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Overall food-away-from-home spending grew in 2024, driven by decelerating inflation and a robust economy that eased budgetary concerns. How did coffee chains, one of the largest discretionary food categories, perform?
We took a closer look at foot traffic to Starbucks and Dunkin’ to find out.
Despite the ongoing consumer uncertainty, 2024 visits to Starbucks and Dunkin’ remained close to 2023 levels. The traffic trends range from 2.9% down year-over-year (YoY) to 1.9% up YoY for Starbucks, and from 1.3% down to 1.9% up YoY for Dunkin’ – a testament to coffee’s enduring draw.
While the YoY visit patterns to Starbucks and Dunkin’ were relatively similar in 2024, the two chains experienced distinct visitation patterns throughout the day. During the early morning daypart (6:00 - 9:59 AM), Dunkin’ attracted 39.9% of its visitors, while Starbucks received only 29.9% of its customers before 10 AM. However, as the day transitioned into evening, Starbucks took the lead, capturing 23.7% of visitors during the 3:00 - 6:59 PM daypart, significantly higher than Dunkin’s 16.4%.
These visitation patterns highlight distinct opportunities for both chains to expand their appeal across different dayparts. Dunkin’ could offer afternoon specials to attract more visitors in the afternoon and evening daypart, and Starbucks could broaden its breakfast offerings to capture a larger share of the early morning crowd.
A closer look at Starbucks’ daily visitation patterns highlights the chain’s mastery in leveraging calendar events and special promotions to boost foot traffic. Events like Red Cup Day and buy-one-get-one-free (BOGO) deals, including on Mother’s Day, drove impressive visits bumps ranging from 28.1% to 40.4% higher than the 2024 daily visit average.
These promotions appear to have been so successful that Starbucks, under the leadership of new C.E.O. Brian Niccol, announced it would scale them back – in part to restore the chain’s “coffeehouse roots” and avoid over-crowded stores on promotion days. But even without special discounts in the last five weeks of the year, Starbucks still received major traffic spikes on key shopping days like Super Saturday and Black Friday, with visits surging 27.5% and 26.6% above the YTD daily average, respectively. This highlights the brand’s ability to drive strong performance even with fewer promotions during peak seasons.
As part of the effort to elevate the in-store experience, Starbucks has also announced plans to implement a code of conduct, with the goal of facilitating the creation of an “inviting and welcoming community coffeehouse.” One significant shift, coming into effect on January 27th, bars people from lingering in its facilities without making a purchase.
A closer look at dwell time for the chain reveals that the vast majority of visits to the chain are currently less than 10 minutes long, with mobile orders making up almost a third of total Starbucks orders. The predominance of short visits and the popularity of mobile orders indicates that many Starbucks customers likely prioritize convenience, and prefer to grab a drink to go without taking advantage of the coffeehouse amenities. But with new incentives – including a free refill policy for all customers, not just loyalty club members – dwell times may well go up over the coming months.
Starbucks and Dunkin’ continued serving coffee drinkers in 2024, despite the ongoing constraints on many consumers' discretionary spending budgets.
Will Starbucks and Dunkin’ continue to drive visits into 2025? Visit Placer.ai for the latest data-driven dining insights.

