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Insomnia Cookies, one of the first companies to innovate in the cookie retail space, is known for its late opening hours and classic cookie flavors. The company started in 2003 by selling fresh-baked cookies to college students and now operates over 300 locations globally. Meanwhile, Crumbl Cookies – known for its celebrity collaborations and intensely loyal social media fanbase – came onto the scene in 2017 and has since grown to over 1,000 franchised locations.
Both chains are expanding, and diving into the foot traffic data reveals that overall visits as well as average visits per location are still growing for both chains – indicating that the cookie craze is still going strong.

Analyzing visit growth at smaller cookie chains also highlights the strong demand for creative cookie concepts. Crave Cookies (established in 2022), Dirty Dough (2018), Chip Cookies (2016), and Chip City Cookies (2017) are all enjoying strong foot traffic growth relative to 2023, thanks in part to ongoing expansions. Like Crumbl and Insomnia, Crave Cookies, Dirty Dough, Chip Cookies, and Chip City Cookies are all growing their fleet – and the steady stream of store openings has driven consistent YoY visit growth.
The increasing visits to both the larger chains and the smaller cookie brands suggests that the demand for cookies has yet to peak and is likely to continue in 2025. And with these chains still looking to grow, how can location analytics uncover the best opportunities for growth?

A closer look at the demographic makeup of visitors to the analyzed cookie chains suggests that some of these chains’ consistently strong performance may be due to the relative affluence of their consumer base: The STI: PopStats dataset reveals that all of the chains' captured markets – with the exception of Insomnia Cookies – have higher shares of wealthy consumer segments than their potential one. (A chain’s potential market is obtained by weighting each Census Block Group (CBG) in its trade area according to population size, thus reflecting the overall makeup of the chain’s trade area. A business’ captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the chain in question – and thus represents the profile of its actual visitor base).
Among the analyzed chains, Chip City Cookies attracted visitors from the highest-income areas, with a captured market median HHI of $117.3K – $16.0K higher than its potential market median HHI of $101.3K. Crumbl, Crave, Dirty Dough, Chip, and Chip City also drew visitors from higher-income areas relative to their potential market median HHI.
In contrast, Insomnia Cookies was the only chain with a lower median HHI in its captured market relative to its potential market, likely reflecting its positioning as a late-night snack option for college students.

The relatively high-income of cookie consumers may be partially due to the chains’ popularity with suburban segments: According to the Spatial.ai: PersonaLive dataset, almost all the analyzed chains saw a higher share of “Upper Suburban Diverse Families” and “Wealthy Suburban Families” in their captured markets compared to their potential market. Meanwhile, the shares of “Young Urban Singles” and “Young Professionals” were lower across nearly all the analyzed chains’ captured market relative to their potential markets.
And once again, Insomnia Cookies stood out – the company’s captured market included an outsized share of “Young Professionals” and “Young Urban Singles,” perhaps due to the company's positioning as a late-night college campus favorite.
Taken together, this data suggests that, unless a chain is focused on acquiring a specific audience segment – like Insomnia did when targeting younger, less affluent consumers such as college students – most cookie chains are most likely to thrive in affluent suburban markets.

The enjoyment provided by a sweet treat is universal – but will these cookie chains retain their edge as the dessert shop market grows increasingly crowded?
Visit Placer.ai to keep up-to-date with the latest data-driven dining insights.

Super Saturday, one of the busiest shopping days of the year, sees stores bustling with last-minute shoppers searching for gifts and holiday essentials. But how did this year's event measure up – and what trends and surprises emerged? We analyzed the data to find out.
On December 21st, 2024 retail foot traffic across the U.S. surged by 58.0% compared to the year-to-date daily average – reaffirming Super Saturday’s status as the ultimate day for eleventh-hour gift shopping. And in another sign that holiday season shopping has evolved into a multi-day affair, the pre-Christmas milestone once again outpaced Black Friday, with the shopping momentum extending throughout the weekend.
Despite this year’s strong performance, 2024’s Super Saturday spike didn’t quite match last year’s extraordinary showing (+74.4% above the 2023 daily average) – a predictable shortfall, given 2023’s unique confluence of circumstances, when Super Saturday coincided with “Christmas Eve Eve” (December 23rd). But with Sunday’s strong consumer turnout this year, and Monday, December 23rd offering even more opportunities for consumers to hit the stores, 2024’s pre-Christmas traffic could well surpass last year’s final tally.

