


.png)
.png)

.png)
.png)

Following a busy week of Q1 2024 updates several restaurant chains, the key question facing operators is whether menu price increases the past several years have forced consumers into alternative food retail channels. Several restaurant chains--most notably McDonald’s–highlighted a more “discriminating” consumer during their quarterly updates. According McDonald’s CEO Chris Kempczinski on the company’s Q1 2024 update this week: “U.S. consumers continued to be even more discriminating with every dollar that they spend as they faced elevated prices in their day-to-day spending which is putting pressure on the QSR industry.” In turn, this has resulted in flat-to-declining industry traffic in the U.S. during the quarter. Looking at year-to-date visitation trends across the different restaurant categories, we see a weak start to the year due to inclement weather, followed by a rebound to low-single-digit growth for the limited-service categories (QSR and fast casual) and low-single-digit declines for the full-service restaurant chains.
As we discuss throughout this week’s Anchor report, consumers will likely remain discriminating over the next several quarters. As such, we expect a continuation of the channel shifts we’ve been witnessing across the broader food retail sector. According to our data, the QSR category saw a +5% increase in visits from 2019-2023, while the full-service restaurant category saw a -8% decrease in visits (partly explained by the permanent closure of many smaller, regional full-service dining chains). Conversely, the grocery, superstore, convenience store, and dollar/discount stores have all seen meaningfully higher visit growth over the same period (as our friends at Restaurant Business have also called out), indicating these channels are taking share from the restaurant industry.
Looking at McDonald’s cross-visitation trends during the quarter, we see further evidence of this shift. We’ve compared the favorite grocery chains of McDonald’s visitors in Q1 2024 to Q1 2023 below. We see a material increase in the percentage of McDonald’s visitors that visited an Aldi location year-over-year–24% versus 17% in the year ago period. We also see a decrease in percentage of visits to most conventional grocery chains.

Not surprisingly, McDonald’s plans to accentuate its value offerings in the coming quarters. On its update call, management noted that 90% of its U.S. locations offer meal bundles for $4 or less and that it has been running several promotions through its digital app. The company also noted the need to align around a strong national value proposition so that the company can use its tremendous media scale to drive high consumer awareness. It will likely take time for McDonald’s to organize around its value platform, but once it does start to promote its value offerings on a nationwide basis, we would expect much of the rest of the QSR category to follow suit.

This weekend, Formula 1 is once again ready to take the track in the United States, this time at the Miami Grand Prix on Sunday. The Miami Grand Prix is the first U.S. race in the 2024 calendar, followed by the U.S. Grand Prix in Austin, Texas and the Las Vegas Grand Prix in the fall.
America has grown into the new epicenter of the sport and is the only country besides Italy to host multiple races in a singular season. Not only does the U.S. host races, but countless American retail, tech, CPG and hospitality brands serve as team sponsors, including Marriott, Rokt, Tommy Hilfiger, Google, eBay, Coca Cola and more. For brands looking at the consumption habits of younger, more affluent consumers, the rise of Formula 1 in the U.S. can help unlock insights on this group. Credit for Formula 1’s exponential growth in popularity is largely due to the Netflix docuseries, Drive to Survive, which just released its sixth season in the first quarter of 2024. According to Netflix, over 90 million hours of the program were watched throughout the first half of last year. The immense popularity of the show and its behind the scenes access to the luxurious world of F1 generated a large demand for the sport by Americans, and the appetite for home grown F1 races where U.S. based fans can participate is palpable.
2024 is the third running of the Miami Grand Prix, held around Hard Rock Stadium, with the event debuting in 2022. According to Placer.ai data, traffic at the event, which usually runs Thursday-Sunday, in 2023 increased 3% compared to 2022. Usually during grand prix weekends, visitors have the option to purchase single or multi-day passes, and our data (as shown below) indicates that there were fewer repeat visits in 2023 compared to 2022; consumers may have chosen single day passes more often or made the event a part of a larger weekend in Miami. The highest number of visits occurred on Sunday each year, which aligns with the fact that the actual race takes place that day, with practice sessions and qualifying taking place on Friday and Saturday respectively.

