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About the Placer 100 Index for Retail & Dining: The Placer 100 Index for Retail and Dining is a curated, dynamic list of leading chains that often serve as prime tenants for shopping centers and malls. The index includes chains from various industries, such as superstores, grocery, dollar stores, dining, apparel, and more. Among the notable chains featured are Walmart, Target, Costco, Kroger, Ulta Beauty, The Home Depot, McDonald’s, Chipotle, Crunch Fitness, and Trader Joe's. The goal of the list is to provide insight into the wider trends impacting the retail, dining and shopping center segments.
Visits to the Placer 100 Index chains grew over the summer, as the back to school season drove a 3.3% year-over-year (YoY) jump in August 2024 visits. And visits in September 2024 were essentially on par with September 2023 levels – indicating that shoppers did not stay home to make up for retail’s summer surge, which could signal an increased willingness to spend ahead of the critical Q4.
And indeed, the fourth quarter of the year started strong, with the Placer 100 Index up 1.4% YoY in October 2024 – and with consumer confidence recently hitting a 9-months-high, the upcoming holiday season looks particularly promising.
Chili’s Grill & Bar topped the Placer 100 October chart in terms of both overall and per-location visit growth. The chain is still riding the wave of its Big Smasher Burger success, which sent visits skyrocketing following the product’s launch in late April. Warby Parker also saw impressive increases in overall visits and in visits per location as the chain continued opening new stores and adding eye exam offerings to existing locations.
Aldi and Crunch Fitness also saw growth in both metrics, with the increase in overall visits outpacing the strong increase in visits per location – pointing to a successful expansion strategy.
Hobby Lobby and Wendy’s also experienced increases in both overall visits and visits per location in October, with different paths leading to the two chains’ October successes.
Hobby Lobby’s visits follow clear seasonal patterns. The chain’s traffic usually peaks in December, but traffic already begins to rise in August as parents and teachers stock up on supplies and classroom decorations. Visit growth then ramps up throughout September and October as consumers purchase Halloween-themed costumes and decorations. So far, Hobby Lobby appears to be having a particularly successful year, with visits outpacing last year’s numbers since the summer – and with the chain’s busiest season of the year coming up, Hobby Lobby is positioned to close out the year with a bang.
Wendy’s, meanwhile, demonstrated how chains can create their own growth opportunities without aligning with existing calendar-driven spending occasions. The chain introduced the Krabby Patty Kollab menu items on October 2nd to celebrate the 25th anniversary of "SpongeBob SquarePants,” which sent visits surging. And YoY traffic was still up four weeks later, revealing the potential of LTOs to drive up dining traffic even in the absence of a specific seasonal boost.
Which chains will top the Placer 100 Index in November?
Visit placer.ai to find out!
Note: This post utilizes data from Placer.ai Data Version 2.1. and thus reflects minor adjustments in data from previous reports.
Amazon, Dell, Goldman Sachs, Walmart, UPS – these are just a few of the major employers that have been cracking down on remote work in recent months, some requiring their teams to be on-site full time.
So with summer behind us, we dove into the data to assess the impact these accumulating RTO mandates are having on the ground. Are offices continuing to fill up, or has the office recovery run its course?
In October 2024, office visits nationwide were 34.0% below October 2019 levels. And looking at monthly fluctuations in office foot traffic over the past five years shows that the RTO remains in full swing – with last month’s visits reaching the highest point seen since February 2020.
Digging down into regional data shows that in several major hubs – including Atlanta, Dallas, Houston, Denver, Washington, D.C., Chicago, and San Francisco – October 2024 was the single busiest in-office month since COVID. And in Boston, Los Angeles, Miami, and New York, October was the second-busiest month, outpaced only by July.
Still, New York and Miami continued to lead the regional office recovery pack, with October 2024 visits in the two cities up to 86.2% and 82.6%, respectively, of 2019 levels. The two hubs, joined by Atlanta and Dallas, continued to outperform the nationwide average. And Houston, which lagged behind other major business hubs during the summer in the wake of major storms, reclaimed its position just under the nationwide baseline.
In October 2024, visits to office buildings in Washington D.C. increased 16.4% year over year (YoY), likely boosted by an RTO push meant to increase meaningful in-person work in federal agencies – though many government employees continue to telework. Boston, where office building occupancy is outperforming national levels, visits saw a 15.6% YoY uptick. And Atlanta, where major employers from UPS to NCR Voyix are requiring workers to show their faces five days a week, saw visits grow 13.8% YoY.
Nationwide, office foot traffic increased 10.1% YoY – showing that the return-to-office is still very much a work in progress.
Office attendance fosters creativity, mutual learning, and a sense of community – and can be critical for early-career success. But working from home at least some of the time offers greater flexibility that can improve employees’ work-life balance and in some cases, even enhance productivity. How will companies and employees continue to navigate the ongoing RTO?
Follow Placer.ai’s data-driven office recovery analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
With the holiday season just around the corner, we dove into the Placer.ai Mall Index to see how these shopping mainstays performed during the fall retail lull.
