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The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
Just when we thought the return-to-office (RTO) debate was finally settled, things are heating up once again. Leading financial institutions like Goldman Sachs are requiring employees to come into the office five days a week (gasp!). And though research shows that remote-capable employees now live twice as far from the office as they did before COVID, some are now being asked to move back closer to the office and show up in person more often.
But what impact are these renewed skirmishes having on the ground? Has the office recovery needle begun to move once again? Or is all the talk merely that – talk?
We dove into the data to find out.
Nationwide, visits to office buildings were down just 31.3% in February 2024 compared to February 2020 – the nation’s last “normal” in-office month before COVID changed everything. This relatively narrow year-over-four-year (Yo4Y) visit gap may be partially due to this year’s February leap day: Last month had 20 working days, compared to just 19 in February 2020 and 2023. (2020 was also a leap year, but the extra day fell on the weekend.)
Still, office visits in February 2024 were also higher than in January 2024, when unusually cold and stormy weather stranded many Americans at home. And year over year (YoY), February 2024 visits were up 18.6% – which, even accounting for the month’s extra day, points towards significant growth.
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Taking a look at city-wide trends shows the persistence of significant regional variation – with Miami and New York continuing to lead the post-COVID office recovery pack, and San Francisco bringing up the rear. Dallas, Atlanta, and Washington, D.C. also outperformed the nationwide Yo4Y baseline of -31.3%. And of the cities that continued to lag behind, Chicago, Boston, and San Francisco all outpaced the national average for YoY visit growth.
Here, too, February 2024’s additional business day did some of the work. Nevertheless, urban centers like Miami and New York – where office visits were down just 9.4% and 14.5%, respectively, compared to February 2020 – are clearly experiencing accelerated recovery. In Miami, an influx of tech companies may be contributing to the narrowing foot traffic gap – while in New York, the finance sector is likely a major driver of visit growth. And though San Francisco continues to lag behind other cities, the tech hub’s impressive YoY foot traffic increases indicate real change on the ground.
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Hybrid work may be here to stay – but February’s office foot traffic data appears to indicate that companies and employees are still feeling out the ideal balance between RTO and WFH. And whether due to growing demands by employers or workers’ own concerns about the possible deleterious effects of fully remote work on their careers, further office recovery may yet be on the table.
How will RTO progress as 2024 gets into full swing? Will New York and Miami close the gap? And what will happen in San Francisco?
Follow Placer.ai’s data-driven office recovery analyses to find out.
This blog 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 multi-billion dollar beauty industry has proved to be one of the most resilient retail categories over the past few years – and Ulta Beauty has been one of the biggest beneficiaries of this trend, reporting record growth and experiencing strong foot traffic to its stores.
We dove into the location intelligence data for Ulta to analyze recent foot traffic performance, explore seasonal trends, and better understand the chain’s visitor base.
The past few years have seen Ulta’s monthly foot traffic growing on a near-constant basis – and 2023 was no exception. Year-over-year (YoY) visits to the chain were up by double digits most months and Ulta consistently outperformed the wider Beauty & Spa segment. The company’s success appears poised to continue in 2024, with January 2024 visits up 4.9% relative to the already impressive January 2023, even as foot traffic to the wider Beauty & Spa category dipped.
The consistent foot traffic growth Ulta experienced in 2023 and early 2024 is particularly impressive given that 2022 was also a banner year for the brand – meaning that foot traffic has exceeded the previous years’ growth for two years straight. And the company seems to be capitalizing on its success by further enhancing its shopping experience, expanding its presence with new stores, and emphasizing wellness offerings at existing locations to keep its customers coming back.
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Charting the change in monthly foot traffic to Ulta helps visualize the chain’s seasonal visit patterns and highlight the company’s consistent upward climb since the 2021 retail reopening. The COVID-19 pandemic and ensuing lockdowns led to a steep drop in foot traffic, but visits picked up – and stayed up – as soon as social-distancing restrictions eased. And though inflation replaced the pandemic as an economic concern, Ulta visits continued on their upward climb, highlighting the broad appeal the chain offers to shoppers of all economic levels.
Ulta also enjoys significantly elevated visits during the holiday season, with foot traffic surging every December. And visits to the chain, even without a holiday spike, continue to exhibit growth – January 2024’s visits were 43.3% higher than they were in January 2019.
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While December may be the month that Ulta sees the most visits, there are plenty of other minor holidays and retail opportunities that contribute to foot traffic spikes to the retailer. And although Valentine’s Day isn’t a holiday in the official sense of the word, Ulta still enjoyed a mid-week boost in visits on Wednesday, February 14th 2024.
Visits to Ulta grew 17.2% on Valentine’s Day compared to traffic of the previous six Wednesdays. February 14th 2024 also saw 10.5% more visitors to Ulta than the day did in 2023, signaling a continued, growing interest in the beauty retailer.
