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Last summer’s touring sensations Taylor Swift and Beyonce held concerts that will remain in the hearts of many. With thousands in attendance, both live tours were absolute juggernauts. It was like an adrenaline shot for the performing arts category after COVID-induced closures. Remember the days of drive-in concerts as a panacea? While these two reigning Queens of Music took top billing, there are hundreds of local venues around the country that cater to smaller audiences at a time but are no less impactful on their communities. These are the heart and soul for local plays, musicals, symphonies, operas, touring bands, and art exhibitions. Fundraisers are often held at community performance venues, and they can be incubators for performers to move on to a larger stage.
Placer recently attended the California Presenters Conference, which includes representatives from California, Oregon, Washington, Nevada, Arizona, New Mexico, and Texas. Programming directors, events managers, and community liaisons all met to share best practices, challenges, and successes. One box office manager, Jonathan Lizardo of the Lisa Smith Wengler Center for the Arts at Pepperdine University, noted that “Nostalgia” was an important theme at his performing arts center, with a recent live show of the Animaniacs in Concert proving to be a hit with adults and kids alike. In this case, his patrons were seeking some escapism and levity in their lives. On the other end of the spectrum, the arts can also be a powerful way to engage the audience in more serious issues, as one panel on Responding to Global Conflict at arts venues drew a crowd. Another topic of interest was the importance of engaging youth with the arts, through school-sponsored visits or after school enrichment. Many University performing arts centers reps were also in attendance, such as USC Vision and Voices, Stanford Live, Caltech Presents, and Seattle University.
Placer’s presentation touched on macrotrends around discretionary spend, examples of venue attendance around the US, an analysis of the visitation trends, audience profile, and economic impact of Taylor Swift’s US tour, and in depth look at a select group of performing arts centers in Arizona to see the role that they play in their community.

Mesa Arts Center has had the highest overall visitation in the past 12 months. Located in Mesa, AZ, it encompasses over 210,000 sq ft and was completed in 2005 at the cost of $95 million. In addition to four performance venues, it is also home to Mesa Contemporary Arts Museum. Programming is suited to a multitude of interests, including National Geographic Live, Broadway, classical music, popular music, ethnic artists, western artists, and dance. It also offers Art Studio for visual arts classes; Opportunities for Ages 55+ such as flamenco classes; and Festivals and Events, such as Dia de Los Muertos. Within the theaters complex, there are four theaters--the 1,570-seat Tom and Janet Ikeda Theater, 550-seat Virginia G. Piper Repertory Theater, 200-seatNesbitt/Elliott Playhouse, and the 99-seat Anita Cox Farnsworth Studio.
The Chandler Center for the Arts recently celebrated its 35th season. Upcoming performances include ballet like Coppelia or live music, such as Billy Joel’s The Stranger. Entertaining acts such as Stomp, Piano Battle, and Cirque du Soleil will also make their way over during the 2024-2025 season. Located in downtown Chandler, the venue includes three dynamic performance spaces (the 1,500-seat Main Stage, the 350-seat Hal Bogle Theatre, and the 250-seat Recital Hall) as well as two extensive art galleries (The Gallery at CCA and Vision Gallery).
While Scottsdale Center for the Performing Arts had the fewest absolute visits in the past 12 months, its year-over-year variance increase has been the highest.

What might account for the difference, one might wonder. Fortunately, Placer data enables one to compare a venue against itself in order to highlight differences from one year to the next. According to the 2023-2024 calendar, it appears that Hubbard Street Dance Chicago playing 2 nights in a row, was a hit with the audience during the week of Jan 29-Feb 4.

It appears the increase in visits cannot be attributed to a single segment. In fact, visits across multiple segments increased year-over-year when comparing May 2023 - April 2024 (blue) vs. May 2022-April 2023 (red) per Spatial.ai PersonaLive.

The most recent 12 months also attracted visits from a much larger trade area.

Migration may also be a factor in the increase of visits to the Scottsdale Performing Arts Center. Placer’s Migration Dashboard is noting an increase in both residents and seasonal visitors over the years.


Eatertainment chains – entertainment concepts that combine dining and play – are thriving in the current experience economy. We dove into the data for game and restaurant chains Dave & Buster’s and Main Event Entertainment (acquired by Dave & Buster’s in 2022) to better understand how eatertainment is driving success in 2024.
The past few years have been challenging ones for restaurants. But eatertainment has a special draw – and since November 2023, both Dave & Buster’s and Main Event Entertainment have seen mainly positive YoY visit growth.
In January 2024, visits slowed in the wake of extreme weather that rocked much of the country and led many would-be diners to stay home. But in February and March 2024 things picked up again, with the two chains seeing YoY visit growth ranging from 4.6% to 10.6%.
Again in April 2024, both Dave & Buster’s and Main Event Entertainment experienced minor visit gaps. But a closer look at weekly visits reveals that this was largely due to a calendar shift: April 2024 had one fewer Saturday than April 2023 – the chains' busiest day of the week by far. (In Q1 2024, Saturdays accounted for 33.8% of total visits to Main Event Entertainment and 33.3% of visits to Dave & Buster’s). And during nearly every individual week of April 2024, the brands maintained strongly positive momentum.