Following several months of roller-coaster visit trends – as August visits surged compared to last year and September visits dipped year-over-year (YoY) – mall traffic stabilized in October: Last month’s visits to indoor malls, open-air shopping centers, and outlet malls generally matched 2023 visitation trends. The closing of the YoY visit gaps may indicate that consumers are once again ready to spend following the brief September slow-down – boding well for the upcoming holiday season.
Diving into the weekly trends offers even further reasons for optimism: YoY visits over the last two full weeks of October were positive for all three mall categories, with outlet malls in particular seeing the largest YoY increases. Outlet malls’ positive performance during the second half of the month may signal a comeback for the format, which has generally lagged behind indoor malls and open-air shopping centers in recent months.
Unlike certain retail categories that enjoy Halloween-driven visit surges either on the day itself or on October 30th, malls do not appear to benefit from the spooky holiday. Analyzing daily visits reveals that October 30th visits were on par with the daily October average, while October 31st traffic actually took a hit across the three mall formats in the Placer.ai Mall Index.
The dip is likely due to shoppers putting off their mall trips and instead choosing superstores and specialty retailers such as party supply stores and liquor shops for their holiday prep. Stores hoping to avoid the Halloween dip may want to offer special promotions around the day – and managers can also use this information to optimize their staffing schedules on October 31st.
Diving into hourly visit distributions provides even more data for those looking to optimize store performance. On Halloween, indoor malls and open-air shopping centers received a larger share of their visits before 4:00 PM and relatively fewer visits in the evening when compared to an average Thursday in October. So while some consumers did come out to malls in the morning, by evening, many shoppers may have been too busy scrambling to complete their Halloween costume or stock up on candy for the evening. Meanwhile, the Halloween dip in visits to outlet malls appears to have been evenly spaced throughout the day, with hourly visit shares on October 31st closely matching the average Thursday visit distribution patterns.
Store managers operating in indoor malls or open-air shopping centers may use this data to optimize staffing for the afternoon and evening Halloween shifts, while those working at outlet malls may want to reconsider their manpower needs for the day as a whole. At the same time, those looking to draw in more foot traffic may try offering promotions that appeal to early birds or trick-or-treaters.
With October in the rearview mirror, the holiday season is kicking off. How will malls perform?
Visit placer.ai to find out.
As essential sectors of retail face a slowdown in traffic momentum, the need for unique offerings and competitive advantages is more pressing than ever. Grocery retailers have benefited from increased visits, which has kept consumers engaged with chains and their offerings, even if it hasn’t always translated into larger basket sizes. In an increasingly competitive grocery market, retailers will need to consistently prove to consumers that they’re worth the extra visit.
Specialty grocers are better positioned to meet this challenge as value-focused grocery options become more constrained. Many local and regional chains have the added benefit of nimble operating models, enabling them to quickly adapt to consumer preferences. Beyond that, these specialty chains have deeply embedded themselves in the communities they serve. Looking ahead to 2025 and the growing recognition of physical stores’ importance, the strong relationships between specialty grocery retailers and consumers could help them thrive in this evolving environment.
One specialty chain that stands out in this context is Stew Leonard’s. Beloved in the Tri-State area—an area known for outstanding grocery chains—Stew Leonard’s combines product expertise with a unique in-store experience, famously described by The New York Times as “the Disneyland of Dairy Stores.” Imagine a grocery store with animatronics and birthday parties! In an era when we need more joy in retail, Stew Leonard’s sets the gold standard. With just eight locations, each with a large footprint and a strong connection to its local community, Stew Leonard’s offers a compelling package. A robust private label program, specialty departments, and high service levels make this chain stand out without relying on promotions or low prices.
According to Placer’s foot traffic estimates, Stew Leonard’s has effectively hedged against the slowdown in growth seen by other full-price grocery chains this year. Year-to-date, the chain has experienced a 3% year-over-year increase, compared to flat growth for full-price chains. Examining trends over time, Stew Leonard’s has shown consistent, sustainable growth throughout 2022 and 2023, with an acceleration in visits in the latter half of this year, driven by the opening of its new store in Clifton, NJ.
One reason for Stew Leonard’s success is the elasticity of its consumer base. Operating in the Tri-State area allows the chain to tap into wealthier consumer segments compared to national chains. According to PersonaLive audience segmentation, Stew Leonard’s has more than double the concentration of Ultra Wealthy Families compared to full-price grocery chains, along with a high percentage of Wealthy Suburban Families. The chain also attracts a notable share of Young Urban Singles, likely drawn by its strong offerings in prepared and specialty foods.
Stew Leonard’s Danbury, CT location offers insight into the brand’s appeal to shoppers. According to Placer’s trade area metrics, 35% of visitors to this store travel from more than 10 miles away, and nearly 10% come from over 30 miles, with clusters of visits from across the Northeastern corridor.
Store-level metrics also reveal strong loyalty among Stew Leonard’s visitors. Year-to-date in 2024, over a quarter of visitors to the Danbury location visited at least four times, and 35% visited three or more times. At the same time, there is a substantial share of visitors who appear to make special, less frequent trips to the store. These visitors show high cross-visitation rates with other grocers, such as Costco and ShopRite, as well as with Stew Leonard’s own operated Wine and Spirits locations.