Placer.ai observes a panel of mobile devices in order to extrapolate and generate visitation insights for a variety of locations across the U.S. This panel covers only visitors from within the United States and does not represent or take into account international visitors.
The end of the year is a time of bustling activity as many Americans travel to visit family and friends, go on vacation, and enjoy recreational attractions. Using the latest location analytics for transportation hubs, hotels, museums, and aquariums, we uncover key trends in consumer behavior during the holiday season.
The end of the year was a busy travel period as consumers visited family and friends or headed out on vacation. Between December 18th and December 23rd, visits to major airports and ground transportation hubs (train and bus stations) were higher than the 2024 same-day average, with visits to both ground and air travel hubs peaking on Super Saturday (December 21st).
Visits to transportation hubs then fell on December 24th and 25th 2024 – although the drop was much more dramatic for airports than for train and bus stations – as many people stayed in place for the duration of the holiday.
Visits to transportation hubs remained slightly below the same-day yearly average on Boxing Day, December 26th, 2024 – although traffic to both airports and ground transportation hubs increased compared to the Christmas lull, as some travelers began to make their return trips. But starting on December 27th, traffic trends for the two types of transportation hubs began to diverge: visits to ground transportation hubs were above average same-day levels, whereas airport visit levels remained below average until the following day, December 28th, 2024. This could indicate that air travelers, who may spend more on transportation or travel greater distances, stay longer at their destination to make the journey worthwhile.
Although ground transportation hubs and airports experienced elevated traffic over the majority of the holiday period, the same did not appear to be the case in the hospitality space.
Between December 18th and December 29th, 2024, daily visits to almost all hotel categories – from economy to upper upscale – remained below the same-day average for 2024. The decrease in business travel during this time, coupled with the tendency for those visiting family and friends to stay with their hosts, likely accounted for this trend. Only the luxury hotel category – which doesn’t typically receive business guests – saw elevated daily visits beginning on December 22nd, 2024, likely driven by affluent holiday vacationers.
During the final days of 2024 – December 30th and 31st – all six hotel categories experienced their most robust foot traffic of the period, and most saw their visits surge above the yearly same-day average. This suggests that many consumers, traveling at various hospitality tiers, took hotel-based vacations after spending Christmas at home or at the home of a loved one.
As consumers leveraged time off in the second half of December, museums and aquariums appeared to be popular attractions.
December 23rd, 2024 saw the first visit surge of the period for museums (31.7% above the yearly same-day average) and aquariums (12.6% above the yearly same-day average), perhaps as consumers sought out activities to do with visiting guests.
Following a brief visitation lull on Christmas Eve and Christmas Day, foot traffic to museums and aquariums increased again and remained elevated between December 26th through the end of the year. And both museums and aquariums saw their largest visit peaks of the period on December 30th, 2024 (106.3% and 75.2% above average, respectively), suggesting that these attractions were popular with holiday visitors and end-of-year vacationers alike.
Analysis of transportation hubs, hotels, and leisure venues reveals shifting travel patterns and consumer behaviors during the final weeks of the year. The data suggests that while ground transportation users and air travelers alike typically travel before Christmas Eve, air travelers likely prefer to spend a little extra time at their holiday destination. And although travel is an integral part of the holiday season, most hotel categories don’t see elevated visits until the last few days of the year when family affairs have concluded and vacations are in full swing. Similarly, museums and aquariums sustain elevated traffic for several days after the holiday, as consumers leverage their time off for unique experiences.
For more data-driven insights, visit Placer.ai.

About the Convention Center Index: The Placer.ai Convention Center Index analyzes foot traffic to nearly 150 major convention and conference centers across the country. It excludes resorts and stadiums.
Convention centers serve as hubs for networking, trade shows, and corporate events. But the pandemic brought in-person gatherings to a halt, with businesses pivoting to online conferences – or eschewing them altogether.
And though social-distancing and other pandemic-era restrictions have lifted, the changes in the office and business world continue to linger. With that in mind, we took a closer look at the visitation data to these centers to see how convention center traffic trends and visitor demographics have shifted since pre-pandemic.
COVID-19 profoundly disrupted in-person networking. Now, nearly five years later, its impact on business travel and corporate events still lingers as virtual and hybrid events remain popular. However, similar to the return-to-office trends Placer.ai has tracked over the past few years, convention centers are also showing signs of slow but steady recovery.
While 2024 visits to convention centers nationwide were still 11.2% lower, on average, than in pre-pandemic 2019, traffic was also 3.3% higher than in 2023 and a significant 21.3% higher than in 2022. So – while the frequency and magnitude of in-person business events are not quite back to pre-pandemic levels yet, the visit trends indicate that the convention center recovery story is still being written.
The pandemic’s impact extends beyond overall attendance numbers – diving deeper into the data also reveals shifts in when people visit convention centers. The share of weekend visits jumped from 44.5% in 2019 to 46.9% in 2022 and has remained relatively steady ever since. This suggests that convention centers may have pivoted to hosting concerts, sporting matches, and other leisure events to make up for the dip in business conferences and conventions.
Analyzing the trade areas from where convention centers draw their visits also reveals that the demographics of convention center visitors has shifted since the pandemic. The median household income (HHI) of visitors to convention centers has steadily increased each year analyzed, rising from $86.6K in 2019 to $88.4K in 2024. Similarly, visitors in 2024 were more likely to come from captured market trade areas with higher shares of the “Power Elite” segment than in 2019.
These two metrics indicate a shift in the profile of convention visitors. As virtual attendance becomes more normalized, many companies may be becoming more intentional about subsidising business travel and trade show attendance, reserving in-person events for higher-level executives, decision-makers, or industry leaders. This shift has significant implications for the industry, as convention centers may need to adapt their offerings and facilities to cater to the needs and preferences of this more specialized demographic.
The convention center space appears to be on a slow and steady recovery – and while visits may not return to their pre-pandemic highs, the share of weekend visit growth and increasing attendance of higher-profile professionals indicate that the segment is pivoting.
Will convention centers and office spaces continue to recover? Visit Placer.ai for the latest office and business foot traffic trends.