Though Super Saturday outperformed Black Friday nationwide, the resonance of the milestone varied by region. In most of the Midwest – a traditional Black Friday hot spot – as well as Pennsylvania, Delaware, West Virginia, Kentucky, Alabama, and Tennessee, Black Friday drew bigger visit spikes than the Saturday before Christmas. But in the majority of states, including major Pacific and Mountain region markets, Super Saturday visits outpaced the post-Thanksgiving frenzy.

Diving into specific retail categories shows that Super Saturday’s impact also differed across segments.
Department stores emerged in 2024 as clear Super Saturday winners, with December 21st visits to the category soaring a remarkable 128.7% compared to an average Saturday this year – up from 119.4% in 2023 and 101.1% in 2022. Recreational & sporting goods, beauty & self care, hobbies, gifts & crafts, clothing, and shopping centers also delivered impressive Super Saturday performances, with relative visit boosts approaching, or in some cases even exceeding those seen last year.
Superstores, discount & dollar stores, and grocery stores, for their parts – all food-oriented segments that typically see significant visit boosts on the day before Christmas Eve – were especially impacted by last year’s Super Saturday/December 23rd “double whammy”. So unsurprisingly, their Super Saturday visit boosts were noticeably smaller this year. Electronics stores also saw a more moderate Super Saturday boost in 2024, perhaps due to this year’s more extended window for online shopping between Super Saturday and Christmas.
Still, all the analyzed categories saw bigger relative Super Saturday visit peaks than in 2022, when the milestone fell a full week before Christmas (December 17th), leaving shoppers plenty of time to place orders online or hit the stores during the following week.

Indeed, despite competing with last year’s “double whammy”, several department store brands saw significant year-over-year (YoY) Super Saturday visit growth – including Nordstrom (8.8%), Bloomingdales (4.7%), and JCPenney (1.3%). And the fun wasn’t limited to the department store sector: Other important gift-buying destinations, such as Ollie’s Bargain Outlet (7.3%), T.J. Maxx (4.6%), and Five Below (4.2%), also saw substantial YoY foot traffic increases – underscoring retail’s resilience in what remains a challenging environment.

While Black Friday remains the traditional kickoff for the holiday shopping frenzy, Super Saturday has carved out a prestigious role of its own. With strong national foot traffic, standout regional performances, and category-specific surprises, it’s clear that Super Saturday is more than just an encore – it’s a headliner in its own right. How will retail foot traffic continue to unfold during the tail end of 2024?
Follow Placer.ai’s data driven retail analyses to find out.

As prime destinations for everything from ready-made meals to affordable treats, today’s c-stores are a far cry from the pit stops of yesteryear. But how has the segment performed in recent months – and what lies ahead for it in 2025? We dove into the data to find out.
The c-store segment has undergone a transformation in recent years as many category leaders significantly elevated their food, beverage, and experiential offerings, leaning into growing demand for affordable, convenient groceries and takeaway. Today, convenience stores can often be exciting destinations in their own rights – and eager customers are paying attention.
Analyzing visitation trends to c-stores highlights just how successful this reinvention has been for the category. Monthly c-store visits have surged past the segment’s pre-pandemic baseline, with November 2024 c-store traffic 15.5% higher than in November 2018.

