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How did the Placer 100 Index for Retail & Dining fare in June 2024? We dove into the data to find out.
As the first half of the year comes to a close, retail and dining visits continue to demonstrate resilience. Analyzing the YoY foot traffic performance of the Placer 100 Index for Retail and Dining highlights this positive trend, with June visits increasing 6.8% relative to June 2023. This growth follows May 2024's YoY visit growth of 5.3%.
This upward visitation pattern shows that despite continued concerns, consumers are feeling cautiously optimistic about the current economic climate. With back-to-school shopping set to ramp up over the next two months, retail visits may well continue on their upward trajectory.

Drilling down deeper into the data highlights the priority shoppers continue to place on value – with bargain retailers claiming many of the top spots for YoY visit growth. Grocery stores were also major winners in June 2024, likely buoyed by consumers seeking to cut costs by making more of their food at home.
Three grocery chains ranked among June 2024’s top YoY visit performers: Aldi (28.4%), Trader Joe’s (17.4%) and H-E-B (13.3%). These chains, as well as three others – Food Lion Grocery Store, ShopRite, and Walmart Neighborhood Market – were also among the top performing chains for YoY visits per location.

Within the already-strong grocery segment, one chain – H-E-B – continues to prove its staying power. Despite being concentrated in Texas, the chain consistently ranks as one of the most popular grocery chains in the country, as evidenced by its consistently elevated foot traffic.
Since January 2024, YoY visits to H-E-B have increased substantially – outperforming the wider traditional grocery sector. Though very much a full-service supermarket, H-E-B’s foot traffic growth has been more akin to that seen by budget-oriented, limited assortment chains like Aldi and Trader Joe's.

One factor that may be contributing to H-E-B’s ongoing success is its growing role as a purveyor of takeout and inexpensive prepared food options. Many of H-E-B’s grocery stores have in-store restaurants – and the chain also offers a variety of other ready meals and snacks.
The focus on takeout and convenience food seems to be a solid move for H-E-B, as evidenced by the chain’s YoY increase in short visits – i.e., those lasting under ten minutes. In Q2 2024, short visits to H-E-B increased by 14.3% compared to Q2 2023, while over the same period, longer visits increased by a more modest 10.7%. Some of these quick-stop visitors may be dropping by to grab a snack or to-go meal.
In recognition of the growing demand for quick-stop grocery and prepared food options, H-E-B has also been making inroads into the c-store space, with a chain of twelve convenience stores recently rebranded as H-E-B Fresh Bites. And as a grocer with its finger on the pulse of what shoppers want, H-E-B appears poised for further success.

As the summer gets underway, retail and dining visitation patterns remain strong – with value chains and grocery retailers leading the way. How will these trends continue to play out throughout the summer?
Visit Placer.ai to find out.

How did indoor malls, open-air shopping centers, and outlet malls fare in June 2024? We dove into the data to find out.
Fresh on the heels of May’s strong showing, malls continued to impress in June 2024. Weekly year-over-year (YoY) visits to all three mall types (indoor malls, open-air shopping centers, and outlet malls) remained robust throughout the month, as shoppers took advantage of the warm weather to go shopping.
YoY foot traffic to malls was especially high during the week of June 17th – when a record-breaking heat wave likely drove shoppers to seek refuge in air-conditioned spaces – including both malls and individual stores. During that week, indoor malls, open-air shopping centers, and outlet malls saw YoY visit increases of 9.4%, 9.9%, and 4.5%, respectively.

Malls’ positive June performance appears to herald a strong summer shopping season for the sector – which tends to draw larger crowds in summer months.
Comparing monthly mall visits to a January 2019 baseline shows that all three mall types experience substantial summer foot traffic boosts. For indoor malls and open-air shopping centers, the summer foot traffic increases – though significant – pale in comparison to those of the holiday season. But for outlet malls, the July and August foot traffic spikes rival those seen in December.
Outlet malls’ special summertime opportunity may be driven by a variety of factors. People may have more time to travel to outlet malls during summer vacations and may be more inclined to embrace the experience of a leisurely shopping day trip when the weather is warm. College students and parents eager to find back-to-school deals may also flock to outlet malls in July and August as they gear up for the academic year.
And with such a strong June under their belts, outlet malls – as well as indoor malls and open-air shopping centers – appear poised for a successful summer indeed.

The warm summer months not only bring more shoppers to malls, but also lead to longer visits. Analyzing monthly shifts in malls’ average visit durations since May 2023 shows that like foot traffic, mall dwell time also has a seasonal element – with people staying longer during holiday shopping seasons, as well as in the summer. Visit durations peak in July, and then again in November and December – with smaller jumps seen in March, likely a result of Easter and Spring Break.
And looking more closely at dwell time trends over the past six months shows that since the beginning of 2024, mall visit length increased slightly each month for all three mall types. June 2024 average visit durations to indoor malls, open-air shopping centers, and outlet malls were 1.9, 1.3, and 3.1 minutes longer, respectively, than in January 2024. While these differences are subtle, the consistency of the shift is striking – and considering that the averages are derived from millions of visits to hundreds of malls, it reflects a significant trend.