Despite slightly fewer loyal visits during the weekend, the time spent at the event increased, with an average of 179 minutes, up 4% year-over-year. With consumers spending around three hours at the venue, there is a huge opportunity for American CPG and retail companies to engage with this captive audience.
The U.S. Grand Prix, held annually in Austin, has seen similar success from the influx of American F1 fans. Traffic at the 2023 event weekend grew by 38% compared to 2019. 2022 saw peak event attendance, most likely due to a competitive and exhilarating end to the 2021 season that bled into the next year. 2023 also saw the highest percentage of three-day visits during the weekend, highlighting that most U.S. Grand Prix attendees visit the track multiple days for the various race weekend events.
While the growth of the event itself is impressive, the change in visitor demographics provides an even more striking opportunity for American retailers and brands. 2023 brought the highest percentage of visits from young professionals and young urban singles compared to all other segments in 2023. Young professionals also grew to 36% of visits in 2023 from less than 30% in 2019, showcasing the rise in younger and more affluent visitors. Both the popularity of Netflix coupled with the increase in influencer marketing brand trips to races may both have contributed to this shift over time.
It’s clear that Formula 1’s growing popularity has no doubt fueled race expansion stateside and that has been able to capture the attention of the elusive younger consumer, especially those with disposable income. Brands, licensees and retailers have all jumped on the opportunity to collaborate with drivers, teams and race weekends to tap into this growth market. Sporting events are a highly competitive landscape, excuse the pun, but the intersection of sports and content have paved the way for Formula 1’s success in the U.S.

Last week, Chipotle’s Q1 2024 update featured a number of positives, including visitation trends that outperformed the broader restaurant category and strong contribution from new store openings. More than 5% of the company’s 7% comparable sales growth during the quarter was driven by transaction growth, and year-over-year visitation trends have accelerated thus far in April. (Recall that our year-over-year visitation data includes contribution from stores opened during the past year as well as improvements in visits per location).
Impressively, there were multiple sources driving Chipotle’s transaction growth during the quarter. The company’s strong track record for menu innovation under CEO Brian Niccol continued during the most recent quarter, with the company spotlighting Barbacoa and the return of Chicken Al Pastor as a limited time offer. Management will continue to explore new menu additions, and is currently developing a new product pipeline for the next 18-24 months.
While menu innovation is important, it’s clear that throughput (the amount of customers that can be served with Chipotle’s assembly line process) is becoming a major factor in visitation traffic outperformance. We believe this has been driven by lower employee turnover rates—the company noted that it is experiencing the lowest turnover rates since Niccol joined the company in March 2018. According to management, throughput reached the highest levels in four years because of more consistent staffing, which aligns with our visit per location data for the past five years (below).
Chipotle noted that its throughput improved by nearly 2 entrees in its peak 15 minutes compared to last year with each month showing an acceleration. According to the company, “the restaurants run more smoothly as our teams are properly trained and deployed, which allows them to keep up with demand without stress. This leads to more stability and therefore more experienced teams that execute better every day, and this can be seen in our latest turnover data which is at historically low levels.” Our data also shows that visitation trends are improving during its peak hours, but that its peak hours are also changing. Historically, the hours between 12:00 PM-2:00 PM have represented Chipotle’s most frequently visited hours, but post-pandemic, we’ve seen visits shift to the 6:00 PM-8:00 PM timeframe (below). Return-to-office trends partly explain these trends, as do Chipotle’s push into smaller, more suburban/rural markets.
When we look at visit per location trends by hour, we see that most of the improvement during the Q1 2024 compared to Q1 2023 took place during the later afternoon and evening dayparts.
Looking ahead, Chipotle sees an opportunity to improve peak hour throughput, including adjusting the cadence of digital orders to better balance the deployment of labor (thus eliminating the need to pull a crew member from the front makeline to help the digital makeline during peak periods). The company also plans to bring back a coaching tool for its associates that it had in place prior to the pandemic. With more and more retailers embracing generative AI to help educate and train their employees-–a trend we heard consistently at this week’s Analytics Unite conference–we would expect Chipotle to also adopt generative AI with its updated coaching tool, potentially unlocking greater throughput improvements in the process.

