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We dove into the data to explore The Home Depot and Lowe’s recent foot traffic performance, audience profiles, and consumer trends shaping what lies ahead for the chains.
The home improvement space has seen YoY traffic lag for quite some time, as sustained challenges in the housing market and tight budgets have resulted in fewer home improvement projects. Despite these trends continuing in Q1 2025, YoY visit gaps to home improvement retailers remained relatively minor; The Home Depot received 3.8% less visits in Q1 2025 than in Q1 2024 while Lowe’s received 3.6% fewer visits.
Zooming in on monthly visits reveals more nuanced foot traffic patterns to The Home Depot and Lowe’s. February’s relatively dramatic declines in YoY visits were likely impacted by the comparison to 2024’s leap year. And in spite of severe weather, YoY traffic to the chains improved in March 2025 as consumers prepared their homes for storms.
Despite Q1 2025’s lackluster performance, analysis of weekly visits suggests that there is reason for optimism in the home improvement space. In 2024, industry foot traffic peaked in mid-May – perhaps as consumers took on pre-Summer projects – indicating that the next few weeks of 2025 present an opportunity for The Home Depot and Lowe’s to drive significant seasonal traffic.
As traffic to the home improvement space begins to turn a corner, analysis of the trade areas from which The Home Depot and Lowe’s attract visitors reveals that each chain serves a slightly different mix of rural, suburban, and urban audience segments.
In Q1 2025, both The Home Depot and Lowe’s were popular among consumers in regions defined as “Suburban Periphery” and “Metro Cities” (i.e. small metro areas and satellite cities). However, Lowe’s drove higher shares of traffic from rural segments and The Home Depot from strongly urbanized ones. This audience segmentation highlights several differences between the chains’ retail footprints and the regions from which they command traffic.
Despite prevailing headwinds, the home improvement space may be gearing up for a seasonal boost, particularly if consumers feel a little wiggle room in their budgets or decide to take on bigger projects in anticipation of price hikes and supply constraints.
For more data-driven retail insights, visit Placer.ai.

Boot Barn is one of the fast growing brick-and-mortar apparel brands, with the company seeing a 13.5% year-over-year (YoY) increase in overall visits in Q1 2025. And while much of the growth is driven by the chain’s expansion, the average number of visits per location has remained stable (+0.2% YoY in Q1 2025), suggesting that Boot Barn’s expansion is catering to an existing and eager consumer base.
The company’s strength continued into April, with average visits per venue up by 3.3% YoY – the strongest increase all year – perhaps boosted by consumers’ stocking up on apparel ahead of anticipated price hikes.
For more data-driven retail insights, visit placer.ai/anchor.

Like many consumer companies, the first quarter of 2025 was a challenging one for quick-service restaurants (QSRs). Consistent with commentary from the management teams at several QSR chains that have reported first-quarter 2025 results, year-over-year foot traffic decreased amid increased economic uncertainty for consumers, with our data indicating a 1.6% decrease year over year (YoY). Major chains like McDonald's reported a 3.6% decrease in U.S. same-store sales, driven largely by reduced visits from lower- and middle-income consumers according to management. Despite efforts to attract budget-conscious diners through value promotions like $5 meal deals, many consumers opted to dine at home or shift to more affordable grocery options. However, some brands, including Taco Bell and Wingstop, managed to buck the trend by leveraging unique products and targeted promotions to drive traffic growth.
Below, we build upon our Q1 recap analyses and review year-to-date visitation trends for some of the more notable limited service chains.
McDonald's has not been immune to the increasingly challenging operating environment faced by QSR operators, reporting a 3.6% drop in U.S. same-store sales – the steepest since 2020. This reduction in guests comes amid heightened economic uncertainty and inflationary pressures, which particularly impacted low- and middle-income consumers and led to YoY decreases in visits across much of the retail sector. Our data indicated a 3.3% decrease in visits per location for the quarter, which compares favorably with McDonald’s reported results when adjusting for YoY menu price increases and product mix (an increase in McValue menu purchases has put downward pressure on the average check size). However, weekly visit per location trends have improved since the quarter ended, helped by new menu items, including chicken strips and a Minecraft-themed Happy Meal, to attract cost-conscious diners.