Dave & Buster’s and Main Event Entertainment recent visit growth has been partly fueled by the two chains’ growing store counts. And a deeper dive into how the chains’ visitation patterns have evolved since COVID shows why they are well-positioned for continued expansion – and success.
One factor likely contributing to the eatertainment brands’ strength is the increasing loyalty of their visitors. Dave & Buster’s leveled up its rewards program in 2021 – and has been upping its loyalty game ever since. Members can access special deals, like the chain’s recent 50% off food promotion, and earn points by playing games or ordering off the menu. Main Event, too, keeps customers coming back with a variety of promotions, from Monday Night Madness to Kids Eat Free Tuesdays – a particularly attractive offer for the chain’s family-oriented audience.
And since 2019, both chains have seen a steady increase in the share of visits made by customers frequenting the chain at least twice a month.

In addition, both Dave & Buster’s and Main Event appear to be finding success by leaning into the evening daypart.
Back in 2019, Main Event introduced a late-night menu and announced that all of its stores would be open until at least 12:00 AM – and even later on Fridays and Saturdays. (Even before that, some of its stores were open during the wee hours). Dave & Buster’s has also taken steps to increase its night-time business with special late-night deals and happy hours.
And location analytics indicates that this strategy is bearing fruit. Over the past several years, both brands have experienced an increase in their share of late-night visits (i.e. those taking place between 9:00 PM and 2:00 AM). And in Q1 2024, Dave & Buster’s and Main Event saw 23.9% and 27.3% of their total visits during the late-night daypart, respectively.
While it might be assumed that at-home entertainment and the "Netflix effect" pose a threat to eatertainment chains (particularly during the evening hours, as there is more content than ever to get home to), the data suggests that many consumers are staying out late for social dining and entertainment.

Demand for dining and social experiences continues to grow. As consumer behavior and demographics evolve, how will these eatertainment chains perform and which new concepts may rise to prominence as 2024 progresses?
Visit Placer.ai to find out.

In this blog, we dive into the latest location analytics and demographic data for luxury retailers and high-end department stores and take a closer look at consumer behavior in the upscale shopping space.
Over the past year, the Placer.ai Luxury Retail Index – including brands like Louis Vuitton, Tiffany & Co., and Chanel – saw year-over-year (YoY) foot traffic growth during crucial shopping seasons. May and June 2023 had significant increases in YoY visits, perhaps due to an influx of recreational shoppers on summer vacation, and July saw an uptick as well. YoY visits peaked again in November and December, likely reflecting the popularity of upscale retail corridors during the all-important holiday shopping season.
Some of this strength may be a result of affluent consumers refocusing their shopping on the U.S.: In 2022, many high-income shoppers chose to purchase big-ticket items abroad due to various economic benefits. But by 2023, demand for domestic luxury retail appeared to rebound, as some upscale retail clients “repatriated” their discretionary dollars.
To be sure, visit gaps re-emerged in some months of early 2024 – though these are partly attributable to factors like January’s unusually stormy weather and an April calendar shift. (April 2024 had one fewer Saturday than April 2023, providing less opportunity for visits in the highly discretionary category). But March 2024 also saw YoY visit growth. And given how well luxury retailers performed during their busiest months of year, the category may very well rally once again heading into the summer.

Recent location intelligence also offers encouraging signs from the high-end department store space.
Like luxury retailers, high-end department stores saw narrowing visit gaps during the peak holiday shopping season – with Saks Fifth Avenue seeing a YoY uptick in November 2024, and Neiman Marcus seeing one in December.
In March 2024, YoY traffic turned positive for Nordstrom (3.3%), Bloomingdale’s (3.1%), and Neiman Marcus (3.1%), while Saks Fifth Avenue had just a -0.6% visit gap. And although April 2024 was a challenging month for the retailers, perhaps due in part to the calendar shift mentioned above, all four upscale department stores outperformed the traditional apparel category – another indication that high-end department stores may be poised for a comeback.

Analyzing demographic changes in the captured markets of both luxury brands and high-end department stores indicates that increasingly affluent consumers are the main drivers of visits to the segment. (A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice).
Over the last four quarters, visitors to luxury retailers and high-end department stores came from areas with higher median household incomes (HHIs) than in previous years. For example, during the period between Q2 2023 and Q1 2024, the median HHI of Bloomingdale’s captured market was $122.1K, an increase from $119.7K between April 2022 and March 2023, and $117.3K from April 2021 to March 2022.
In the face of recent inflationary pressures, aspirational luxury shoppers (who tend to be slightly less affluent) are likely quicker to adjust their behavior and trade down to more affordable brands. Meanwhile, prestige luxury shoppers – those with the highest incomes – tend to be relatively resilient, and so are able to continue shopping at their favorite luxury brands, driving up the HHI in these retailers’ trade areas.