As we discussed before the 2024 holiday season began, timing was expected to play a crucial role in its success for retailers. With one less week between Thanksgiving and Christmas, retailers faced the challenge of consolidating promotions and focusing on attracting repeat visits and increasing conversion rates to match last year’s performance. But another factor influencing holiday timing is the elongation of seasonal offerings and promotions, which now extend well into October. While there’s no industry-wide standard for when the holiday season officially begins, it’s clear that many retailers recognize the value of starting their campaigns in October and early November to maximize engagement and sales.
When analyzing visitation trends throughout the holiday season, the narrative shifts depending on the time frame considered. From Black Friday through Christmas Eve, most categories experienced double-digit traffic declines compared to last year, partly due to the shorter holiday season. But focusing on the period between October and the Wednesday before Thanksgiving reveals that visitation to many categories increased by double digits compared to last year. While this time frame includes an additional week this year, it’s evident that some demand shifted into the earlier part of the holiday season.
And when looking at performance for the extended holiday season as a whole – from October 1 through Christmas Eve – year-over-year traffic performance improved across the board, with many categories actually showing growth compared to 2023.
There was particularly strong performance in discretionary categories during October and early November, including luxury department stores, beauty chains, and home furnishing retailers. These early gains provided the momentum many chains needed to help offset the impact of the shorter traditional holiday season.
The extended shopping season successfully contributed to overall traffic growth for many retail sectors and may signal that consumers are willing – and able – to start their holiday shopping earlier if the right products and promotions are available.