Chipotle Mexican Grill reported a comparable restaurant sales decline of 0.4% during Q1 2025, marking the first such drop since 2020. The comparable store sales decrease was driven by a 2.3% decrease in transaction volume, partially offset by a 1.9% increase in average check size. Our data indicated a 2.1% decrease in visits per location for the full quarter, aligning with the company’s reported results.
Like McDonald’s, Chipotle saw improved visitation trends in March, helped by the introduction of Honey Chicken Since as a protein option in March. According to management, the percentage of Honey Chicken orders as a percent of total has been higher than any other previous limited time offer and even surpassing its two-market pilot test. However, on its first-quarter update, management also called out a slowdown in underlying transaction trends during April as consumers reduced their frequency of restaurant visits amid economic concerns.
Starbucks' also faced a challenging consumer backdrop in the U.S. during its January-March 2025 quarter, with comparable store sales declining 2% year-over-year. This decrease was primarily driven by a 4% drop in transaction volume, partially offset by a 3% increase in average ticket size. Our data indicated [a 5.6% decrease in visits per location and 3.7% decrease in comparable visits]. The company attributed these pressures to decreased foot traffic and increased labor investments associated with its "Back to Starbucks" turnaround strategy. Despite these headwinds, CEO Brian Niccol expressed confidence in the ongoing transformation efforts aimed at enhancing customer experience and operational efficiency.
While Starbucks is still in the early days of implementing its turnaround strategies, competition from mid-sized chains like Dutch Bros, Scooter’s Coffee, and 7 Brew Coffee has become more pronounced. As we recently discussed, these emerging competitors experienced significant year-over-year visit increases—13.4% for Dutch Bros, 15.3% for Scooter’s, and an impressive 87.3% for 7 Brew—suggesting that consumers are increasingly drawn to unique, indulgent offerings and convenient formats such as drive-thrus. Despite Starbucks' strong customer loyalty, the rise of these agile rivals indicates a shift in consumer preferences toward more personalized and experiential coffee options.
In Q1 2025, Taco Bell's emphasis on product innovation significantly contributed to its strong performance, with U.S. same-store sales increasing by 9%. Management noted that "Taco Bell saw a significant expansion in consumer penetration" which helped the brand to grow traffic low single digits, which is consistent with our year-over-year visit per location trends shown below.
The brand introduced a variety of new menu items, including the Caliente Cantina Chicken Menu featuring a spicy red jalapeño sauce, and the Flamin' Hot Burrito filled with seasoned beef, nacho cheese sauce, and Flamin' Hot Cheetos. Additionally, Taco Bell brought back its crispy chicken nuggets, marinated in jalapeño buttermilk and coated with breadcrumbs and tortilla chips, aiming to make them a permanent menu item by 2026. These innovative offerings, alongside value-focused options like the $5, $7, and $9 Luxe Cravings Boxes, have attracted a broad customer base, reinforcing Taco Bell's position as a leader in the quick-service restaurant industry.
Conclusion
Overall, the first quarter of 2025 underscored the increasingly competitive and economically sensitive landscape facing quick-service restaurant chains. While many brands struggled with softer consumer demand and declining visit volumes, a few outliers like Taco Bell and Wingstop demonstrated the power of targeted innovation and promotional strategies. As macroeconomic pressures persist, success in the QSR space will likely hinge on a brand’s ability to balance value offerings with menu excitement, respond quickly to evolving consumer behaviors, and differentiate through experience—whether through digital innovation, drive-thru efficiency, or localized product development.
For more data-driven dining analysis, visit placer.ai/anchor.

With Google and Uber joining the ever-growing ranks of companies tightening remote work policies, employees across industries are being forced to spend more time in the office. But how much are office visit patterns really changing on the ground? Did the resurgence observed in March 2025 continue into April, or was it merely a brief reprieve from the slump seen earlier this year?