Luxury retailers and high-end department stores have had recent foot traffic successes, while their clientele has become increasingly affluent. Will these brands continue their upward visit trajectories – and how will they leverage affluent foot traffic going forward?
Visit Placer.ai to find out.

Discretionary retail has faced its fair share of headwinds over the past few years, from pandemic-related restrictions to inflation. And while prices have stabilized, subdued consumer confidence continues to weigh on non-essential segments. But even in this challenging environment, some companies, like Ulta Beauty, are continuing to see visit growth, while others, like Gap Inc. and its portfolio of apparel brands, are making a comeback.
With Q2 2024 well underway, we take a look at the foot traffic patterns for these companies to see how they are faring.
In 2020, Placer.ai predicted that Ulta Beauty would be an unstoppable force in beauty retail – and the chain has impressed ever since. Over the past several years, Ulta has been on a consistent upward visit trajectory, propelled by strong demand for affordable luxuries (the so-called “Lipstick Effect”), and consumer interest in self-care.
And though the pace of Ulta’s tremendous YoY visit growth has moderated somewhat in recent months, the beauty giant continues to thrive – drawing even more visitors in early 2024 than during the equivalent period of last year. Between January and April 2024, YoY visits to the beauty retailer remained consistently elevated, outperforming the wider Beauty & Wellness space.

The fashion segment has experienced rising prices and persistent inflation over the past few years, leading to a new era of discount and thrift shopping. And iconic apparel retailers like Gap Inc – operator of Gap, Old Navy, Athleta, and Banana Republic – have not been immune to the challenges facing the category.
But through a combination of high-profile hirings and revitalized branding efforts, Gap Inc. has been readying itself for a comeback. In Q4 2023, the retailer announced stronger-than-expected results, driven primarily by Gap and Old Navy. And recent foot traffic to the company’s largest brands provides further evidence that its turnaround efforts may be starting to bear fruit.
During the all-important November and December shopping season last year, Gap and Old Navy saw YoY visits hold steady or increase, outpacing the wider Apparel space. In January 2024, visits to the two chains declined in the wake of an Arctic blast that kept many shoppers at home. But in February, Gap enjoyed a 0.7% YoY visit bump, while Old Navy saw just a mild drop – less than that of the overall Apparel category. In March 2024, both Gap and Old Navy enjoyed strong YoY visit growth, far outperforming overall Apparel – likely driven by sales events held by each brand. And though April saw YoY visits decline once again, with the two chains falling behind Apparel, drilling down into weekly data offers a different perspective.

Both Gap and Old Navy started off April with lackluster YoY performance, perhaps due in part to the comparison to an early April 2023 that included Easter weekend. But towards the end of April and beginning of May, Gap and Old Navy’s’ visit gaps narrowed – with some weeks seeing positive YoY visit growth, and with the two chains once again either nearly on par with, or outperforming, overall Apparel.

Gap Inc. itself is bullish about what the next year holds in store, with big names like Zak Posen joining the Gap family in hopes of propelling the company forward. Though it may be premature to declare an end to the troubles that have plagued the clothier in recent years, early 2024 foot traffic provides further evidence that the company is heading in the right direction.
Ulta continues to experience visit growth, highlighting Beauty’s enduring appeal. Meanwhile, Gap and Old Navy are witnessing narrowed visit gaps and some weekly visit growth.
Is the Apparel segment making a comeback? Can the Beauty segment sustain its positive momentum indefinitely?
Visit Placer.ai to keep up to date with the latest retail developments.

We dove into the data to check in with specialty discount chains Ollie’s Bargain Outlet and Five Below. How did they fare in early 2024? And what can the two brands’ recent performance tell us about what lies in store for them in the months ahead?
A quest for bargains and the promise of unexpected finds have kept Discount & Dollar Store shoppers coming so far in 2024. Despite lapping a strong 2023, foot traffic to Ollie’s Bargain Outlet and Five Below remained consistently above last year’s levels between January and April 2024, partly due to the chains’ continued expansions.
Though both chains draw Easter shoppers with special seasonal offerings, Five Below’s primary focus on low-ticket recreational merchandise makes it a natural destination for shoppers eager to fill their baskets with candy and other inexpensive holiday items. And Q1 2024 foot traffic to the chain appeared to be shaped by Easter shopping patterns. The brand’s YoY visits increased significantly in February with the roll-out of holiday wares, and the Saturday before Easter (March 30th, 2024) saw a sizable foot traffic boost that was 38.7% above the chainwide average for Saturdays in Q1 2024 – contributing to the month’s elevated visits overall. This pull-forward in demand, together with the comparison to an April 2023 that included Easter Sunday, at least partially explains Five Below’s more modest visit growth in April.
For both Ollie’s and Five Below, strong traffic since the beginning of the year indicates continued YoY gains may be expected in the months ahead.