The widespread adoption of hybrid work continues to be one of the most significant paradigm shifts since the COVID pandemic. As employees visit offices less frequently, or not at all, corporate users are opting for less but better space which is driving office vacancy rates to record highs.
But even as utilization for many office buildings remains below capacity, some buildings are clearly prospering. So what sets these thriving properties apart from the pack? We looked at outperforming office buildings in four major metro areas – New York, Chicago, San Francisco, and Dallas – to find out.
The post-pandemic office recovery has been uneven across the country. As of February 2024, a significantly larger share of workers in the New York-Newark-Jersey City and Dallas-Fort Worth CBSAs were back in the office, while office visits in the Chicago-Naperville-Elgin and San Francisco-Oakland-Berkeley CBSAs remained subdued.
But throughout the country, the reality is much more nuanced as some office buildings struggle to maintain occupancy,others are thriving. We identified four office buildings in four major metropolitan areas where the recovery in utilization was significantly stronger than the respective metro:
What sets these buildings apart from the pack?

One factor that isn’t driving the office recovery at these high-occupancy office buildings is different weekly visitation patterns.
Location intelligence for offices nationwide indicates that hybrid workers appear to prefer coming to the office mid-week: The bulk of weekly visits occur on Tuesdays, Wednesdays, and Thursdays, with fewer visits taking place on Monday and even less visits on Fridays. And this was also the weekly visitation pattern in the four CBSAs analyzed as well as in the high-occupancy office buildings. In fact, the outperforming office buildings had even more of their visits concentrated mid-week compared to the visit patterns in the wider CBSA.

It seems, then, that the higher visits to these outperforming offices is not due to more employees coming in on typical WFH days. Instead, more workers are likely coming in mid-week to make up for the lull on Mondays and Fridays.
So who are these visitors? And could they hold the key to these buildings' strong recovery numbers?
Focusing on the period between March 2023 and February 2024 reveals that in all the labor catchment areas of the analyzed Office Indexes, the share of one-person households was larger than the nationwide share of 27.5%. And during the same period, the share of one-person households in the catchment areas of the high-performing office buildings was even greater – almost 50% of households in the captured market of 2010 Flora St. in Dallas consisted of one-person households.
On the other hand, families with children were underrepresented in the catchment areas of the office indexes relative to the nationwide average of 27.1% – and the share of households with children was even lower in the catchment areas of the high-occupancy office buildings.
This indicates that those with young children at home were generally less likely to go into the office – and so the office buildings seeing the strongest post-COVID recovery are those that serve a large contingent of single employees. On the flip side, there is often a motivation for young singles to visit the office more frequently, whether driven by the desire for training and mentorship or the prospect of meeting a significant other in or around the workplace.

Much has been written on the challenging impact that return-to-office mandates can have on working parents – and especially on working mothers – so it may not come as a surprise that employees from family households are underrepresented in office buildings in 2024.
But the fact that one-person households are even more prevalent in the labor markets of the overperforming buildings (as compared to the wider CBSA Office Index) indicates that businesses and office assets can thrive even without wooing working parents back to the office.
So who are these singles driving the return to the office? Some of this segment may be made up of Gen-Zers seeking the networking and mentorship opportunities provided by an in-person office setting. But it’s not just younger workers leading the return to the office – the data indicates that executives and managers also make up an outsized portion of the outperforming buildings’ catchment areas. In all four CBSAs analyzed, the catchment area of the high-occupancy building included a significantly larger share of people in a managerial or executive role compared to the average catchment area composition of the wider CBSA Office Index.
Many of these executives are likely choosing – rather than being forced – to work on-site. Some might be looking to encourage their staff to return to the office by leading by example, while many are likely leveraging their space to host clients, driving foot traffic to these locations higher. But whatever factors are driving the trend – it appears that office buildings looking to bounce back in the new normal need to make sure they are drawing back the managerial ranks.

