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Holiday shopping creep is upon us once again. Though Black Friday is still several weeks away, a shorter holiday shopping window (just 27 days between Thanksgiving and Christmas) has many retailers more eager than ever to get the ball rolling. And with Amazon’s October Prime Big Deal Days the focus of much consumer excitement, major brick-and-mortar players like Walmart, Target, and Best Buy have launched important fall sales events of their own.
Among these pre-holiday promotions, Target’s October Circle Week stands out as a favorite, offering millions of shoppers deep discounts across a wide range of categories, from household essentials to early holiday gifts. What can location analytics tell us about how this year’s Circle Week (October 6th-12th) resonated with consumers? We dove into the data to find out.
Looking first at weekly year-over-year (YoY) visits to Target shows the power of this major sales event to get shoppers moving. Following a successful back-to-school shopping season, visits began to taper off in September. But during the week of October 7th, which included most of Circle Week, visits began to trend back upwards – perhaps signaling consumer responsiveness to early holiday discounts.

A more direct comparison between this year’s fall Target Circle Week and the one held in October 2023 (October 1st to 7th of last year) shows foot traffic up 0.7% YoY, further highlighting consumer resilience in 2024. Though the increase is a modest one, it is no small feat in a retail environment still characterized by high prices and cautious consumer sentiment.
Drilling down deeper into the data for different regions of the country paints a somewhat more nuanced picture. While in some areas of the country – particularly the Midwest and Northeast – Target Circle Week drew fewer visits this year than last (in most cases a decline of less than 3.0%), in others foot traffic increased substantially. In major southern markets like Texas and Florida, visits rose 4.2% and 3.8%, respectively. South Carolina, which has emerged as a major domestic migration hotspot in recent years, saw traffic jump an impressive 12.6%. And in California, Target’s biggest market, visits increased 1.0% YoY.

But consumer behavior during Target Circle Week doesn’t just vary across regions – it also changes throughout the week-long sale period.
In both 2023 and 2024, Target’s October Circle Week started with a bang, as eager customers flocked to the chain to get first dibs on special sale items. Visits on launch day increased 5.0% in 2023 and 4.6% in 2024, compared to a January 1st to October 13th daily visit average. Activity then tapered off during the work week, with Monday - Thursday visits hovering just below daily visit averages for those days of the week. But on Friday and Saturday, foot traffic picked up again as shoppers utilized their time off to hit the sales.

Early October holiday sales are quickly becoming de rigueur – and an important bellwether of overall Q4 performance. Target’s successful Circle Week this fall signals consumer resilience in the face of headwinds – though engagement levels varied throughout the country. How will the all-important Q4 continue to play out for brick-and-mortar retailers this year?
Follow Placer.ai’s data-driven retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Chipotle, Wingstop, and Shake Shack have emerged as restaurant leaders, thriving and outperforming the wider fast-casual and quick-service restaurant (QSR) categories. How did these chains perform in Q3 2024? We dove into the data to find out.
Chipotle, Wingstop, and Shake Shack have become some of the most popular dining chains in the nation, each within its own respective niche: Chipotle excels at health-focused Tex-Mex meals, Wingstop serves up chicken wings and other game-day style dishes, and Shake Shack is known for its burgers and frozen custards. All three chains are leaning into growing demand for their offerings by adding new restaurants at a brisk clip. And for all three, the investment in fleet expansion is paying off, driving double-digit YoY visit growth.
Of the three chains, Wingstop enjoyed the strongest YoY growth between June and September of this year, with visits rising 16.5% to 33.5% throughout the analyzed period. Shake Shack, for its part, saw visits increase between 12.4% and 25.9%. Meanwhile, Chipotle, continuing several years of visit growth, posted 10.0% to 12.9% YoY boosts. In contrast, the overall quick-service and fast-casual restaurant segments saw much more muted performance, with QSR visits hovering at or slightly below 2023 levels and fast-casual segments seeing modest visit upticks.

One key driver behind the significant foot traffic growth for these three chains is their aggressive expansion. Wingstop, which saw the largest year-over-year (YoY) increase in foot traffic, opened some 138 new restaurants in 2024 alone, and hopes to open around 300 by year’s end. Chipotle has also been expanding rapidly, with around 52 new stores in 2024 so far and more on the way. Shake Shack, aiming to open 80 new locations this year, is similarly focused on growth.
A closer look at shifts in the average number of visits to the chains’ individual locations shows that this expansion is being met with strong demand. Chipotle and Wingstop saw monthly YoY visit-per-location increases throughout the analyzed period, while Shake Shack saw increases between June and August and experienced just a minor dip in September.
These foot traffic trends – both across the chains and at individual locations – indicate that the new stores are successfully attracting steady customer interest.

