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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.
While headlines trumpeting an imminent return to traditional office life fueled by corporate mandates have become increasingly common in recent months, ground-level data reveals a more complex reality. Office building foot traffic indicates that the office recovery has slowed, with February visits down by 36.3% compared to pre-pandemic levels in February 2019. This data suggests that despite top-down pressure and RTO mandates at several major U.S. companies, hybrid and remote work models remain widespread.
Diving into the market-level data reveals that the nationwide average office occupancy metric was driven by relatively significant visit gaps across most analyzed cities, with the exception of New York City and Miami that continued to lead the return to office (RTO) trends, followed by Atlanta. Houston, Washington D.C., and Dallas all experienced year-over-five-year (Yo5Y) visit gaps of 34.6% to 38.4% – close to the nationwide average – while the Yo5Y office visit gaps for Boston, Los Angeles, and Denver was 43.5%, 45.1%, and 46.6%, respectively.
But one metric did stand out in the February data that could hint at a relatively localized RTO acceleration. For the first time since we started tracking the post-pandemic office recovery, San Francisco (47.5% Yo5Y visit gap) outperformed Chicago (48.5%) – perhaps indicating that RTO mandates in the tech world are beginning to move the needle in the country’s tech capital.
The slowing return to office (RTO) trends also emerge when analyzing the year-over-year (YoY) data. Although some visit gaps were to be expected given the comparison to a 29 day February in 2024, most cities – with the exception of Miami, Boston, and San Francisco – saw a larger dip in office visits than the approximately 3.5% visit gap that could be attributed to the calendar shift.
The dip in office visits compared to 2024 suggests that the RTO mandates are not having a significant impact on office occupancy patterns in most major cities and further underscore the enduring impact of remote and hybrid work models.
The RTO data reveals a complex and evolving landscape shaped by both corporate directives and the enduring preferences of a workforce that has experienced the flexibility and autonomy of remote work. At the same time, disparities between major cities – with New York and Miami in the lead and Chicago and San Francisco lagging behind – highlight the influence of local economic factors, industry concentrations, and perhaps even cultural preferences on office occupancy. As businesses continue to navigate this transition, a deeper understanding of these regional nuances and of the underlying drivers of in-person work will be crucial for companies looking to formulate RTO policies that best serve their broader goals.
For more data-driven insights, visit placer.ai.
This year is expected to present challenges for many restaurant operators, including (1) an uncertain macroeconomic environment; (2) growing encroachment from grocers, warehouse clubs, and convenience stores; and (3) difficulties connecting with consumers as they prioritize both value and convenience. Against this backdrop, Chipotle’s management is forecasting low- to mid-single-digit comparable sales growth for the full year. The company faces tough year-over-year (YoY) comparisons—our data shows a 4.2% increase in visits per location in 2024, placing Chipotle among the top-performing restaurant chains with more than 100 locations. However, despite the uncertain landscape, our data highlights several reasons why Chipotle may surpass this forecast.
Between 2020 and 2024, Chipotle introduced several new protein options that significantly contributed to its growth and customer engagement. In 2021, the launch of Smoked Brisket became a fan favorite, leading to its return in 2024 due to popular demand. The re-introduction of Chicken al Pastor also played a role in boosting visits, significantly lifting visits trends during the second quarter of 2024. These innovative protein additions have not only diversified Chipotle's menu but also resonated with customers, driving sales and enhancing the brand's market presence.
Chipotle introduced Honey Chicken as a limited-time protein option systemwide on March 7th 2025. According to management, Honey Chicken was the brand’s best-performing limited-time offer test, excelling in both early sensory testing and broader market trials. To validate this claim, we examined YoY visitation data for the 55 locations in Sacramento and 25 locations in Nashville where Honey Chicken was tested in the fall of 2024. Launched on August 27th, 2024, our data indicates an immediate boost in visits per location in Sacramento and sustained outperformance in Nashville.
While it’s difficult to extrapolate the success of a limited-time product nationwide based on its performance in a few test markets, our data indicates that Chipotle’s Honey Chicken will likley be among the best performing new product launches in 2025.
In recent years, Chipotle Mexican Grill has experienced notable success by expanding into smaller markets across the United States. This strategic move has led the company to increase its long-term goal from 6,000 to 7,000 North American locations, with many new restaurants opening in towns with populations around 40,000. These small-town locations have demonstrated unit economics comparable to or even surpassing those in larger markets.