Still, the data also indicates that growth has plateaued – year-over-year (YoY) traffic for the c-store segment has remained relatively flat in 2024, with November 2024 visits down 3.3% YoY. But diving into the individual chains’ visitation patterns reveals that many chains, including Buc-ee’s, Circle K, Kwik Trip, Maverik, and are outperforming the wider segment and continuing to see impressive YoY growth – in large part thanks to aggressive expansions.

Looking at the most visited c-store chain in each CBSAs out of the chains analyzed in the graph above reveals that most CBSAs are home to a growing c-store chain. Maverik gets the most visits in the Southwest, while Kwik Trip’s is more popular in the Midwest. Buc-ees has a stronghold on the Dallas-Fort Worth metro area, while Circle K receives traffic all over the country. This suggests that demand for c-store offerings are growing nationwide – despite the plateauing of category-wide visits – and that c-store brands that can offer consumers innovative products and experiences are well-positioned to continue thriving in 2025 and beyond.

C-stores have demonstrated incredible resilience and adaptability, cementing their roles as key destinations for price-conscious shoppers eager to stretch their dollars – without compromising on quality. With regional markets still brimming with opportunities, which chains will lead the way in redefining convenience for 2025?
For more data-driven consumer insights, visit placer.ai.
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A decade after declaring bankruptcy, Detroit is coming back to life. The city is experiencing a resurgence that is bringing new energy to its streets – and an increase in the population of the wider CBSA.
We took a look at some of the data points highlighting the return of the Motor City to better understand what is driving the city’s growth.
Detroit is making a comeback – undergoing a transformation from a depressed city to a viable and exciting place to live and work. Between July 2022 and July 2023, the city’s population grew for the first time in 66 years, likely thanks to economic revitalization efforts, a thriving tech scene, and a newfound “cool factor” driving inbound migration. And looking at more recent numbers for the wider CBSA indicates that the trend is continuing – net migration to the Detroit-Warren-Dearborne CBSA was either neutral or positive every month between January and August 2024.
This sustained net migration suggests that this growth is not a one-off – Detroit is increasingly becoming a place recognized for the opportunities it offers, economic and otherwise.

Diving into the CBSAs feeding Detroit’s domestic migration boom reveals that many of the Motor City’s newest residents are coming from other areas in Michigan. Between May 2023 and May 2024, the top five feeder CBSAs for migration to Detroit were located in the Wolverine State, accounting for over a third (35.4%) of new Detroit residents. The influx of Michiganders into Detroit may mean that Detroit’s new residents come with an already strong regional identity and are invested in continuing to revitalize Detroit.
The data also reveals that many of Detroit’s new residents came from areas with higher median household incomes (HHI) than the city’s: Around 33.8% of incoming residents came from areas where the median HHI was $100K and up, compared to just 31.6% of Detroit residents in that HHI bracket. The influx of higher-income residents to the area highlights just how well Detroit has reinvented itself, becoming an increasingly desirable destination for wealthier individuals – a positive feedback loop that could continue driving its economic growth.

Detroit has been known by many names over the years – Motown, Detroit Rock City, The Paris of the West – and today, it’s earning a new title: the Comeback City. With a positive economic outlook, steady population growth, and a thriving cultural scene, the future looks bright for Detroit.
Stay up to date with the latest data-driven civic insights at Placer.ai.

Chicken restaurants have seen a huge surge in popularity over the past few years, from the epic Chicken Wars of 2021 to the impressive stateside success of international chains. And analyzing recent data indicates that fried chicken concepts are likely to continue as a top growth segment in 2025 as well.
We dove into the visit numbers to see how the segment is faring and highlighted some of the chains making the biggest splash.
In a dining segment that’s faced its fair share of challenges of late, chicken restaurant chains are standing out. Visits to QSR and fast-casual chicken chains consistently outperformed the wider fast-casual and QSR segments in terms of YoY visits, with the chicken category seeing a 4.3% YoY traffic boost in Q3 2024.
As diners continue to prioritize convenient and affordable meals in the face of continued economic uncertainty, chicken-centric restaurants – which offer both value and speed – seem well-positioned to continue thriving.