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Ulta has taken pains to carry products for consumers of all ages, genders, and backgrounds –and recently, one age group in particular has been making headlines for its interest in beauty and skincare. Teens and tweens have been flocking to their local malls to try out products from brands like Drunk Elephant, driven, in part, by the rise of #BeautyTok, where influencers on TikTok post their makeup and skincare routines.
And indeed, trade area data indicates that families of all types are overrepresented among Ulta’s visitor base: Analyzing the psychographic makeup of Ulta’s trade areas using the Spatial.ai: PersonaLive dataset revealed that the chain’s captured market* includes more family segments when compared to the chain’s potential market*. Specifically, the chain’s captured markets had higher rates of “Near-Urban Diverse Families”, “Upper Suburban Diverse Families”, and “Wealthy Suburban Families” relative to the chain’s potential market. On the flip side, “Young Urban Singles” saw a smaller share of visitors in Ulta’s captured market than in its potential market.
Ulta’s popularity with family segments may be due to the increased demand for skincare and makeup among the families’ younger generations. And by continuing to cater to these younger consumers – alongside the numerous other segment that shop at Ulta – the company can hope to foster long-term brand loyalty and continue driving sales and foot traffic to its stores.
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*A chain’s potential market refers to the population residing in a given trade area, where the Census Block Groups (CBGs) making up the trade area are weighted to reflect the number of households in each CBG.. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
Ulta continues to impress, growing its sales and foot traffic even during a uniquely challenging period for the average consumer. By creating a shopping experience that is accessible to people across all ages and income levels, the company ensures that its visits can continue to grow.
For more data-driven retail insights, follow placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
First Watch has been around for over 40 years and is famous for being open from morning to early afternoon and a revolving menu that leans into seasonal ingredients. In recent years, the casual cafe – which derives its name from the nautical term for the first shift of the day – has made significant waves. The chain went public in 2021 and continues to drive consistent revenue and foot traffic – despite a stormy economic climate. We dove into the data to take a closer look at the consumer behavior behind First Watch’s success and understand where the chain could be heading in 2024 and beyond.
The Early Advantage
At First Watch, brunch and lunch join breakfast as the most important meals of the day. And while some of the chain’s competitors are open all day – or even all night – sticking to limited business hours has not steered the brand off course. Analysis of First Watch’s H2 2023 foot traffic compared to the wider breakfast-first category shows that First Watch’s monthly year-over-year (YoY) visits consistently outperformed the Breakfast, Coffee, Bakeries, and Dessert Shops space as a whole.
Some of the chain’s success is due to its expanding store fleet, with visits during the last five months of 2023 up by double digits compared to the equivalent months in 2022. And the chain is likely to rise even further in 2024 and beyond, with CEO Christopher Tomasso seeing continued expansion on the horizon.
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Indeed, looking at more recent data shows that First Watch’s growth is continuing even relative to the already strong 2023, with foot traffic to the chain up YoY and outperforming the wider Breakfast, Bakeries & Dessert Shops space every week of 2024 so far.
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The Next Voyage
C.E.O. Tomasso is determined to stay “true to who we are and what we’ve done regardless of how big we get.” And one way First Watch has stayed true to its identity is by being attentive to the preferences of its target audience. When customers wanted cocktails as a way to unwind with friends over brunch – First Watch delivered. And location intelligence can help identify the next consumer trend to drive the brand’s continued success.
Trade Area Analysis of First Watch in Q4 2023 using the AGS: Behavior & Attitudes dataset revealed that “Food Label Readers”, “Organic Foodies”, and “Vegans” were overrepresented in the restaurant’s trade areas compared to the nationwide benchmark. This indicates that First Watch’s commitment to fresh ingredients resonates with clientele that prioritize a healthy diet. Meanwhile, the data also showed that these consumers were likely to be involved in various forms of exercise; “Fitness Fans”, “Joggers”, “Pilates People”, and “Weight Lifters” were also prevalent psychographic segments in First Watch’s trade area.
This suggests that First Watch might consider exploring uncharted waters by adding smoothies or post-workout shakes to its menu, or by opening smaller-format locations in fitness centers to better serve its health-conscious audience.
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Land Ho!
First Watch has enjoyed smooth sailing through a commitment to bringing diners a fresh take on breakfast, brunch, and lunch. As long as this ship stays anchored in its identity, First Watch should find that the wind is at its back for the foreseeable future.
For updates and more data-driven dining insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
Whether it’s an at-home yoga practice, a workout at the gym, or a sports league at the park, the biggest players in the sporting goods space – Hibbett Sports and DICK’s Sporting Goods – have the gear to keep a variety of consumers outfitted. Armed with the latest location intelligence data, we took a closer look at these retailers’ recent offline performance and analyzed some of the psychographic characteristics of visitors to DICK’s and Hibbett’s.