As the temperatures warm up, shoppers are happy to hit the mall. All three mall types saw a strong June, indicating a promising summer ahead.
Will July and August meet these high expectations for shopping malls across the country?
Visit our blog at placer.ai to find out.

Return-to-office (RTO) mandates are once again the talk of the town, with growing numbers of employers requiring workers to move back closer to the office and come into the office more frequently. Despite employee pushback, the trend is leaving its mark on everything from downtown retailers to local housing markets.
But how is the RTO push impacting office attendance? We dove into the data to find out.
In June 2024, visits to offices nationwide were just 29.4% below June 2019 levels – and the highest they’ve been since before the pandemic. June’s strong year-over-year (YoY) showing is particularly impressive given the fact that June 2024 had one fewer workday than June 2019 (Juneteenth was declared a federal holiday in 2021).

Digging down into regional data shows Miami continuing to lead the office recovery pack, with June 2024 visits down just 9.8% compared to the equivalent period of 2019. New York was once again close on Miami’s heels – driven in part by strict RTO policies on Wall Street. Atlanta, Dallas, and Washington, D.C. also outperformed the nationwide baseline, while Boston, Chicago, Denver, Los Angeles, Houston, and San Francisco took up the rear.

A look at regional YoY visitation patterns offers additional insight into each city’s unique office recovery trajectory. Houston, which was hit hard by inclement weather in May 2024, suffered an additional setback in June – with tropical storm warnings and extreme heat waves likely inducing many locals to stay home.
Atlanta and Boston, on the other hand, experienced their busiest in-office month since the pandemic – with respective June 2024 YoY visit increases of 10.0% and 10.3%. Atlanta, which has been outperforming nationwide averages for some months now, has seen an accelerated recovery fueled by accumulating RTO mandates. And in Boston, too, growing numbers of companies are calling on employees to put in more face time.
San Francisco, meanwhile, surrendered its YoY visit growth lead, even as the San Francisco Federal Reserve president urged tech companies to tighten their in-office policies.

The new hybrid normal may be firmly entrenched – but foot traffic data shows that the RTO story is still very much ongoing. How will office visits continue to shape up as the year wears on?
Follow Placer.ai’s data-driven analyses to find out.

Movie theaters, among the hardest-hit industries during the pandemic, have faced challenges in foot traffic recovering to pre-COVID levels. However, the release of major blockbusters including Barbie, Oppenheimer, Spiderman: No Way Home, Top Gun: Maverick, and others, led to dramatic surges in movie theater visits, proving that the silver screen can still draw crowds.
While some of these films shattered box-office records upon release, the recently premiered "Inside Out 2" – an animated coming-of-age film – is poised to exceed even those impressive metrics, setting a new benchmark for success.
Expectations for the new Disney-Pixar powerhouse sequel “Inside Out 2” were high long before its theatrical premiere on June 14th, 2024. Fans and critics alike were eagerly anticipating the return of Riley and her emotions. But even among these high expectations, the film’s effect was astonishing, becoming the fastest-ever animated feature to surpass the billion-dollar mark.
And the film's huge success is only further emphasized by foot traffic data of major movie theater chains across the country. On the week of June 10th, when the film was released, AMC theaters, Cinemark, and Regal Cinemas saw remarkable respective visit peaks of 76.7%, 70.5%, and 83.2% compared to the previous week.
But the momentum didn’t stop there. Theater visits continued to surge into the second week following the film’s release, driven by the ongoing hype surrounding "Inside Out 2." Week over week, AMC theaters, Cinemark and Regal Cinemas experienced respective visits increases of 14.8%, 18.2%, and 14.3%.

The "Inside Out 2" visit effect was not only impressive on its own but also remarkable when compared to other major blockbuster films released in the past two years. Visits to the three biggest theater chains nationwide saw extraordinary upticks ranging from 67.5% to 72.6% compared to the weekly average of the second quarter of 2024. The closest comparable accomplishment in the past two years was the release of the “Super Mario Bros. Movie” in April 2023, which generated theater visits between 32.2% and 35.8% higher than the weekly average visits for that quarter.
The visit surge brought on by "Inside Out 2" highlights the movie’s massive draw and sets a new industry benchmark, solidifying its place as a monumental success in recent cinema history.

Theater chains know in advance that a highly anticipated Disney-Pixar film will fill their theaters with the joyful squeals of little ones. However, family films don’t just attract families; they also draw visitors from a wider range of socioeconomic backgrounds, all eager to enjoy a much-talked-about film and an affordable outing for the entire family. This was especially true for "Inside Out 2," which premiered just as a record-breaking heat wave hit the country, driving millions to seek refuge in an air-conditioned movie theater.
Indeed, analyzing the captured markets of the most-visited AMC, Cinemark, and Regal Cinemas during the week of the film’s release showed that not only did they attract a higher percentage of visitors from households with children, as anticipated, but they also drew more visitors with lower household incomes. This influx significantly lowered the median household income of the theater’s captured markets, highlighting the film’s broad appeal and its ability to provide accessible entertainment to all.