Our data shows continued visit outperformance in smaller markets in 2024, with Chipotle locations in non top-25 markets seeing greater visits per location than locations in top 25 markets. And this strategic expansion sets the stage for continued outperformance as store openings in the company’s smaller markets continue to enter the comparable sales base in 2025.
Chipotle's “Chipotlane” format stores—which include a dedicated drive-thru lanes for digital order pickups—has significantly enhanced operational efficiency. According to management, Chipotlane location stores often see transactions completed in less than a minute, which compares favorably to traditional QSR drive-thru times. This swift service has led to a 10%-15% increase in sales at Chipotlane-equipped locations compared to traditional formats. Chipotle now has more than 1,000 Chipotlane locations, with plans to include this feature in the majority of new restaurants, aiming for an annual unit growth of 8% to 10%.
We grouped the first 100 Chipotlane locations with our data to better understand the impact on throughput and operational efficiency. Our data indicates that Chipotlane locations outperformed the chain average by a meaningful amount – especially during peak lunch and dinner hours – adding further support for the company’s potential outperformance in the year ahead.
Overall, while 2025 presents a challenging landscape for the restaurant industry, Chipotle appears well-positioned to navigate these headwinds and potentially exceed its growth expectations. The company’s proven track record of successful menu innovations, along with the promising early results of Honey Chicken, demonstrate its ability to resonate with consumers. Additionally, Chipotle's strategic expansion into smaller markets and the continued rollout of Chipotlane locations are key drivers that could boost visitation and operational efficiency. Despite a difficult macroeconomic environment and increased competition, Chipotle’s combination of menu innovation, market expansion, and enhanced convenience through Chipotlanes sets the stage for continued success in 2025.
Allbirds rose to prominence during the direct-to-consumer (DTC) boom, quickly gaining a loyal following. However, the brand faced challenges in recent years and, in 2024, made a strategic pivot to optimize its store fleet and significantly rightsize its retail footprint. How has this shift impacted foot traffic? We took a closer look.
Allbirds closed almost a third of its U.S. store fleet in the first three quarters of 2024 – downsizing from 45 U.S. stores at the end of 2023 to 31 stores as of September 2024 – leading to expected declines in overall visit numbers. But as the number of Allbirds stores in operation fell, visits per location increased steadily – suggesting that the company is successfully consolidating its physical footprint and funneling visitors to its most successful stores.
While Allbirds has locations in a number of states across the country, its main stronghold remains its home state of California. And diving into the visit data reveals that its rightsizing strategy has paid off handsomely in the state, with YoY visits per location surging by 28.2% in January 2025 compared to 19.8% YoY growth nationwide, suggesting that Allbirds is successfully optimizing its footprint to focus on high-performing markets.
Rightsizing typically allows brands to focus on their best-performing markets – and it looks like Allbirds has succeeded in that regard. Between January 2024 and January 2025, the median household income (HHI) in Allbirds’ captured market rose from $108.5K to $125.6K. Similarly, the share of "Educated Urbanites" and "Ultra-Wealthy Families" Spatial.ai: PersonaLive segments increased, indicating that the brand is now catering to a more affluent visitor base that could help it weather economic uncertainties and wider retail challenges.
Allbirds’ strategic repositioning seems to be delivering some of the desired results. By focusing efforts on high-performance locations and the shopper experience, the brand is seeing higher visits per location and a more engaged customer base.
Will Allbirds continue to soar?
Visit Placer.ai to find out.
Last year was a leap year, so February 2025 had one less day than February 2024 – leading to dips in year-over-year (YoY) monthly comparisons across the board, including in the mall space.
But comparing YoY at average daily visits – a more accurate analysis of YoY performance when comparing a regular year to a leap year – reveals that visits to indoor malls and open-air shopping centers held relatively stable in February 2025, despite the sharp drop in consumer confidence. And both mall types outperformed the wider retail YoY average – highlighting the ongoing resilience of the retail format.
Meanwhile, outlet malls continued lagging behind both overall retail numbers and the other two mall types. This mall type tends to attract a slightly lower-income visitor base, which could be more susceptible to economic uncertainties – and outlet mall shoppers may have avoided long travels in the cold, preferring to look for discounted items online or in off-price stores closer to home.
Malls’ unique position as both shopping centers and entertainment hubs likely contributed to malls’ stable February visitation patterns amidst the wider consumer headwinds. All three mall types saw significant visit increases on Valentine’s Day (February 14th) along with a rise in the share of evening (7 PM to 10 PM) visits. At the same time, only outlet malls saw a slight increase in the share of shorter visits (under 30 minutes) on Valentine’s Day.