In addition to YoY visit growth in the early months of 2024, Ollie’s and Five Below are seeing elevated weekend visits and an increase in longer visits, indicative of a robust treasure-hunting culture that is driving demand.
In Q1 2024, 37.8% of visits to Ollie’s and 37.4% of Five Below’s visits occurred on weekends, while weekend visits accounted for only 32.8% of visits to the wider Discount & Dollar Store category. This is likely due to Ollie’s and Five Below’s growing notoriety as destinations for treasure hunting – a pastime perhaps preferred at the end of the work week when schedules are more flexible.
Meanwhile, the share of visits lasting over 30 minutes in Q1 2024 increased for both brands YoY, even as it slightly declined for the category as a whole. This indicates that shoppers drawn to Ollie’s and Five Below’s recreational vibes spent even more time browsing the aisles in Q1 2024 than they did last year. Ollie’s closeout buying model and shifting array of steeply discounted brand name merchandise is especially conducive to the thrill of the hunt – and the chain saw a remarkable 41.3% of visits lasting more than half an hour in Q1.

Ollie’s Bargain Outlet and Five Below continue to demonstrate their consumer appeal in 2024. As the brands expand, holidays prove to be retail highlights while a culture of treasure hunting has shown its capacity to drive consistent traffic.
For more data-driven retail insights, visit Placer.ai.

In the spirit of retail quarterly earnings season, it has been eye-opening to see the disparity in performances, especially among specialty retailers. This week, Urban Outfitters, Inc. (URBN) reported first quarter earnings, with comparable dollar sales up 4.6%, a strong growth number compared to many in the industry. Urban Outfitters, Inc. benefitted from a diversified retail portfolio, with the growth stemming from its Anthropologie, Free People and Nuuly brands, both in-store and online, while its namesake brand continues to be challenged over the past few years. As far as specialty apparel retailers go, the company has done a fantastic job of creating retail experiences that are unique and irreplaceable for their customers, and finding true competitors of its brands proves difficult.
Looking at Q1 2024 traffic performance, Free People and Anthropologie led the way, echoing the earnings release. Free People visits, excluding FP Movement, grew 8% year-over-year and Anthropologie saw an increase in traffic of 5% year-over-year. Urban Outfitters, on the other hand, actually saw traffic levels beat sales performance, with traffic flat compared to Q1 2023.
Anthropologie, despite retail and economic headwinds, has tightened up its value proposition to consumers and has a clear vision of its target shopper. Using Spatial.ai’s PersonaLive segmentation (as shown below), Anthropologie attracted the most visits from Ultra Wealthy Families in Q1 2024, followed by Young Professionals and Sunset Boomers. Compared to the other portfolio brands, Anthropologie attracts a higher median income consumer and over indexes with more mature consumers, two groups that have higher levels of spending power in today’s economy and haven’t decidedly altered their retail habits as much as middle- and lower-income shoppers. Anthropologie has clearly benefited from the strength of its visitors, and its curated multi-category retail experience that has shielded the chain from the struggles of other home furnishing and apparel retailers. It will be interesting to watch if the brand is able to continue to maintain its success through the remainder of the year if economic conditions become further challenged.
Free People appeals to a consumer somewhat in the middle of both Anthropologie and Urban Outfitters, and has been able to capitalize on Anthropologie’s success and hedge against Urban Outfitters’ struggles. Free People’s design sense makes it a crowd-favorite but also a source for many “dupes” on other retail platforms; however, the influx of similar designs haven’t seen to slow their momentum. FP Movement, the brand’s athleisure line that also has stand alone retail locations, has been another lever for growth. Using Placer.ai to look at three FP movement locations compared to the Free People chain, FP movement grew visits faster than the parent brand, and also had a higher dwell time. Urban Outfitters, Inc. disclosed that dollar sales for Free People were up almost 18% in Q1 2024, but the company doesn't break out sales between FP Movement and Free People. There are some risks with the athleisure market, as brands face softening performance and consumers shift away from more discretionary apparel categories. FP movement has created core and in-demand silhouettes that drive traffic, but with fashion trends, that may not be enough to sustain long-term visit growth.
Finally, there’s the lackluster performance from the namesake brand. Younger adults have so many retail options at their fingertips that retailers who cater to these consumers can often be lost in the shuffle, especially with so much competition coming from online and offline retail. Urban Outfitters long curated a distinct look and feel, as well as a mix of national brands and private labels that differentiated it from competitors; with retailers in similar price bands like Abercrombie & Fitch staging a comeback, Urban Outfitters has lost its footing. Looking into the consumer segments using Spatial.ai’s PersonaLive, Educated Urbanites and Young Professionals top Urban Outfitters segmentation; price-sensitivity could be making younger shoppers more discerning in their apparel purchases. Off-price may also be a factor here and provide higher levels of competition for the customer base. Urban Outfitters holds a lot of brand value, and if the brand is able to right size assortments and value in the short term, there could be upside to bring it closer to its sister brands.
Compared to most of the specialty retail narratives out in the market, Urban Outfitters, Inc. has a lot of positive momentum with a few of its brands. Nuuly, its subscription rental service, was also called out as a positive highlight of the quarter, and learnings about consumer preferences through that service could help to inform the go-forward strategies at Anthropologie, Free People and Urban Outfitters. There is a lot to celebrate as it relates to its discretionary retail fleet, despite the challenges at the namesake brand, and proves that specialty retail that still feels “special” has consumers' lasting attention.