Another key factor driving success for the three chains is their pivot towards convenient takeaway options. Chipotle has focused on expanding its Chipotlane drive-thru service, while Wingstop has invested in an in-store digital platform meant to streamline the ordering process. And despite Shake Shack’s “anti fast-food” identity, the chain has also embraced drive-thrus and ordering kiosks to speed up service.
The data suggests that consumers appreciate the increased convenience of these quicker options: In Q3 2024, short visits (10 minutes or less) to Chipotle, Wingstop, and Shake Shack surged between 17.0% and 25.5% compared to Q3 2023.
For Chipotle and Shake Shack, short visits increased significantly more than extended ones in Q3, likely due in part to the brands’ intense focus on drive-thrus: Of the 271 restaurants opened by Chipotle in 2023, 238 included Chipotlanes. And since adding its first drive-thru in 2022, Shake Shack has expanded this option to more than thirty locations. For Wingstop, longer visits increased somewhat more YoY than shorter ones – but in the wake of the chain’s rapid expansion, short and long visits both increased more than 20% YoY.

Chipotle, Wingstop, and Shake Shack are succeeding, consistently increasing foot traffic and visits per location. Through strategic expansion and the adoption of drive-through and online ordering, these brands have firmly established their presence in the fast-casual and quick-service dining landscape.
Will the three restaurants continue to drive visit growth? Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

With Q3 2024 in the rearview mirror, we dove into the data to check in with two smoothie and bowl spots that are firmly in expansion mode – Playa Bowls and Tropical Smoothie Cafe. What lies behind their smashing success? And what awaits them in Q4?
We dove into the data to find out.
Looking first at quarterly YoY visit trends shows both Playa Bowls and Tropical Smoothie Cafe experiencing substantial year-over-year visit growth during the first three quarters of 2024 – driven in part by their rapidly growing fleets. In Q1 2024, Playa Bowls – recently acquired by Sycamore Partners – saw a YoY foot traffic jump of 8.7%. And Tropical Smoothie Cafe, acquired by Blackstone this year, saw a YoY visit boost of 8.7%. For both chains, this positive trajectory continued, though at a more moderate pace, through Q3 2024.

What's behind the fast expansion and visit growth of these smoothie leaders? With high food prices still weighing on consumers, and health still top of mind for many, brands that provide nutritious, affordable indulgences are poised to win. Those that do so while meeting the rising demand for quick and convenient dining options are especially well-positioned to thrive.
And drilling down deeper into the data for Playa Bowls and Tropical Smoothie Cafe shows that the two chains’ outsize success is being fueled, in large part, by customers dropping by for a quick pick-me-up on the go, rather than a sit-down meal.
In Q3 2024, the number of short visits to Playa Bowls (i.e. those lasting less than 10 minutes) increased 9.4% YoY, while longer visits increased just 4.5%. (In Q3 2024, short visits accounted for 31.2% of visits to Playa Bowls, compared with 30.3% in Q3 2023). This suggests that robust demand for off-premises dining has emerged as a major driver of growth for the brand.
A similar trend emerged at Tropical Smoothie Cafe, where nearly half of all Q3 2024 visits (48.4%) lasted less than 10 minutes – likely due to the chain’s ubiquitous drive-thrus. Short visits to Tropical Smoothie Cafe increased 6.0% YoY in Q3, while more extended visits increased 3.3%.

Playa Bowls and Tropical Smoothie Cafe have also fueled success by marking special calendar days with limited-time promotions.
For Playa Bowls, for example, the busiest day of 2024 so far was April 6th – National Acai Day – when the juice bar offered rewards members $5 off any acai bowl. The promotion was wildly successful, fueling a remarkable 122.7% visit surge compared to a year-to-date (January to September) daily average.
For Tropical Smoothie Cafe, it was National Flip Flop Day (yes, that’s a thing) that drew major crowds this year. On May 29th, 2024, the brand marked the occasion with free Island Punch Smoothies for guests who visited participating locations while wearing flip flops. And the promotion was a hit, generating enough excitement to drive a 94.0% visit spike for the brand.