This data suggests that malls played a role in many consumers’ Valentine’s Day celebrations – both in serving as a one-stop shop for gifts and as a centralized place with a variety of dining and entertainment options for the perfect Valentine’s date night.
The steady February foot traffic coupled with strong engagement on key holidays like Valentine’s Day underscores the enduring role of malls as more than just shopping destinations. As we move further into 2025, the ability of malls to adapt and cater to evolving consumer behaviors will remain a critical factor in their continued success.
For more data-driven retail insights visit placer.ai.
The beauty industry’s reign over specialty retail may be slowly coming to an end in 2025. In the post-pandemic retail economy, beauty had been an outlier as it continued to grow visitation despite declines in other discretionary categories and a general pullback in retail demand. Beauty retailers were primed for the interaction of mass and prestige beauty growth; brands at both the low and high end benefited as consumers' appetite for make up and skincare exploded.
But in 2024, consumers began to shift their focus away from beauty and back towards other discretionary categories, such as apparel and home furnishings. At the same time, we’ve also observed more caution amongst consumers surrounding all discretionary demand. Beauty tends to do well during times of economic uncertainty; items are small and generally less expensive than other discretionary purchases like shoes or accessories.
However, the category’s sustained success over the past few years may have run out, even as consumers look for value and small indulgences. Beauty executives warned of these headwinds in early 2024, and Placer’s visit trends have corroborated the softening of trends across the industry.
2024 visits to beauty and self care retail chains grew 1.5% versus the previous year, compared to 18% growth in 2023 and 17% growth in 2022. There was a true shift in momentum of this industry over the last year, and the deceleration of growth is in stark contrast to the industry’s flourishing in the immediate post-pandemic years.
When we put this into the context of broader discretionary retail, the trends in beauty counter those of apparel and home furnishings, who accelerated their rebounds throughout last year. There are a myriad of reasons for these changes in 2024, but major beauty brands have shared a drop-off in demand and waning sales, signs that point to changing consumer behavior instead of a shift in channel preference from physical to digital.
Ulta Beauty had been driving much of the growth of the beauty industry, due to its positioning as a destination for both mass and prestige beauty products. This business model, which served it well over the past few years, also exposed some potential hurdles as demand decelerated in 2024. Ulta’s visit growth in 2024 was just 1.9% year-over-year (2.5% YoY growth for Q4 2024), which surpassed other beauty chains, but slowed dramatically compared to previous trends.
A potential source of Ulta’s visit growth declaration could be one of its greatest opportunities over the past few years; its shop-in-shop partnership with Target. The two chains attract similar consumer demographics and align in their value offerings to shoppers. Looking at Placer’s cross visitation analysis, among visitors to Ulta Beauty, those who also visited Target increased from 86.9% in 2022 to 90.1% in 2024. Ulta visitors may be choosing to visit an Ulta outpost in Target more frequently than in the past, due to the convenience. But, that increase in visits to Target may be cannibalizing visit frequency to standalone Ulta Beauty locations.
Another change to Ulta Beauty’s overall visitation comes from the distribution of visitors to the retail chain. There were declines in the share of visits to Ulta from wealthier, suburban, and younger consumer segments, which account for the largest consumer bases for the retailer. There have been slight increases in the share of visits by Blue Collar Families and diverse shopper segments, but those consumers are likely to be more constrained in purchasing power than Ulta’s core shoppers.
Overall, the beauty space’s journey in 2024 is likely an indicator of what’s to come, especially for the larger chains. One retailer that has been the exception to the rule is Bluemercury, which Placer selected as a 10 Top Brands to Watch in 2025. For the remainder of the industry, retailers must find their reason for consumers to visit, despite a potential decline in demand for the category.
Two of the biggest sporting events of the year – the Super Bowl and the Daytona 500 – took place in February 2025. We dove into the location analytics and demographic characteristics of visitors for both events to find out who attends the Big Game and the Great American Race.
Super Bowl tickets aren’t cheap, and combined with elevated travel costs, attending the game comes with a hefty price tag. So it may be no surprise that “Ultra Wealth Families” – Spatial.ai: Personalive segment for the nation’s wealthiest households – are consistently the largest segment within the stadiums’ captured markets* on game day. The same trend persists for NFL’s conference championships, indicating that regardless of the region in which the biggest games are played, fans in attendance come from relatively similar, affluent households.
*A venue’s captured market is derived by the census block groups (CBGs) from which the venue draws its visitors, weighted by the share of visits from each, and thus reflects the population that actually visits the venue.