Stew Leonard’s exemplifies a retailer that resonates with local consumers while offering an experience that attracts visitors from further away. Its combination of unique experiences, services, and products creates a shopping experience that goes well beyond traditional retail. Even as visits slow down across the sector, specialty grocers that remain hyper-focused on their unique offerings are likely to continue drawing in customers.
In late 2022, we suggested that fitness clubs in a post-pandemic environment were better positioned to withstand a slower macroeconomic climate than in the past. This was due to lower monthly fee business models, increased workout frequency among consumers, a shift toward younger members, and reduced seasonality. With Planet Fitness reporting its Q3 2024 results this week and ten months of visitation data available for 2024, we decided to revisit that thesis—especially in light of the company’s decision to raise the monthly price of its Classic Card from $10 to $15 in late June.
In the third quarter, Planet Fitness posted systemwide same-club sales growth of 4.3% (4.5% growth in franchisee clubs and 3.4% growth in corporate-owned clubs). Approximately 50% of the Q3 2024 comp increase was driven by net member growth, with the remaining balance attributed to rate increases. Our data indicates that the decline in visitors has been relatively modest since the Classic Card price hike. Management corroborated this, noting they “expected a slight decline in membership in Q3 2024, which was more than offset by the rate improvement on the Classic Card and a higher Black Card mix.”
During the quarter, 63.1% of Planet Fitness members were Black Card members (paying $25 per month), up from 62.1% in the same period last year. Management noted that new members are increasingly opting for the higher-priced Black Card membership, likely due to the added value of extra amenities, including access to all club locations, unlimited guest privileges, unlimited use of massage chairs and tanning beds, and discounts on cooler drinks, compared to the base membership.
Planet Fitness’ visit-per-location trends further support our thesis that fitness clubs are more resilient to macroeconomic pressures than they were pre-pandemic. In 2019, Planet Fitness averaged nearly 92,000 visits per location in the first quarter, dropping to 68,000 in the fourth quarter—a 25% decrease. This year, Planet Fitness again began with 92,000 visits per location in the first quarter and is projected to close the year with 76,000-78,000 visits per location. This would represent a year-end decrease in the mid-teens, indicating a more stable membership base and lower churn rates than in past years.
Fitness clubs still face challenges in today’s consumer environment. For instance, Equinox-owned Blink Fitness filed for bankruptcy earlier this year, citing pandemic-related deferred rent payments and other factors in its filing. (On a related note, Planet Fitness reportedly made a bid for Blink Fitness this week.) Nonetheless, Planet Fitness' resilience underscores that fitness club unit economics have evolved over the past several years, potentially making them better equipped to handle diverse consumer environments.
While consumer confidence appears optimistic heading into the holidays, and businesses are feeling more assured now that the election is over, thrifting continues to benefit from tailwinds driven by last year's inflationary pressures, the shift toward sustainability, and Gen Z’s desire for unique items.
We analyzed year-over-year traffic for well-established chains like Goodwill and Salvation Army, as well as for smaller chains like Buffalo Exchange and Crossroads Trading Co. Among these, Savers Thrift Store has experienced the highest growth rate in recent months, with Goodwill also showing consistent increases compared to last year.
The thrift store footprint is quite strong nationwide, with a concentration of stores in the eastern half of the country and along the West Coast.
Thrifting is no longer just for lower-income households. In a sign of its upmarket appeal, over 1 in 10 of thrift store captured trade areas are now the "Upper Suburban Diverse Families" segment, and another 1 in 10 are from "Wealthy Suburban Families" according to PersonaLive customer segments. The chart below filters for visitors with a dwell time of at least 10 minutes, indicating that these segments aren’t merely dropping off donations—they’re sticking around to treasure hunt. The thrill of finding a hidden gem has been widely shared on social media platforms like TikTok, where one lucky shopper recently discovered a $6,000 couture wedding dress for the unbelievable price of $25 at Goodwill.
While Goodwill is undoubtedly the largest player in this field, with roughly ten times the visits of its nearest competitor, a substantial share of visits also goes to Plato’s Closet (with over 400 stores tracked by Placer), Salvation Army Stores (400+ tracked by Placer), and Savers Thrift Stores (100+ tracked by Placer). Interestingly, although Savers has just a quarter of the number of stores, its yearly visits nearly match those of Plato’s Closet and Salvation Army Stores during certain months of the year.
Plato’s Closet sees a notable spike in late July and early August, aligning with back-to-school shopping season. With its focus on teens and young adults and an emphasis on popular and fast-fashion brands, it’s no surprise that this chain resonates strongly with its youthful audience.
This past season, one of the major trends has been a love for all things '90s. Popular items include handkerchief hems, baby tees, crop tops, straight jeans, mom jeans, flared jeans (essentially anything but skinny jeans), and, of course, the essential graphic tee. Thrifters are on the hunt for that perfect vintage piece—something unique to wear to a concert or party and, most importantly, to showcase on social media.
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.