Diving into the visitation data for some of the category’s chicken leaders reveals that many of the bigger names in the game are not only growing their storefleet – they’re also continuing to drive more visits to each location.
Dave’s Hot Chicken, Raising Cane’s Chicken Fingers, and Church’s Texas Chicken each attract millions of visits to their brick-and-mortar location every month – and traffic is steadily growing thanks to the three chains' expanding footprint. And location analytics reveal that these brands are also seeing strong growth in monthly visits per location – highlighting the impressive demand for fried chicken and showcasing these companies’ ability to grow their consumer base through fleet expansions.

Another indication of the fried chicken market’s continued growth potential comes from the success of smaller brands flourishing alongside the category leaders. Chains like Pollo Campero, Urban Bird Hot Chicken, Layne’s Chicken Fingers, and Super Chix may not be competing with industry leaders yet – but their impressive YoY visit growth highlights consumers’ current appetite for fried chicken franchises.
The four analyzed chains enjoyed strong monthly visits in 2024 relative to 2023, with November 2024 visits elevated between 13.1% and 29.1% YoY.
Whether these smaller chains are fueling their growth by offering an innovative twist on the traditional fried bird or benefiting from homegrown loyalty, the bottom line remains clear. Despite operating in a market that's getting more crowded by the day, there's ample opportunity for new players to throw their feathered caps in the ring.

The fried chicken segment remains a high-demand category, evidenced by the segment’s strong visit performance over the past year. With fried chicken chains continuing to expand across the country, will they maintain their visit dominance? Or will the cluck stop somewhere?
Visit Placer.ai to stay up-to-date with the latest data-driven dining insights.

Darden Restaurants Inc. is the largest full-service restaurant group in the country, operating ten dining chains that range from fine dining to casual bars.
How has the company fared in recent months? We examined the location analytics to evaluate Darden’s recent performance and took a closer look at what the holiday season might bring for its wide array of brands.
The full-service restaurant category has faced significant challenges in recent years as rising food prices, labor shortages, and inflation pushed costs up and some customers away. But since the beginning of 2024, Darden has managed to stay ahead and outpace the wider full-service restaurant segment in terms of year-over-year (YoY) quarterly visits. Q3 2024 visits were 0.9% higher than in Q3 2023. In contrast, the broader full-service segment experienced a 1.9% decline in the same period.
As restaurant inflation finally begins to cool and the dining segment tiptoes cautiously toward recovery, Darden’s ability to stay ahead of the competition suggests that its brands are resonating with customers even during periods of economic uncertainty.

Darden’s portfolio runs the gamut from household names like Olive Garden (with over 900 locations) and LongHorn Steakhouse (over 500 locations) to smaller chains like Yard House and Bahama Breeze. And zooming in on the recent November data reveals that most chains are still enjoying year-over-year (YoY) visit growth. Yard House led the pack with 11.0% more visits than in November 2023, followed by LongHorn Steakhouse (9.0% YoY growth), and Bahama Breeze (8.8% YoY growth).
This steady November momentum bodes well for Darden as the typically busy holiday season approaches.

Indeed, diving into previous years’ visitation patterns reveals that Darden’s brands generally receive sizable visit bumps over the holiday season.
Analyzing December visits in 2019, 2022, and 2023 relative to each year’s January to November monthly visit average highlighted significant visit boosts across almost all Darden brands. The Capital Grille led the charge in December 2023, with visits 42.3% higher than the January to November average, followed closely by Ruth’s Chris Steak House (34.4%) and Season’s 52 (31.1%).
These consistent December traffic spikes coupled with November’s strong showing suggests that the company is well-positioned to sustain its current momentum into the holiday season and beyond.

Darden Restaurants continues to be a leader in the full-service segment, enjoying visit growth and capturing holiday foot traffic.
Will this year’s holiday season bring increased foot traffic to the company’s brands?
Visit Placer.ai to keep up with the latest data-driven dining insights.

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.