Successful harnessing of the growing demand for convenient, healthy, and affordable off-premises dining options together with unbeatable limited-time promotions have helped propel growth for both Playa Bowls and Tropical Smoothie Cafe.
Will visits to the two chains continue to surge in the months ahead?
Follow Placer.ai’s data driven dining analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Most chains attending the 2024 Fast Casual Executive Summit in Denver acknowledged that this year has been difficult (unless you happen to be Chipotle, CAVA, or sweetgreen). We’ve highlighted a number of the challenges restaurant operators faced this past year, including inclement weather to start the year, the restaurant value wars of 2024, encroachment from other food retail channels, and the rising cost of operating a restaurant, which has resulted in increased bankruptcies. Our data validates this stance–our data shows that the fast casual category excluding the three aforementioned chains has seen year-over-year visitation declines.

Why are these three chains outperforming? As we’ve discussed in the past, we believe it comes down to (1) innovation; and (2) operational excellence. Recently, we looked at the importance of Chipotle’s Chicken al Pastor relaunch for Q2 2024 sales trends, sweetgreen’s increase in comparable visits that was helped by the launch of Caramelized Garlic Steak as a protein option, and CAVA’s exceptionally strong visitation trends due the launch of grilled steak at the beginning of June. However, innovation is only part of the outperformance, as each of these chains have also done a great job integrating their digital ordering platforms and in-store assembly line efforts, allowing for greater customization (something consumers appear to be willing to pay a premium for) and driving some of the strongest throughput numbers we’ve observed with our data.
The executives we spoke to at this week’s event had a gameplan to overcome these challenges in 2025.

Another executive told us that the currently challenging backdrop would ultimately make chains better operators. Not every chain can be Chipotle, CAVA, or sweetgreen, but there are still a lot of their strategies that restaurants can adopt to improve their own operations.

The inaugural Shoptalk Fall event brought a new energy to Chicago this week. The smaller format event allowed us to dive deeper into the trends across the retail industry and hear from key retail players about their initiatives and innovations across the industry.
One thing that is clear, retailers are bullish about physical retail. Many retailers shared plans for store openings in 2025, and there is a real focus on creating the right types of store formats and finding locations that are in line with a brand’s consumers. We may truly be at a point of inflection from a channel perspective, and physical retail is likely to become a more important part of the equation.
There’s a real energy shift in the industry in regard to the importance of stores, and it’s refreshing to see. As the industry settles from the migration shifts of consumers during and after the pandemic, the opportunity for new stores to directly cater to these new groups of shoppers is immense.

And it’s not just about the rise of physical retail, but the stories that retailers are able to tell through their offline channels. Retailers are actively focused on ways to eliminate friction for shoppers, arm store employees with more insights and tools and create experiences that forge lasting bonds with shoppers. We heard from Wayfair, Build-A-Bear Workshop, Michaels and Studs, who all referenced that differentiating experiences are driving loyalty and fostering long-term connections with consumers. Stores are an essential part of building and retaining brand equity with consumers.
The other key theme centers around none other than the consumer. The retail industry feels more customer centric than ever before, especially as we get further away from the pandemic. Retailers and brands recognize that today, the shopper is in the driver’s seat, and many initiatives and innovations center around providing the consumer with more power and knowledge. This is why we are hearing more about "micro-merchandising". Retailers need and can enhance their relevancy by understanding the unique demographics/psychographic differences and preferences of their individual locations.
Executives at McDonald’s provided more insight into the success of June 2023's immensely popular birthday celebration for Grimace, including the Grimace Shake; they built the concept around the idea that many consumers celebrate a birthday at McDonald’s restaurants, but from there they let consumers drive the conversation around the promotion on social media.

We heard from many that word of mouth marketing is truly the key to success in retail today, and empowering consumers to share their thoughts and affinities with others in person or through social media platforms is driving engagement and adoption. Through the lens of foot traffic, we may see more consumers head to stores after hearing about them from others in their network. Marketing departments no longer consist of teams within an organization, but incorporate consumers as well.
Overall, we felt a lot of positivity from the industry about where we’re headed in the near term. As we see the slow rebound of the discretionary side of retail, new stores and innovations in the coming year and a consumer that still remains resilient despite many economic headwinds, the best might be ahead for the industry.

Americans have a love affair with stuff, and one of the hallmarks of this is the enduring strength of self-storage units. Public Storage takes the lead in overall visits, with Extra Space Storage not far behind. Looking at the Public Storage visits data, we see a clear spike in visits near the end of the month. This is due be due to housing transitions that also tend to occur with this pattern, as people prepare to move out at month’s end or conversely to pick up items for move-in at the beginning of a month.

Compared to last year, visits are generally up across most of these chains (which is partly the result of the industry consolidation trend we examined last year). The highest variance is seen with Prime Storage, a company largely based on the East Coast, but with a presence in the Midwest as well. StorageMart bought Manhattan Mini Storage in 2021 and has over 250 locations now.


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.