Analyzing the popular industries and occupations in the catchment areas of the office buildings and industries also reveals that the overperforming buildings serve a much higher share of employees working in finance, insurance, and real estate. A larger share of the catchment area population of the high-occupancy office complexes also works in professional services – including high-tech jobs – compared to the office index in the wider CBSA.

Many financial institutions and tech companies have asked employees to return to the office at least three days a week, which could explain why these industries are overrepresented in the catchment area of the high-occupancy buildings. This data may indicate, then, that while some of the foot traffic is coming from executives choosing to return to their pre-COVID work habits, the return-to-office mandates – whether full or part-time – are likely also helping these buildings stay ahead of the curve.
Although the proliferation of office vacancies across the country can make it seem like the return to office battle has already been lost, several buildings are bucking the trend. Location intelligence indicates that a combination of partial return-to-office mandates along with a larger-than-usual share of visitors from executives and non-parental households is helping these office complexes thrive.

Sweetgreen and First Watch both went public in 2021 and have since steadily increased in popularity – and in store count. So with 2024 well underway, we checked in with the two brands to see how they fared in Q1 and to explore some of the factors underlying their success.
Despite the dining challenges of much of 2023 and early 2024, sweetgreen posted impressive visits between April 2023 and March 2024, with the chain’s YoY traffic increases ranging from 21.4% to 51.6%.
The remarkable visit surge was partially driven by the sweetgreen’s significant expansion, which could explain the slight dips in average visits per location for much of 2023 while consumers around sweetgreen’s newer restaurantes familiarized themselves with the brand’s offerings. But since December 2023, YoY visits per location have been positive – with the exception of a weather-induced slump in January – indicating that the chain’s newer venues have established themselves within their community.
This narrowing of the gap between visits and visits per location may also signal the success of sweetgreen’s strategic shift towards prioritizing "quality over quantity” – slowing down expansion and investing in an enhanced customer experience.

As a salad and grain-bowl chain, sweetgreen holds special appeal for wellness-focused younger consumers, including singles and members of the coveted Gen Z demographic. But as the chain has expanded, it has also succeeded in reaching new audiences.
Sweetgreen has been explicit about its goal of reaching Gen Z consumers. And analyzing the demographic makeup of the chain’s captured market reveals that sweetgreen’s trade area includes a relatively large share of one-person households (that tend to be on the younger side) But analyzing shifts in the chain’s captured market composition over the past five years also reveals that the share of one-person households has been decreasing – while remaining above the nationwide average of 28.0% – and the share of households with children has increased. So even as sweetgreen continues serving its core consumers, the chain’s expansion has also allowed sweetgreen to reach new audiences.

First Watch is also in expansion mode, and with plans to open some 50 more restaurants this year the chain shows no signs of slowing down. And, like sweetgreen, First Watch’s expansion has driven significant growth to the chain’s overall visits – and the chain’s average visits per location numbers are up as well, indicating that the new venues are finding a receptive audience.
By staying nimble on its feet and continually changing up its menu offerings, First Watch has succeeded in differentiating itself from other breakfast chain giants – and appears poised to enjoy continued success throughout the year.

First Watch’s expansion has also helped the company reach new types of diners even as the chain continues catering to its core audience. The share of the Spatial.ai: PersonaLive’s “Upper Suburban Diverse Families” segment in First Watch’s captured market has held steady over the past five years, even as the share of the “Blue Collar Suburbs” and “Urban Low Income” segments increased. It seems, then, that First Watch has also succeeded in leveraging its store fleet expansion to reach new audience segments – without sacrificing its core patrons.
.avif)
Sweetgreen and First Watch’s expansions have helped the companies increase visits and reach new segments – without sacrificing their core audiences. What does the rest of 2024 have in store for the chains?
Visit our blog at placer.ai to find out.