Consumer preferences have shifted over the past five years. COVID-19 and inflation impacted shopping habits and behaviors across the retail space – and while some of the changes were short-lived, others appear to have more staying power. Now, with memories of the lockdowns fading, and as the inflation that plagued much of 2022 and 2023 wanes (hopefully), we analyzed location intelligence data to understand what the retail and dining landscape looks like today.
This report leverages historical and current foot traffic data and trade area analysis to better understand the current retail and dining landscape and reveal consumer trends likely to shape 2024 and beyond. Which segments have benefited most from the shifts of the past five years? How are legacy brands staying on top of current shopping and dining trends? Where are people shopping and dining in 2024? And what characterizes the modern consumer?
One of the major retail stories of the past five years has been the rise of Discount & Dollar Stores. Category leaders such as Dollar General and Dollar Tree expanded significantly prior to the pandemic, which helped these essential retailers attract large numbers of customers during the initial months of lockdowns.
During this period, many Discount & Dollar Stores invested in more than just their store count – several leading chains also expanded their grocery selection, allowing these companies to compete more directly for Grocery and Superstore shoppers. As Discount & Dollar Stores continued growing their store fleets – and as the pandemic gave way to inflation concerns – shoppers looking for more affordable consumables options gravitated to this segment.
Location intelligence shows that the rapidly opening stores and stocking them with fresh groceries is working – since 2019, Discount & Dollar Stores have slowly but steadily grown their visit share relative to the Grocery and Superstore sectors.
In 2019, Discount & Dollar retailers captured 15.1% of the visit share between the three categories analyzed. This number grew by a full percentage point between 2019 and 2020 and the trend has continued, with the category enjoying 16.6% of the relative visit share in 2023. Meanwhile, Superstores’ relative visit share decreased during the same period, dropping from 41.7% in 2019 to 40.0% in 2023, while the relative visit share of Grocery Stores remained mostly stable.
Still, consumers are not giving up their regular Grocery or Superstore run quite yet – over 80% of combined visits to Grocery Stores, Superstore, and Discount & Dollar Store sectors still go to Grocery Stores and Superstores. But the data does indicate that some shoppers are likely choosing to shop for groceries and other consumables at Discount & Dollar Stores. And CPG companies and category managers looking to reach customers where they shop may want to consider adding Discount & Dollar Stores to their distribution channels.
The key question that remains is how much of the gained visit share can the Discount & Dollar leaders maintain as the economic environment improves. This metric will be the strongest sign of whether the short term gains made within a favorable context drove long term value.
Superstores’ visit share may be shrinking somewhat in the face of Discount & Dollar Stores’ growth. But diving into the Superstore leaders reveals that these macro-shifts are having a different impact on the various sub-categories within the wider Superstore segment.
Walmart remains the undisputed Superstore leader thanks to its 61.8% share of overall visits to Walmart, Target, Costco, Sam’s Club, and BJ’s in 2023. But 61.8% is still lower than the 66.3% relative visits share that the Superstore behemoth enjoyed in 2019. Meanwhile, Target grew its relative visit share from 17.3% in 2019 to 19.3% in 2023, while the combined visit share of the three membership club brands increased from 16.5% in 2019 to 18.9% in the same period.
Some of the shift in visit share can be attributed to Walmart closing several locations while Target, Costco Sam's Club, and BJ's expanded their fleet – but other factors are likely at play.
Costco and Target attract the most affluent clientele of the five chains analyzed, which could explain why these chains have seen significant growth at a time when many consumers are operating with tighter budgets. The success of these companies also suggests that there are enough consumers willing to spend beyond the basics – as shown with Target’s Stanley Cup success (more on that below) – to support a varied product selection that includes higher-priced options. It also speaks to a high upside on a per customer basis for chains that have proven effective at providing higher-end products alongside those with a value orientation. This speaks to a unique capacity to effectively address “the middle” – an audience that is defined neither solely by value-seeking nor by high-end product proclivities.
Sam's Club and BJ’s also give shoppers an opportunity to save by buying in bulk and cutting down on shopping trips – and related gas expenses – which may also have contributed to their success. The increase in the relative visit share of wholesale clubs indicates that today’s consumer might react positively to more options for bulk purchases in non-warehouse club chains as well.
Retail is not the only sector that has seen slow and steady shifts in recent years – the dining space was also significantly impacted by pandemic restrictions of 2020-2021 and the inflation of 2022-2023. Location intelligence reveals shifts in both the types of establishments favored by consumers and in the in-store behaviors of dining consumers.
Convenience stores’ dining options have evolved in recent years, with today’s consumers heading to Wawa for a freshly made specialty hoagie or to Buc-ee’s to enjoy the chain’s variety of specialty snacks.
Analyzing the visit distribution among C-Stores and other discretionary dining categories (Fast Food and QSR, Restaurants, and Breakfast & Coffee, not including Grocery and Superstores) showcases the growing role of C-Stores in the dining space. Between 2019 and 2023, C-stores' visit share relative to the other discretionary dining categories jumped from 24.2% to 27.1%. The relative visit share of Breakfast, Coffee, Bakeries & Dessert Shops also grew slightly during the period. Meanwhile, Restaurants’ relative visit share dropped from 13.8% to 11.7% and Fast Food & QSR’s dipped from 51.8% to 50.6%.
Several factors are likely driving this evolution. Most Restaurants shuttered temporarily at the height of the pandemic while C-Stores remained open – and consumers likely took the opportunity to get acquainted with C-Stores’ food-away-from-home options. And many C-Stores expanded their footprint in recent years, while some dining chains downsized, which likely also contributed to the changes in relative visit share between the segments.
But the continued growth of C-Stores between 2021 and 2022, and again between 2022 and 2023, indicates that many diners are now embracing C-Store food out of choice and not just due to necessity. The rise of the Breakfast, Coffee, Bakeries & Dessert Shops category alongside C-Stores in the past five years may also highlight the current appetite for affordable grab-and-go food options. And with C-Store operators embracing the shifts brought on by the pandemic and actively expanding their food options, diners are increasingly likely to consider C-Stores for their portable meals and packaged snacks.