Visitors to the Daytona 500, it seems, are a more diverse cohort. Although the race is the most prestigious in NASCAR, tickets are available at price-points that suit a variety of budgets. And analyzing the visitor base of Daytona International Speedway on race day in 2025 reveals that the event’s relative affordability seemed to have attracted visitors from all walks of life: The venue’s trade area included a wide range of psychographic segments – ranging from the wealthiest families to retirement-age folks on a budget – demonstrating the diversity of the audience in attendance.
Analysis of the 2025 Super Bowl and Daytona 500’s trade areas, which reflect the regions from which the venues received visitors on the day, reveals other key differences between the events’ attendees.
As was the case for previous Super Bowls, the 2025 Super Bowl at the Caesars Superdome in New Orleans, LA drew visitors from the country’s major metro areas – and from some of the wealthiest – including New York City, Los Angeles, San Francisco, and Miami. The trade area also revealed elevated attendance from the teams’ home regions – Kansas City, MO and Philadelphia, PA – likely by the squads’ die-hard fans, and robust visitation from the host region (the New Orleans area), as local football fans appeared to take advantage of the opportunity to attend a Super Bowl close to home.
The 2025 Daytona 500's trade area, however, revealed a more tilted regional distribution of visitors. Although the event did draw fans from all over the country, most of the Daytona International Speedway attendees came from the Eastern United States, and Florida in particular – which hosts the race every year. This suggests that while the Daytona 500 attracts visitors from all over the country, the event is particularly popular among locals.
Want more data-driven event insights? Visit Placer.ai.
This report includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The first American mall opened in 1956 and reinvented retail – within a decade there were over 4,500 malls across the country. But a rise in e-commerce coupled with the oversaturation of mall options across the country paved the way for mall visits to slow, and many predicted that malls would go the way of the dinosaur.
But although malls were hit hard over the past few years as lockdowns and rising costs contributed to a significant drop in foot traffic, shopping centers have proven resilient. Leading players in the space have consistently reinvented themselves and explored alternate ways to draw in crowds – and as inflation cools, malls are bouncing back as well.
This white paper analyzes the Placer.ai Shopping Center Industry – a collection of over 3000 shopping centers across the United States – as well as the Placer.ai’s Mall Indexes, which focus on top-tier Indoor Malls, Open-Air Shopping Centers, Outlet Malls. The report examines how visits are shifting and where behaviors are changing – and where they’re staying the same – and takes a closer look at the strategies malls are using to attract shoppers in 2024.
Malls experienced a rocky few years as pandemic-related restrictions and economic headwinds kept many shoppers at home, and visits to all mall types in 2021 were between 10.7% to 15.3% lower than in 2019. But foot traffic trends improved significantly in 2022 – likely due to the fading out of COVID restrictions.
By 2023, visits to the wider Shopping Center Industry were just 2.3% lower than they had been in 2019, and the visit gaps for Indoor Malls and Open-Air Shopping Centers had narrowed to 5.8% and 1.0% lower, respectively. Outlet Malls also saw visits ticking up once again, with the visit gap compared to 2019 narrowing to 8.5% in 2023 after having dropped to 11.3% in 2022. This more sustained foot traffic dip may stem from consumers’ desire to save on gas costs or the impacts of inclement weather. However, the narrowing visit gaps suggest that shoppers are increasingly returning to the segment, and foot traffic may yet pick up again in 2024.
COVID-19 impacted more than just visit numbers – it also changed in-store consumer behavior. And now, with the Coronavirus a distant memory for many, some of these pandemic-acquired habits are fading away, while other shifts appear to be holding steady.
One visit metric that appears to have reverted to pre-COVID norms is the share of weekday vs. weekend visits. Weekday visits had increased in 2021 – at the height of COVID – as consumers found themselves with more free time midweek, but the balance of weekday vs. weekend visits has now returned to 2019 levels.
In 2023, the Shopping Center Industry, which includes a number of grocery-anchored centers along with open-air shopping centers and their relatively large variety of dining options, saw the largest share of weekday visits, followed by Indoor Malls. Outlet Malls received the lowest share of weekday visits – around 55% – likely due to the longer distances usually required to drive to these malls, making them ideal destinations for weekend day trips.
While the day of the week that people frequent malls hasn't changed significantly since 2019, there is one notable difference in mall foot traffic pre- and post-pandemic. Almost all mall categories are seeing fewer during the late morning-midday and late evening dayparts, while the amount of people heading to a mall in the afternoon and early evening has increased.