The impressive visit surge from the release of "Inside Out 2" highlights the still-strong demand for out-of-home entertainment and the staying power of the movie theater industry. And with a lineup of highly anticipated releases this summer, theaters are poised to continue satisfying the demand for in-cinema entertainment well into 2024 and beyond.
Will major blockbuster films continue to be the main factor driving the movie theater industry forward? Can the industry maintain strong visit volumes between top releases?
Visit our blog at Placer.ai to find out.

How did Petco and PetSmart, the two big-box leaders of the pet sector, fare in early 2024? We dove into the data to find out.
In recent months, Inflation and sagging consumer confidence have taken their toll on the pet supplies industry, which relies at least partially on discretionary spending, and in its Q1 2024 earnings report, Petco reported a minor YoY drop in revenue. But while Petco saw YoY visit dips in January and April – softened by minor upticks in February and March – visits increased 3.7% YoY in May.
PetSmart, for its part, experienced even more consistent YoY visit lags in early 2024. But like its competitor, the pet supplies giant also saw signs of a potential softening or even reversal of this trend in May. And for both chains, May’s positive showing may be a sign of even better things to come heading into summer.

But while Petco led PetSmart in YoY visit performance in early 2024, PetSmart hasn’t relinquished its position as the most-visited pet store chain in the country. Between January and May 2024, 62.1% of total foot traffic to the two chains went to PetSmart, compared to just 37.9% for Petco, and PetSmart was the top-visited chain in most regions nationwide.
Still, drilling down into statewide-level data reveals a more complex picture. In New England, Petco was the dominant player in early 2024. And in the Pacific region, the two chains were neck in neck.
PetSmart’s visit share lead is partially driven by its larger fleet. But foot traffic data shows that other factors are likely at play as well.

Indeed, though both chains boast loyal visitor bases, PetSmart customers generate more repeat visits than Petco ones – a factor likely further contributing to PetSmart’s increased visit share.
During the first part of 2024, some 21.1% to 21.8% of PetSmart visitors visited the chain at least twice each month – compared to 18.1% to 19.0% for Petco. PetSmart’s enhanced loyalty may be driven in part by the greater selection in-house pet services offered by the chain.

Pet store visits tend to be seasonal – December is generally the industry’s busiest month of the year, followed by March and July. Do Petco’s and PetSmart’s May upticks herald strong July peaks this year?
Follow Placer.ai’s data driven retail analyses to find out.

Everybody loves ice cream – so with summer underway, we dove into the data to explore the performance of ice cream shops nationwide.
The past couple of years have been all about affordable indulgences – and ice cream chains have been riding the wave. Comparing monthly category-wide visits to a January 2020 baseline shows the industry reaching new peaks each summer, with May 2024 seeing the most monthly foot traffic in 4.5 years.
In June 2024, weekly YoY visits trended upwards even more sharply – as a record-breaking heat wave during the week of June 17th sent Americans nationwide seeking ways to cool down. The scorching temperatures left no doubt that summer had officially arrived, and as consumers fired up their ACs and got their summer wardrobes ready, they also flocked to ice-cream chains to chill out with a sweet treat.
With such strong performance under their belts, ice cream chains appear poised to continue to flourish as the peak summer season wears on.

It’s no secret that ice cream is one of the most seasonal food sectors – and the success of many ice cream chains hinges on their ability to make the most of the summer months, when foot traffic is generally at its highest. But a look at seasonal visitation trends for four major chains – Dairy Queen (focusing on “treat only” locations that do not include a full-service restaurant), Cold Stone Creamery, Carvel, and Ben & Jerry’s – shows that the extent of this seasonality varies among chains – and among different regions of the country.
Visits to Dairy Queen locations in New York, for example, are highly driven by seasonality – with May foot traffic more than 300% higher than that seen in January. Dairy Queen locations in Florida, on the other hand, experience much more subdued summer visit peaks. Similar trends can be observed for the other analyzed chains.

Ice cream’s seasonality impacts consumer behavior in other ways as well. Though there are once again important differences between ice cream chains, all analyzed brands saw visitor dwell time jump during the summer and decline in winter.
In May 2023 and 2024, for example, a respective 49.1% and 48.6% of visits to Dairy Queen lasted more than ten minutes. But between November 2023 and February 2024, less than 40.0% of visits lasted more than ten minutes – as customers likely ordered their ice-cream to go. Visitors to Ben and Jerry’s, on the other hand, are more likely to linger in-store, with over 70.0% of visits lasting more than ten minutes year-round. But like Dairy Queen, the chain also sees a significant jump in longer visits during the summer.

The ice cream industry continues to show strong performance across the board, with indications of an even stronger summer ahead. Are there more visit peaks in store for the category this year?
Follow our blog at Placer.ai to find out.

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.