C-Store visitors are increasingly receptive to trying new products at their local c-store. So how can C-Store operators and CPG companies determine which products will best appeal to customers? Analyzing the trade areas of seven major chains – 7-Eleven, Wawa, Casey’s, QuikTrip, Cumberland Farms, Plaid Pantry, and Buc-ee’s – using the Spatial.ai: FollowGraph dataset reveals significant variance in food preferences between the chains’ visitor bases.
For instance, Plaid Pantry visitors were 55% more likely than the nationwide average to fall into the “Asian Food Enthusiasts” segment in 2023, in contrast with Casey’s visitors who are 7% less likely to belong to this psychographic. Residents of the trade areas of QuikTrip and Buc-ee’s rank highest for "Fried Chicken Lovers," while Cumberland Farms and Plaid Pantry visitors register the least interest. C-Store operators, QSR franchisees, packaged food manufacturers, and other stakeholders can leverage these insights to optimize food offerings, identify promising partnership opportunities, and find new venues for product testing.
While C-Stores stores may be the exciting story of the day, Full-Service Restaurants continue to play a major role in the wider dining landscape. And despite the ongoing economic headwinds, several dining brands and categories are seeing growth – although location intelligence suggests that in-restaurant behavior may be changing as well.
For example, the hourly visits distribution for leading steakhouse chains has shifted over the past five years: Between 2019 and 2023, Texas Roadhouse, LongHorn Steakhouse, and Outback Steakhouse all saw a jump in the share of visits occurring between 2:00 PM and 6:00 PM – not typical steak eating hours.
Outback and Texas Roadhouse offer early bird dinner specials while LongHorn has a happy hour, so some diners may be choosing to visit these restaurant chains earlier in the evening in order to stretch their eating out budget. Other consumers who are still working from home most of the week may also be eating on a more flexible schedule, and these diners may be having more late lunches in 2023 when compared to 2019. Restaurant operators, drink providers, and menu developers may want to adapt their offerings to this emerging mid-afternoon rush.
The data examined above shows changes within key retail and dining segments over the past five years. So what do these shifts reveal about today’s consumer? What are shoppers and diners looking for in 2024?
The beginning of 2024 was marked by an Arctic blast and plunging temperatures. Consumers, unsurprisingly, hunkered down at home – and foot traffic to many retail categories took a dip. But the declines were short-lived, and by the fourth week of January 2024 foot traffic had rebounded across major categories.
Still, zooming into weekly visit performance for key retail and dining categories for the first eight weeks of the year reveals that the cold did not impact all segments equally – and the subsequent resurgence boosted some sectors more than others.
Discount & Dollar Stores had the strongest start to 2024, with YoY visits up almost every week since the start of the year, and the category showing even more substantial growth once the cold spell subsided. The Grocery category also succeeded in exceeding 2023 weekly visit levels almost every week, although its visit increases were more subdued than those in the Discount & Dollar Store segment.
Superstore and C-Store experienced relatively muted YoY declines in early January and saw significant weekly visit growth as Q1 progressed, with C-Stores outperforming Superstores by late January 2024. And Dining – which suffered a particularly heavy blow in early 2024 – also rebounded with gusto, offering another strong indicator of the resilience of today’s consumer.
Like in the wider Dining industry, weekly YoY visits to the QSR segment quickly rebounded following the unusual cold of the first three weeks of January 2024. And three chains from across the QSR spectrum – legacy chain Wingstop, rapidly expanding Raising Cane’s, and regional cult favorite Whataburger – are seeing particularly strong foot traffic performances.
Diving deeper into the location intelligence reveals that the three chains’ success may be due in part to their visitor base composition: The trade areas of all three brands included a larger share of four-person households compared to the nationwide average of 24.6%.
Wingstop, Raising Cane’s, and Whataburger’s menus all include larger orders to create shareable meals. And larger households seem to be particularly receptive to dining options that allow them to save money, which could explain the significant share of 4+ person households that visit these chains.
The success of these diverse QSR chains also indicates that, although larger households may have more expenses – and might therefore be more impacted by inflation – they can also drive visits to brands that cater to their needs. So dining operators and food manufacturers looking to attract family demographics may consider offering larger meal combos or larger packaging to help larger households splurge on affordable luxuries without breaking the bank.
Perhaps the most significant sign that today’s consumers are still willing to spend money on non-essentials is the recent success of the Starbucks X Stanley “Pink Cup”. The cup has caused such a sensation that re-sellers ask for up to six times the original $50 price – and for those unwilling to shell out the big bucks on the cup, enterprising cup owners offer photo shoots with the product for $5.
The Starbucks X Stanley “Pink Cup” was released on January 3rd, 2024 and could only be bought at Starbucks kiosks located inside a Target. Viral videos of the release circulated on social media, showing eager crowds lining up early in the morning for the chance to be first to grab their cup. Location intelligence reveals that these early morning visits were significant enough to change Target’s typical hourly visit pattern.
Foot traffic between 7:00 AM and 9:00 AM on January 3rd, 2024 accounted for 4.4% of daily visits, compared to 2.6% of daily visits occurring during that time slot on a typical Wednesday in January or February. And demand for the pink Stanley cup drove a spike in daily visits as well – overall daily visits to Target on January 3rd were 18.7% higher than the average Wednesday visits in January and February 2024.
The visit trends to Target on Pink Cup Day are particularly impressive given the freezing weather in some regions of the country and because consumers were coming off the holiday shopping season. And the success of the cup shows that 2024’s shopper is willing to show up – especially for a viral product. Creating buzzy marketing campaigns, then, may be the key to driving retail success.
The retail changes of the past few years have left their mark on how people shop, eat, and spend. And keeping ahead of these changes allows companies and product managers to ensure they can tailor their offerings – whether product selection or marketing campaigns – to the right audience.