In 2019, Indoor Malls saw 20.1% of visits occurring between 10:00am and 1:00pm, but that share decreased to 18.6% in 2023. Meanwhile, the share of visits between 4:00-7:00 pm rose from 29.1% in 2019 to 32.4% in 2023. Similar patterns repeated across all shopping center categories, with the 1:00-4:00pm daypart seeing a slight increase, the 4:00-7:00 pm daypart receiving the largest boost and the 7:00-10:00 pm daypart seeing the largest drop. So although changes in work habits have not altered the weekly visit distribution, it seems like hybrid workers are taking advantage of their new, and likely more flexible schedules to frequent malls in the afternoon instead of reserving their mall trips for after work. The significant numbers of Americans moving to the suburbs in recent years may also be contributing to the decline of late night visits, with these suburban newcomers perhaps less likely to spend time outside the house during the evening hours.
Although malls have enjoyed consistent growth in foot traffic over the past two years, visits still remain below 2019 levels. How can shopping centers attract more shoppers and recover their pre-COVID foot traffic?
Some malls are attracting visitors by looking beyond traditional retail with offerings such as gyms, amusement parks, and even entertainment complexes. And with more traditional mall anchors shutting their doors than ever, even smaller shopping centers are adding lifestyle experiences options in newly vacant spaces – and incorporating unique elements into traditional retail spaces.
In September 2023, the Chandler Fashion Center in Arizona opened a giant SCHEELS store in its mall. The 250,000-square-foot sporting goods store boasts more than just sneakers – visitors can ride on a 45-foot Ferris Wheel or marvel at a 16,000-gallon saltwater aquarium. And monthly visitation data to the mall reveals the power of this new retail destination, with foot traffic to the mall experiencing a major jump from October 2023 onward. The excitement of the new SCHEELS seems to be sustaining itself, with February 2024 visits 23.3% higher than the same period of 2023.
Restaurants, too, can help bring people into malls. The Southgate Mall in Missoula, Montana, experienced a jump in monthly visits following the opening of a Texas Roadhouse steakhouse in November 2023. Customers seem to be receptive to this new addition – the mall saw a sustained increase in foot traffic from November 2023 onward, with year-over-year (YoY) visit growth of 17.0% in February 2024.
The addition of Texas Roadhouse provides Missoula residents with a family-friendly dining experience while tapping into the evergreen popularity of steakhouses.
Malls that don’t want to choose between adding a dining option and incorporating a novel entertainment venue can blend the two and go the “eatertainment” route. One shopping center – North Carolina’s Cross Creek Mall – is proving just how effective these concepts can be for a mall looking to grow its foot traffic.
Eatertainment destination Main Event opened at the mall in August 2023, bringing laser tag, video games, virtual reality, and 18 bowling lanes with it. Main Event’s opening also provided a boost in foot traffic to the mall – monthly visits to Cross Creek Mall surged following the opening. And this foot traffic boost sustained itself, particularly into the colder winter months – January and February 2024 saw YoY growth of 12.3% and 25.1%, respectively.
Integrating entertainment options at malls is one strategy for driving visits, but there are plenty of other ways to bring people through the doors. Pop-ups have been a particularly popular option of late, especially as more online brands venture into the world of physical retail. And malls, which typically tend to leave a small portion of their storefronts vacant, can be the perfect place to host a retailer for a limited time.
One brand – Shein – has been a leader in the pop-up space, bringing its affordable fashion to malls in Las Vegas, Seattle, and Indianapolis. These short-term residencies – typically no longer than three to four days – allow shoppers to try the popular online retailer’s products before they buy.
Shein has enjoyed success with its mall residencies, evidenced by the foot traffic at the Woodfield Mall in Illinois, which hosted a three-day pop-up from December 15-17, 2023. The retail event was hugely popular, with visits reaching Super Saturday (the last weekend before Christmas) proportions – even though this year’s Super Saturday coincided with Christmas Eve Eve (December 23rd) and drove unusually high traffic spikes.
Shein pop-ups are typically very short – no more than three to four days. This format, known for creating a sense of urgency among shoppers, has proven powerful in driving store visits. But can longer-lasting pop-ups find success as well?
Foot traffic data from pop-ups hosted by Swedish home furnisher IKEA suggests that yes – longer-term residencies can be successful. The chain is working on growing its presence across the country, particularly in malls. To that end, IKEA has been experimenting with mall pop-ups, beginning with a six-month residency at the Rosedale Center in Roseville, Minnesota.