April 2025 emerged as the third-busiest in-office month since COVID, outpaced only by October and July 2024. And visits to the Placer.ai Nationwide Office Index were down just 30.7% compared to April 2019 (pre-COVID) – an improvement over April 2024. The upswing is especially notable given that Easter fell in April this year, whereas last year it fell in March. Though the holiday itself takes place on Sunday, many employees celebrate the occasion with a long weekend.
April 2025’s strong performance suggests that despite setbacks in January and February, the office recovery is back on track, with further increases potentially ahead in the coming months.
A closer look at regional trends shows significant variation across major business hubs. New York City, long at the forefront of office recovery, nearly closed its post-pandemic office visit gap in April 2025, with visits just 5.5% below April 2019 levels. Miami also performed strongly, with visits down only 15.3%. Meanwhile, Atlanta and Dallas outperformed the national baseline (Dallas, just barely), while San Francisco once again took up the rear with Chicago.
Drilling down deeper into the data for office recovery leaders, New York and Miami highlights the continued influence of hybrid work on office visitation trends, even as numbers approach pre-pandemic levels.
Nationwide, office visits recovered most strongly mid-week. But this trend was especially pronounced in nearly-recovered NYC, where Tuesdays and Wednesdays were actually busier last month than they were during the same period of 2019 – and where Thursdays were essentially on par with April 2019 levels. Meanwhile, Fridays, and to a lesser extent Mondays, remained significantly below pre-COVID benchmarks. In Miami, too, it was midweek attendance that powered the office recovery – though Fridays rebounded more strongly in the Florida hub than in New York or nationwide.
Turning to year-over-year (YoY) trends, San Francisco once again led in YoY office visit growth – suggesting that accumulating RTO mandates in the city’s tech sector may be fueling substantial recovery. Boston was not far behind, with visits up 7.4% YoY. And while most other cities also posted YoY visit growth, a few hubs – including Houston and Los Angeles – saw modest declines.
April 2025 data from the Placer.ai Office Index indicates that the renewed office recovery momentum seen in March 2025 is continuing apace – though hybrid work remains in full force. What lies ahead for offices in the months to come?
Follow Placer.ai’s data-driven office recovery analyses to find out.

The Coachella Valley Music and Arts Festival, held annually at the Empire Polo Club in Indio, CA, recently wrapped up its 24th run. We dove into the location intelligence data to understand how the audience has changed in recent years and understand how the shift is impacting spending patterns at the festival.
Indio, CA is home to the Empire Polo Club, a thousand-acre event facility known for hosting many large-scale events throughout the year which attract numerous out-of-towners. One of the venue’s oldest annual events is the Coachella Valley Music and Arts Festivals (often referred to just as “Coachella”) that takes place over two consecutive three-day weekends in April and drives large visit spikes to Indio during its run.
Like many other live cultural events, Coachella was cancelled in 2020 and 2021 due to the ongoing COVID pandemic. And comparing the recent audience segmentation data for Empire Polo Club visitors during recent Coachella weekends to pre-pandemic trends suggests that the festival’s audience shifted slightly following its post-pandemic return.
In recent years (2023, 2024, and 2025), the share of family segments in the Empire Polo Club’s captured market has generally been higher than it was pre-pandemic, while the share of single audience segments decreased. Specifically, Spatial.ai’s segments of Near-Urban Diverse Families, Wealthy Suburban Families, and Melting Pot Families grew, while the share of Young Professionals fell. The share of Educated Urbanites in the Empire Polo Club’s captured market showed more variance, though it was also lower over the last two years (2024 and 2025) than it was in 2019.
The audience shift could suggest that Coachella is becoming more family-friendly, with some parents choosing to make a family trip out of the festival weekend. At the same time, the increase in family-oriented segments may also indicate that the audience base has shifted younger and that the festival now attracts more Gen Z attendees, many of whom still live at home.
The shift in audience also seems to have driven a change in spending patterns over Coachella weekend. Between 2019 and 2025, the data reveals a notable decrease in hotel & resort visits by Coachella attendees along with an increase in visits to major retail and dining categories, with the largest visit increase reserved for the most affordable segments.