The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.

Last year ended on a high note for many retailers, with cooling inflation and rebounding consumer confidence contributing to a robust holiday season. Still, 2023 was a year of headwinds for the sector, as consumers traded down and cut back on unnecessary indulgences.
In the midst of these challenges, some segments thrived. Continued prioritization of health and wellness by consumers drove strong visit growth for the Fitness and Beauty & Self Care segments – which emerged as 2023 winners and enjoyed positive foot traffic growth in Q4. At the same time, price consciousness drove foot traffic to Discount & Dollar Stores and Superstores, both of which made inroads into the affordable grocery space during the year.
The Grocery category, too, saw a 4.3% jump in visits last year compared to 2022, as well as a slight uptick in Q4 visits. And even the discretionary Dining sector held its own, with a 2.1% year-over-year (YoY) annual increase in foot traffic, and a Q4 quarterly visit gap of just 1.8%.
Fitness had a particularly strong 2023, buoyed by consumers’ sustained interest in self-care and wellness. Since the pandemic, gym memberships have graduated from a discretionary expense to something of a necessity – an important investment in health and wellbeing. The category has also likely continued to benefit from the post-COVID craving for experiences.
And quarterly data shows that the Fitness segment is positively flourishing. Throughout most of Q4 2023, Fitness venues experienced YoY weekly visit growth ranging from 8.8% to 12.2%. (The unusual visit spike and dip during the last two weeks of the quarter are due to calendar discrepancies: The week of December 18th, 2023 is being compared to the week of December 19th, 2022, which included Christmas Day – while the week of December 25th, 2023 is being compared to the week of December 26th, 2022, which did not).
Drilling down into the data for several leading fitness chains shows that there’s plenty of success to go around. Crunch Fitness – ranked by Entrepreneur as 2024’s top fitness franchise – led the pack with a remarkable 28.2% YoY annual increase in visits, partly fueled by the steady expansion of its fleet. And while other value gyms like Planet Fitness also saw robust visit growth, the boost wasn’t limited to budget options. Given the Fitness sector’s already-impressive 2022 performance, the category’s strong YoY showing is especially noteworthy.
Beauty & Self Care was another category to benefit from 2023’s obsession with wellness – as well as the “lipstick effect”, which sees consumers treating themselves to fun, affordable luxuries when money’s tight. Driven in part by the evolving preferences of Gen Z consumers, cosmetics leaders have embraced wellness-focused approaches to cosmetics that prioritize self-care and self-expression. This strategy continues to prove successful: Throughout Q4 2023, Beauty & Self Care chains saw steady YoY weekly visit growth, especially in November and early December – perhaps highlighting Beauty’s growing role in the holiday shopping frenzy.
One brand leading the cosmetics pack in 2023 was Ulta Beauty – which drew growing crowds with its diverse product selection. Everybody loves makeup, and Ulta makes sure to have something for everyone – from discount fare to more upscale products. Buff City Soap, which now pairs its signature offerings with experiential vibes at some 270 locations across 33 states, also experienced YoY annual visit growth of 14.7%. And Bath & Body Works, which made the Wall Street Journal’s list of best-managed companies for 2023, also saw visit strength, with an overall increase in annual foot traffic, even as Q4 visits saw a slight decline.
If wellness was a key retail buzzword in 2023, value was an equally discussed topic. And Discount & Dollar Stores – ideal destinations for cash-strapped consumers seeking bargain merchandise – made the most of this opportunity. Shoppers frequented these chains year-round for everything from groceries to home goods, propelling the category firmly into the mainstream.