Dining took a hit over the past few years, with major challenges from COVID to rising costs weighing on the category. And perhaps no food-away-from-home segment was more impacted than Full Service Restaurants (FSR) – which stagnated as consumers traded down and sought out more affordable ways to treat themselves.
But new years present new opportunities – and there are signs that sit-down restaurants may be springing back to life. So with 2024 underway, we dove into the data to explore the current state of FSR. Is cooling inflation prompting a rise in Full Service Restaurant activity? How did FSR leaders like Dine Brands (owner of casual dining favorites Applebee’s and IHOP), Bloomin’ Brands (owner of popular grill and steak chains like Outback Steakhouse and Carrabba’s Italian Grill along with high-end Fleming’s Prime Steakhouse & Wine Bar), and Texas Roadhouse fare in Q1?
With some 1500 locations nationwide, Applebee’s has long been a mainstay of the American casual dining scene. Like other FSR chains, Applebee’s experienced a setback during the pandemic and has since faced industry-wide headwinds. But even though the brand’s store fleet shrunk by around 30 stores last year, overall YoY visits to Applebee’s declined just slightly between October 2023 and February 2024 (January’s weather-driven slump aside). And in March, the chain saw a promising 3.8% YoY visit uptick.
Breakfast leader IHOP also experienced negative YoY visits in October and November 2023, but in December – when the pancake chain traditionally enjoys a major holiday boost – visits jumped 2.8% YoY. Like Applebee’s, IHOP felt the effects of January’s Arctic blast, but saw its visits recover quickly in February and March 2024.

Bloomin’ Brands’ leading casual dining chains Outback Steakhouse, Carrabba’s Italian Grill, and Bonefish Grill appear to be following largely similar trajectories.
Though the brands experienced YoY visit gaps through most of Q3 2023 – and were whalloped by January’s inclement weather – all three chains experienced YoY visit increases in March 2024. Given the fact that the restaurants’ store counts didn’t change significantly last year, this visit growth appears to portend good things for Bloomin’s fast casual portfolio in the year ahead.
But it is Bloomin’ Brands’ fine dining concept, Fleming’s Prime Steakhouse & Wine Bar, that really seems to be hitting it out of the park. While Fleming’s also saw visit gaps between October 2023 and January 2024, the chain experienced 9.6% and 7.5% visit growth, respectively, in February and March 2024 – closing out Q1 with a bang.

Fleming’s particularly robust recent performance may be due in part to its relatively affluent customer base. Nearly one-third of households in Fleming’s captured market have an annual income of $150K or more – compared to just 18.6% to 23.7% for Bloomin’s casual dining concepts. Though a night out at the fine-dining steakhouse can be expensive, Fleming’s well-heeled visitor base is better positioned to absorb price increases than other consumers.

Appealing to affluent consumers, however, isn’t the only way to go. Texas Roadhouse is firmly in the casual dining space and tends to cater to average-income diners. (In Q1 2024, just 15.2% of its captured market had a household income ≥$150K.) But the steakhouse’s strategy of satisfying steak lovers with high-quality, affordable offerings is working: Throughout Q1, Texas Roadhouse experienced strongly positive YoY visit growth. And while some of this growth is attributable to the brand’s increasing unit count, the average number of visits per location is generally keeping pace – showing that Texas Roadhouse’s expansion continues to meet strong demand.

Though more affordable Dining segments like QSR and Fast Casual began to spring back to life last year, FSR has yet to fully recover from the double whammy of COVID and inflation. But if March 2024’s promising numbers are any indication, the category may be in for a turnaround. How will FSR continue to perform as 2024 progresses?
Follow Placer.ai’s Dining deep dives to find out.

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.