IKEA opened its store on February 16, 2024, and visits to the mall increased significantly immediately after. The first week of the pop-up saw a 12.9% growth in visits compared to a January 1-7, 2024 baseline. And by the third week of the pop-up, there were still noticeably more people frequenting the mall than before the launch.
The luxury retail segment has had a great few years, and malls are tapping into this popularity. Nearly 40% of new high-end store openings in 2023 were in mall settings, many in Sunbelt states like Texas, Florida, and Arizona, perhaps driven in part by demand from an influx of wealthy newcomers to those states.
A comparison of upscale shopping malls to standard shopping centers across Sunbelt States reveals just how popular high-end retail is in the region. Malls with a high percentage of luxury and designer stores like the Lenox Square Mall in Georgia or the NorthPark Center in Texas saw considerably more YoY visit growth than the average visit growth for shopping centers in their respective states.
Lenox Square Mall saw foot traffic increase 31.2% YoY in 2023, while shopping centers in Georgia saw their visits grow by just 2.7% YoY in the same period. Similar trends repeated in Louisiana, Arizona, California, and Florida. And while some of this growth may be due to the resilience of these wealthier shoppers in the face of inflation, one thing is clear – luxury is here to stay.
Malls are thriving, carving out spaces for themselves in a competitive retail environment. By prioritizing experiential retail, entertainment, pop-up shops, and luxury offerings, shopping centers across the country are remaining relevant in a rapidly changing retail world. And mall operators that recognize the power of innovation and evolve along with their customers can hope to meet with continued success.
Consumer preferences have shifted over the past five years. COVID-19 and inflation impacted shopping habits and behaviors across the retail space – and while some of the changes were short-lived, others appear to have more staying power. Now, with memories of the lockdowns fading, and as the inflation that plagued much of 2022 and 2023 wanes (hopefully), we analyzed location intelligence data to understand what the retail and dining landscape looks like today.
This report leverages historical and current foot traffic data and trade area analysis to better understand the current retail and dining landscape and reveal consumer trends likely to shape 2024 and beyond. Which segments have benefited most from the shifts of the past five years? How are legacy brands staying on top of current shopping and dining trends? Where are people shopping and dining in 2024? And what characterizes the modern consumer?
One of the major retail stories of the past five years has been the rise of Discount & Dollar Stores. Category leaders such as Dollar General and Dollar Tree expanded significantly prior to the pandemic, which helped these essential retailers attract large numbers of customers during the initial months of lockdowns.
During this period, many Discount & Dollar Stores invested in more than just their store count – several leading chains also expanded their grocery selection, allowing these companies to compete more directly for Grocery and Superstore shoppers. As Discount & Dollar Stores continued growing their store fleets – and as the pandemic gave way to inflation concerns – shoppers looking for more affordable consumables options gravitated to this segment.
Location intelligence shows that the rapidly opening stores and stocking them with fresh groceries is working – since 2019, Discount & Dollar Stores have slowly but steadily grown their visit share relative to the Grocery and Superstore sectors.
In 2019, Discount & Dollar retailers captured 15.1% of the visit share between the three categories analyzed. This number grew by a full percentage point between 2019 and 2020 and the trend has continued, with the category enjoying 16.6% of the relative visit share in 2023. Meanwhile, Superstores’ relative visit share decreased during the same period, dropping from 41.7% in 2019 to 40.0% in 2023, while the relative visit share of Grocery Stores remained mostly stable.
Still, consumers are not giving up their regular Grocery or Superstore run quite yet – over 80% of combined visits to Grocery Stores, Superstore, and Discount & Dollar Store sectors still go to Grocery Stores and Superstores. But the data does indicate that some shoppers are likely choosing to shop for groceries and other consumables at Discount & Dollar Stores. And CPG companies and category managers looking to reach customers where they shop may want to consider adding Discount & Dollar Stores to their distribution channels.
The key question that remains is how much of the gained visit share can the Discount & Dollar leaders maintain as the economic environment improves. This metric will be the strongest sign of whether the short term gains made within a favorable context drove long term value.
Superstores’ visit share may be shrinking somewhat in the face of Discount & Dollar Stores’ growth. But diving into the Superstore leaders reveals that these macro-shifts are having a different impact on the various sub-categories within the wider Superstore segment.
Walmart remains the undisputed Superstore leader thanks to its 61.8% share of overall visits to Walmart, Target, Costco, Sam’s Club, and BJ’s in 2023. But 61.8% is still lower than the 66.3% relative visits share that the Superstore behemoth enjoyed in 2019. Meanwhile, Target grew its relative visit share from 17.3% in 2019 to 19.3% in 2023, while the combined visit share of the three membership club brands increased from 16.5% in 2019 to 18.9% in the same period.