Last year started off strong for DICK’s Sporting Goods and Hibbett Sports, with visits to both retailers up in Q1 2023 relative to the equivalent quarter in 2022. But ongoing inflation and tighter consumer budgets weighed on visits as the year progressed, and foot traffic to DICK’s and Hibbett dipped slightly year-over-year (YoY) in the second half of the year. Still, in spite of the challenges, both brands succeeded in keeping their visits close to 2022 levels and maintaining minimal visit gaps.
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The strong Q1 2023 combined with unusually cold weather were likely partially to blame for DICK’s and Hibbett’s sluggish early 2024 performance. But by the end of January, YoY visit gaps had narrowed for both brands – a promising sign for the year ahead.
Who is likely to visit these brands in 2024? We looked at the retailers’ trade area composition to find out.
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Analyzing DICK’s and Hibbett’s trade area using the Spatial.ai: Proximity dataset revealed that both brands were positioned to drive traffic from two significant fitness-related psychographic segments at the end of 2023.
In Q4 2023, “Yoga Advocates” as well as fans of “Functional Fitness” were overrepresented in DICK’s and Hibbett’s trade area relative to the nationwide average. And DICK’s and Hibbett are investing heavily in getting these consumers in the door. DICK’s debut of a new functional fabric and ad campaign for its CALIA clothing line and Hibbett’s new joint loyalty program with Nike could provide an extra foot traffic boost from fitness-forward consumers as 2024 progresses. As temperatures thaw and demand rebounds, these consumers are likely to play a part in a foot traffic resurgence for both brands.
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But while certain sporty audience segments seem to visit both brands, diving deeper into DICK’s and Hibbett’s trade areas using the Spatial.ai: Followgraph dataset also revealed differences between the two retailers’ offline consumer base.
For example, the share of “Hunting Enthusiasts” in DICK’s trade area was 8% smaller compared to the nationwide average, while Hibbett’s trade area included 20% more “Hunting Enthusiasts” than the prevalence of the segment nationwide. Meanwhile, the “Triathlon Participants'’ segment was overrepresented in DICK’s potential market – 4.0% above the national average – and underrepresented in Hibbet’s potential market (8.0% below). These differences suggest that the sporting goods space is big enough to accommodate multiple players at the top, with leading retailers each carving out their own slice of the market.
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So Much Potential
After a relatively rocky end to 2023, foot traffic appears to be on the upswing for both DICK’s and Hibbett early on in 2024. The prevalence of fitness-minded and sporting consumers in the trade areas of both brands could provide a continued foot traffic lift in the weeks and months ahead.
For updates and more data-driven foot traffic insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
In the U.S., one can find many different dishes that incorporate a range of culinary traditions: Kogi truck introduced us to the joy of putting short ribs and vinaigrette slaw in a corn tortilla, topped off with a distinctly Korean salsa made of Korean chiles, rice wine vinegar, and scallions; Banh mi po’ boys combine the best of Vietnamese and Louisianan tradition; Lime and jalapeno-topped yellowtail sashimi hearkens to both Japanese and Peruvian lineages.
In Los Angeles, the LA Times takes readers on a culinary journey to the world of Black Tacos, where lines can reach 3 hours at Worldwide Tacos as one chooses from unique protein options like lamb, salmon, crab, and duck and mouthwatering flavor combinations like jerk, curry, pina colada, blueberry with blue cheese and raspberry chipotle.
While often anchored with a traditional corn tortilla, Black tacos also incorporate flavors and techniques from soul food, such as versions that use barbeque sauce, yams with wild rice, ground turkey, pulled pork, or hot honey catfish.
Alta Adams has its own take on Black tacos with a jerk-spiced sweet plantain taco. Nestled within a homemade corn tortilla, one will find caramelized plantain, mango-habanero salsa and chopped onion and cilantro. In 2022, the Hollywood Reporter named this spot “Black Hollywood’s Top Restaurant for Power Dining.” This restaurant is a popular evening destination, as patrons sip their inventive cocktails well into the night and see if they might catch a glimpse of Jay-Z or John Legend.
At the Smithsonian’s National Museum of African American History and Culture, the entire month of February was dedicated to “African Americans and the Arts” and the impact of African Americans on visual arts, music, cultural movements, and more. From the BLM Movement to Harlem Hellfighters, Hip Hop and Rap to Musical Life at HBCUs, a rich cornucopia awaits. Per Spatial.ai PersonaLive, among those who visited in the past 6 months, when we look at those comprising 70% of visits, nearly 3 in 10 are Educated Urbanites, as well as a healthy dose of Young Professionals, Near-Urban Diverse Families, and Ultra Wealthy Families.
The museum also attracted a broad cross-section of different ethnicities.
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.
