz takes a different approach with its product offerings. While the chain boasts an on-site cafe, its real strength lies in its prepared meals and meal kits, which can be ordered individually or as part of full meal plans for the week. Each plan includes detailed nutrition information, making the chain an ideal option for those looking to take their diet to the next level.
This health-centric approach seems to be resonating with visitors, with Clean Eatz foot traffic outperforming the fast-casual restaurant segment in all months analyzed. And like Wild Fork, Clean Eatz has expanded over the past year, opening 14 locations between Q3 2023 and Q3 2024.
While Wild Fork and Clean Eatz share similarities in foot traffic trends and expansion efforts, a closer look at visitor demographics reveals key differences that highlight their respective strengths.
Compared to Wild Fork, Clean Eatz receives more of its traffic during the weekday – 77.3% of Clean Eatz’ visits take place on Monday through Friday, in contrast to Wild Fork’s 62.6%. Similarly, a higher share of Clean Eatz visitors visit the chain on their way to or from work – 14.9% and 10.0%, respectively – compared to Wild Fork’s 7.8% and 4.8%.
This suggests that Clean Eatz has become a convenient meal option for busy weekdays, while Wild Fork primarily attracts shoppers making planned stock-up trips.
Examining demographic data reveals additional distinctions between Wild Fork and Clean Eatz’ customers beyond their shopping preferences. While both chains draw visitors from trade areas with relatively high median household incomes (HHI), Wild Fork’s captured market skews wealthier, with a median HHI of $106.3K, compared to $83.9K for Clean Eatz.
Wild Fork’s trade area also includes significantly more "Near-Urban Diverse Families" – middle-class households living in or near cities – while Clean Eatz thrived with suburban audiences, capturing a higher share of the "Blue Collar Suburbs" Spatial.ai: PersonaLive segment.
These differences highlight that there is plenty of room within the prepared foods segment for a wide range of concepts. By aligning their offerings with customer preferences – perhaps by expanding into suburban markets or focusing on premium selections – retailers can carve out their own space and thrive.
Wild Fork and Clean Eatz are making names for themselves in the prepared food and gourmet grocery spaces. By tailoring their offerings to different consumer preferences, they’ve proven that multiple concepts can thrive within the high-protein food segment.
Will the space continue to evolve? Visit Placer.ai to find out.

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.