Some of the shift in visit share can be attributed to Walmart closing several locations while Target, Costco Sam's Club, and BJ's expanded their fleet – but other factors are likely at play.
Costco and Target attract the most affluent clientele of the five chains analyzed, which could explain why these chains have seen significant growth at a time when many consumers are operating with tighter budgets. The success of these companies also suggests that there are enough consumers willing to spend beyond the basics – as shown with Target’s Stanley Cup success (more on that below) – to support a varied product selection that includes higher-priced options. It also speaks to a high upside on a per customer basis for chains that have proven effective at providing higher-end products alongside those with a value orientation. This speaks to a unique capacity to effectively address “the middle” – an audience that is defined neither solely by value-seeking nor by high-end product proclivities.
Sam's Club and BJ’s also give shoppers an opportunity to save by buying in bulk and cutting down on shopping trips – and related gas expenses – which may also have contributed to their success. The increase in the relative visit share of wholesale clubs indicates that today’s consumer might react positively to more options for bulk purchases in non-warehouse club chains as well.
Retail is not the only sector that has seen slow and steady shifts in recent years – the dining space was also significantly impacted by pandemic restrictions of 2020-2021 and the inflation of 2022-2023. Location intelligence reveals shifts in both the types of establishments favored by consumers and in the in-store behaviors of dining consumers.
Convenience stores’ dining options have evolved in recent years, with today’s consumers heading to Wawa for a freshly made specialty hoagie or to Buc-ee’s to enjoy the chain’s variety of specialty snacks.
Analyzing the visit distribution among C-Stores and other discretionary dining categories (Fast Food and QSR, Restaurants, and Breakfast & Coffee, not including Grocery and Superstores) showcases the growing role of C-Stores in the dining space. Between 2019 and 2023, C-stores' visit share relative to the other discretionary dining categories jumped from 24.2% to 27.1%. The relative visit share of Breakfast, Coffee, Bakeries & Dessert Shops also grew slightly during the period. Meanwhile, Restaurants’ relative visit share dropped from 13.8% to 11.7% and Fast Food & QSR’s dipped from 51.8% to 50.6%.
Several factors are likely driving this evolution. Most Restaurants shuttered temporarily at the height of the pandemic while C-Stores remained open – and consumers likely took the opportunity to get acquainted with C-Stores’ food-away-from-home options. And many C-Stores expanded their footprint in recent years, while some dining chains downsized, which likely also contributed to the changes in relative visit share between the segments.
But the continued growth of C-Stores between 2021 and 2022, and again between 2022 and 2023, indicates that many diners are now embracing C-Store food out of choice and not just due to necessity. The rise of the Breakfast, Coffee, Bakeries & Dessert Shops category alongside C-Stores in the past five years may also highlight the current appetite for affordable grab-and-go food options. And with C-Store operators embracing the shifts brought on by the pandemic and actively expanding their food options, diners are increasingly likely to consider C-Stores for their portable meals and packaged snacks.
C-Store visitors are increasingly receptive to trying new products at their local c-store. So how can C-Store operators and CPG companies determine which products will best appeal to customers? Analyzing the trade areas of seven major chains – 7-Eleven, Wawa, Casey’s, QuikTrip, Cumberland Farms, Plaid Pantry, and Buc-ee’s – using the Spatial.ai: FollowGraph dataset reveals significant variance in food preferences between the chains’ visitor bases.
For instance, Plaid Pantry visitors were 55% more likely than the nationwide average to fall into the “Asian Food Enthusiasts” segment in 2023, in contrast with Casey’s visitors who are 7% less likely to belong to this psychographic. Residents of the trade areas of QuikTrip and Buc-ee’s rank highest for "Fried Chicken Lovers," while Cumberland Farms and Plaid Pantry visitors register the least interest. C-Store operators, QSR franchisees, packaged food manufacturers, and other stakeholders can leverage these insights to optimize food offerings, identify promising partnership opportunities, and find new venues for product testing.
While C-Stores stores may be the exciting story of the day, Full-Service Restaurants continue to play a major role in the wider dining landscape. And despite the ongoing economic headwinds, several dining brands and categories are seeing growth – although location intelligence suggests that in-restaurant behavior may be changing as well.