And in Q4 2023, shoppers flocked to discount chains in droves to snag food items, stocking stuffers, and other holiday fare – fueling near-uniform positive YoY foot traffic growth throughout the quarter. The week of October 30th seems to have kicked off the Discount & Dollar holiday shopping season, perhaps showcasing the segment’s growing role as a Halloween candy and costume hotspot.
Every discount chain is somewhat different – and the success of the various Discount & Dollar chains can be attributed to a range of factors. Dollar Tree and Dollar General likely benefited from the broadening and diversification of their grocery selections – while Ollie’s (“Get Good Stuff Cheap!”) solidified its position as a place to find relatively upscale items at a bargain. All three chains – and particularly Dollar General and Ollie’s – also grew their footprints over the past year. Family Dollar (also owned by Dollar Tree) also came out ahead on an annual basis – despite the comparison to a strong 2022.
Of all the Discount & Dollar chains, Five Below saw the biggest surge in foot traffic, partly as a result of its increasing store count. But the retailer’s offerings – affordable toys, party supplies, and other fun splurges – also appear to have been tailor-made for 2023’s retail vibe.
During the fourth quarter of the year, Superstores saw a slight YoY increase in visits – including during the all-important week of Black Friday, beginning on November 20th. (This week was compared with the week of November 21st, 2022, which also included Black Friday). Like Discount & Dollar chains, Superstores saw an appreciable YoY visit uptick during the week of Halloween.
On an annual basis, Superstore mainstays Walmart and Target experienced visit increases of 2.8% and 4.7%, respectively. But while all the major category players enjoyed a successful year, membership warehouse chains’ YoY visit numbers were especially strong. As perfect venues for mission-driven shopping expeditions, Costco, Sam’s Club, and BJ’s likely drew shoppers eager to load up on both inexpensive gifts and essentials.
The traditional Grocery sector also held its own during Q4 2023. Notably, grocery stores saw positive visit growth for most weeks of November and December, a period encompassing the critical Turkey Wednesday milestone – no small feat given the disruptions experienced by the category.
Unsurprisingly, it was discount grocery chains that saw some of the greatest YoY visit growth, as shoppers – including higher-income segments – sought to counter inflation with lower-priced food-at-home alternatives. Whether through opportunistic buying models, private label merchandising, or no-frills customer experiences, value supermarkets proved once again that even quality specialty items don’t have to carry high price tags.
Eating out can be expensive – and when money’s tight, restaurants and other discretionary categories are often first to feel the crunch. But the Dining category seems to have emerged from 2023 relatively unscathed, with overall yearly visits up 2.1% compared to 2022 despite the modest YoY weekly visit gaps in Q4 2023. And given the myriad challenges out-of-home eateries had to contend with in 2023 – from inflation to labor shortages – even the minor weekly gaps are quite an attainment. (As noted, the last two weeks of the quarter reflect calendar discrepancies).
Foot traffic data shows that dining success could be found across sub-categories. Wingstop, Shake Shack, and Jersey Mike’s Subs rocked Fast Casual and QSR, with annual YoY visit growth ranging from 11.8% to 20.3%, partly fueled by the chains’ growing footprints. Full-Service Restaurants also had their bright spots, including all-you-can-eat buffet star Golden Corral and two steak venues: Texas Roadhouse and LongHorn Steakhouse.
And in the Coffee, Breakfast, and Bakeries space, Playa Bowls led the charge. The superfruit bowl chain’s affordable, wellness-oriented treats seem to have been created with 2023 in mind – and during the year Playa Bowls expanded its fleet while also seeing double-digit increases in comparable store sales. Steadily expanding Biggby Coffee and Dutch Bros. Coffee also saw significant YoY foot traffic growth.