Perhaps budget-conscious families and cash-strapped Gen-Zers living at home are foregoing the more expensive hotels and resorts in favor of more affordable accommodations such as Airbnbs or even camping on-site. To stretch their budgets even further, these attendees are favoring grocery stores, superstores, c-stores, and QSR as their preferred food options, driving significant visit increases to these categories.
At the same time, traffic to full-service restaurants and even apparel chains also grew somewhat in recent years – which could suggest a bifurcated spending pattern. While a significant portion of attendees prioritize affordability in lodging and everyday food, other segments with more disposable income are still willing to spend on sit-down dining and fashion purchases, perhaps viewing these as part of the overall festival experience.
Analyzing post-pandemic Coachella audiences reveals an increased presence of family segments, coupled with a notable gravitation towards budget-friendly spending – painting a picture of a potentially younger, more financially conscious attendee base. Simultaneously, the continued, albeit more moderate, growth in spending at full-service restaurants and apparel chains also indicates a persistent segment willing to invest in the broader festival experience. This dual trend underscores Coachella's success in balancing its appeal to both value-driven attendees and those seeking a more premium experience and suggests that the festival is continuing to maintain its relevance in 2025 – and beyond.
For more data-driven consumer insights, visit placer.ai/anchor.

Following a February slowdown, March 2025 mall data offered early signs of a rebound as indoor mall traffic increased and visit gaps at open-air shopping centers and outlet malls narrowed. Now, April data confirms the resurgence in mall activity, with YoY monthly visits up across all mall formats.
Some of the strength may be due to this year’s relatively late Easter, which fell in April (Easter 2024 took place in March) and may have led to a YoY increase in April 2025 as families utilized the holiday weekend for shopping and leisure. But diving deeper into the data suggests that the calendar shift is just one reason for this month’s strong visit numbers, which may also have been boosted by a pull-forward of consumer demand following the early April tariff announcement.
Looking at daily visits in April reveals that the Easter calendar shift had both a positive and negative impact on mall foot traffic. Visits were strong the week before Easter – particularly on Good Friday – as consumers bought gifts, shopped sales, and used their day off to visit mall-based dining and entertainment venues with friends and family. Outlet malls in particular received a significant boost with visits on April 18th (Good Friday) up 26.2% compared to the April 2025 Friday average – perhaps evidence of a more challenged consumer.
But visits to all three formats also dropped significantly on Easter Sunday, with visits to indoor malls, open-air shopping centers, and outlet malls down 59.4%, 33.3%, and 25.9%, respectively, compared to each format’s Sunday average in April 2025. So while Easter did drive a visit boost before the holiday, Sunday’s traffic drop may have balanced out any Easter-driven increase. Rather, the robust April performance likely reflects sustained consumer demand for mall experiences.
Weekly numbers also suggest that malls’ performance is not just due to an Easter bump. YoY weekly visits increased for all three formats during the last three full weeks of April, with indoor malls and open-air shopping centers receiving the largest boost the week after Easter – pointing to a broader trend of renewed consumer interest in mall-based activities.
The weekly numbers showing visit hikes following April 2nd also suggest that tariffs may already be impacting consumer behavior, with some shoppers likely beginning to stock up ahead of anticipated price increases and possible shortages.
Analyzing the average visit duration adds another layer of insights into malls’ April success.
Last month, the average visit duration increased for all three mall formats – so not only did malls receive more visits YoY, each visit also lasted longer, on average, than it did last year. This may suggest a larger combined basket size, with consumers spending more time in stores or visiting more mall-based retailers in a single trip. This highlights once again the resilience of the format and the ongoing consumer demand for mall-based retail, dining, and entertainment – and may offer another indication of the pull-forward of demand from certain consumers.
April 2025 mall data reveals a significant upswing in mall traffic across all formats along with an increase in average visit duration, demonstrating a recovery that extends beyond the influence of the Easter calendar shift. These positive trends reveal malls’ continued role as key destinations for shopping and leisure – even in times of economic headwinds – and could be pointing to a pull-forward of consumer demand in anticipation of retail uncertainty.
For more data-driven consumer insights, visit placer.ai/anchor.

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.