For example, the hourly visits distribution for leading steakhouse chains has shifted over the past five years: Between 2019 and 2023, Texas Roadhouse, LongHorn Steakhouse, and Outback Steakhouse all saw a jump in the share of visits occurring between 2:00 PM and 6:00 PM – not typical steak eating hours.
Outback and Texas Roadhouse offer early bird dinner specials while LongHorn has a happy hour, so some diners may be choosing to visit these restaurant chains earlier in the evening in order to stretch their eating out budget. Other consumers who are still working from home most of the week may also be eating on a more flexible schedule, and these diners may be having more late lunches in 2023 when compared to 2019. Restaurant operators, drink providers, and menu developers may want to adapt their offerings to this emerging mid-afternoon rush.
The data examined above shows changes within key retail and dining segments over the past five years. So what do these shifts reveal about today’s consumer? What are shoppers and diners looking for in 2024?
The beginning of 2024 was marked by an Arctic blast and plunging temperatures. Consumers, unsurprisingly, hunkered down at home – and foot traffic to many retail categories took a dip. But the declines were short-lived, and by the fourth week of January 2024 foot traffic had rebounded across major categories.
Still, zooming into weekly visit performance for key retail and dining categories for the first eight weeks of the year reveals that the cold did not impact all segments equally – and the subsequent resurgence boosted some sectors more than others.
Discount & Dollar Stores had the strongest start to 2024, with YoY visits up almost every week since the start of the year, and the category showing even more substantial growth once the cold spell subsided. The Grocery category also succeeded in exceeding 2023 weekly visit levels almost every week, although its visit increases were more subdued than those in the Discount & Dollar Store segment.
Superstore and C-Store experienced relatively muted YoY declines in early January and saw significant weekly visit growth as Q1 progressed, with C-Stores outperforming Superstores by late January 2024. And Dining – which suffered a particularly heavy blow in early 2024 – also rebounded with gusto, offering another strong indicator of the resilience of today’s consumer.
Like in the wider Dining industry, weekly YoY visits to the QSR segment quickly rebounded following the unusual cold of the first three weeks of January 2024. And three chains from across the QSR spectrum – legacy chain Wingstop, rapidly expanding Raising Cane’s, and regional cult favorite Whataburger – are seeing particularly strong foot traffic performances.
Diving deeper into the location intelligence reveals that the three chains’ success may be due in part to their visitor base composition: The trade areas of all three brands included a larger share of four-person households compared to the nationwide average of 24.6%.
Wingstop, Raising Cane’s, and Whataburger’s menus all include larger orders to create shareable meals. And larger households seem to be particularly receptive to dining options that allow them to save money, which could explain the significant share of 4+ person households that visit these chains.
The success of these diverse QSR chains also indicates that, although larger households may have more expenses – and might therefore be more impacted by inflation – they can also drive visits to brands that cater to their needs. So dining operators and food manufacturers looking to attract family demographics may consider offering larger meal combos or larger packaging to help larger households splurge on affordable luxuries without breaking the bank.
Perhaps the most significant sign that today’s consumers are still willing to spend money on non-essentials is the recent success of the Starbucks X Stanley “Pink Cup”. The cup has caused such a sensation that re-sellers ask for up to six times the original $50 price – and for those unwilling to shell out the big bucks on the cup, enterprising cup owners offer photo shoots with the product for $5.
The Starbucks X Stanley “Pink Cup” was released on January 3rd, 2024 and could only be bought at Starbucks kiosks located inside a Target. Viral videos of the release circulated on social media, showing eager crowds lining up early in the morning for the chance to be first to grab their cup. Location intelligence reveals that these early morning visits were significant enough to change Target’s typical hourly visit pattern.
Foot traffic between 7:00 AM and 9:00 AM on January 3rd, 2024 accounted for 4.4% of daily visits, compared to 2.6% of daily visits occurring during that time slot on a typical Wednesday in January or February. And demand for the pink Stanley cup drove a spike in daily visits as well – overall daily visits to Target on January 3rd were 18.7% higher than the average Wednesday visits in January and February 2024.
The visit trends to Target on Pink Cup Day are particularly impressive given the freezing weather in some regions of the country and because consumers were coming off the holiday shopping season. And the success of the cup shows that 2024’s shopper is willing to show up – especially for a viral product. Creating buzzy marketing campaigns, then, may be the key to driving retail success.
The retail changes of the past few years have left their mark on how people shop, eat, and spend. And keeping ahead of these changes allows companies and product managers to ensure they can tailor their offerings – whether product selection or marketing campaigns – to the right audience.
The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.