The beverage and alcohol (BevAlc) segment has enjoyed a strong showing over the past few years. Bar and other nightlife destinations were closed throughout the pandemic, driving foot traffic to the BevAlc retailers – a trend that has sustained itself since.
We take a closer look at the category to see how special calendar milestones drive visits to BevAlc retailers.
Visits to BevAlc retailers were up YoY during most months of 2024, showcasing the continued popularity of the category. And while December 2024 visits were slightly lower YoY – like due to the month having one fewer Saturday compared to December 2023 – diving deeper into the data reveals that the holidays remain the segment’s busiest time of the year.
Celebrations and holiday gatherings often call for a festive drink – and the data confirms that the holiday season drives massive visit spikes.
Of the eleven busiest days for BevAlc retailers in 2024, six fell in December, with New Year’s Eve leading the pack with a staggering 164.8% visit increase compared to the 2024 daily average. Other major drivers included Christmas Eve, Turkey Wednesday, and Christmas Eve-Eve (December 23rd, the day before Christmas), with visits growing between 131.9% and 145.2% relative to the 2024 daily visit average.
And given that some states restrict liquor sales on Sundays, the Fridays and Saturdays ahead of retail milestones were also significant drivers of liquor store visits. Six of the top eleven days for BevAlc retailers in 2024 fell on a Friday or Saturday, including the Saturday before Memorial Day and the Saturday before Father’s Day.
These patterns emphasize that while December remains the highlight of the year for BevAlc retailers, other celebratory periods throughout the year can also drive substantial visitation spikes.
A closer look at the data over the years highlights several important holiday season trends. New Year’s Eve consistently receives the largest daily spike in BevAlc retailers visits, with one notable exception. In 2023, Super Saturday – the last Saturday before Christmas – coincided with Christmas Eve Eve, driving a major retail and grocery boost across the board. Additionally, Christmas Eve, typically the second-largest day for BevAlc retailers visits in the year, fell on a Sunday in 2023, when liquor sales are restricted in some states and territories.
This combination of factors led to an unusually large spike in visits to liquor stores on December 23, 2023, or Super Saturday/Christmas Eve Eve – 198.5% higher than the 2023 daily visit average between January and October 2023. It was also the only year in our analysis where BevAlc retailers received more visits before Christmas than in the lead-up to New Year’s.
Another trend highlighted by the longer-term visit analysis is the consistent downward trajectory of visits. In 2019, visits to BevAlc retailers in the lead-up to New Year’s were 193.4% higher than the 2019 daily visit average – a figure that had declined to 164.8% by 2024. This decrease may reflect various factors, including the rising popularity of alcohol delivery services and growing interest in the sober-curious lifestyle.
Still, the holiday season remains the most critical period for the BevAlc segment – though BevAlc retailers may want to consider stocking up on low- or alcohol-free beverages to keep up with changing consumer trends.
Raising a glass to a special occasion is a time-honored tradition, whether it’s with a festive spiked eggnog, whiskey, or alcohol-free wine. With plenty of opportunities to gather throughout the holiday season, BevAlc retailers can raise a toast to their own foot traffic gains as well.
For more data-driven retail insights, visit Placer.ai.

The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from over 700 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.
Return-to-office mandates are once again the talk of the town, with companies from Amazon to AT&T set to crack down on remote work in the new year – in some cases, demanding that workers show up in person five days a week.
But how did the office recovery shape up in December 2024? We dove into the data to find out.
December is typically a quiet month for offices, with many Americans taking time off for the holidays to enjoy vacations and family gatherings. So, it may come as no surprise that office visits in December 2024 dropped to their lowest point of the year.
Compared to December 2019, office visits in December 2024 lagged by 39.2% – a bigger visit gap than that seen in either November (37.8%) or October (34.0%), as employees likely embarked on extended “workations” and enjoyed greater WFH flexibility during the holiday season. Put another way, December 2024 office foot traffic clocked in at 60.8% of pre-pandemic (December 2019) levels.
Still, offices were busier this December than last – in December 2023, the recovery compared to December 2019 stood at just 57.2%.
New York and Miami once again led the regional return to office (RTO) charge with Yo5Y visit gaps of 19.6% and 20.9%, respectively – though both cities’ Yo5Y numbers were weaker than those seen in either October or November.
Atlanta (-34.1%) and Dallas (-35.2%) also outperformed the nationwide average for Yo5Y office foot traffic. And with Dallas-based companies like AT&T and Southwest Airlines starting to enforce stricter in-office policies in the new year, the Texas hub may experience even more accelerated recovery in the coming months. (AT&T also has a strong presence in Atlanta, which may also benefit from the company’s crackdown.)
Meanwhile, San Francisco, which has long lagged in post-pandemic office recovery, finally pulled out of last place in December 2024 with a Yo5Y visit gap of 48.0%, just edging out Chicago. The impressive YoY office visit growth seen by the West Coast hub in recent months – likely fueled in part by Salesforce’s recent RTO mandate – appears to have finally left a tangible mark on the city’s Yo5Y ranking.
Year over year (YoY), visits to office buildings nationwide were up 6.4% in December 2024 – showing that despite seasonal setbacks, office visits remain overall on an upward trajectory. Atlanta (13.7%) and Boston (12.1%) led the way for YoY office recovery, followed by Washington, D.C. (10.6%) and San Francisco (10.4%).
As additional RTO mandates go into effect in the new year, the office recovery needle may move once again. Will additional companies jump on the full-time in-office bandwagon – or will hybrid work models continue to dominate?
Follow placer.ai’s data-driven office index reports to find out.

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

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

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