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The return to office (RTO) has been on an upswing, with employers across industries cracking down on remote work and requiring employees to put in more face time. Indeed, July 2024 emerged as the busiest in-office month since the pandemic. But what happened in August?
We dove into the data to find out.
August is a time for family vacations – and millions of Americans planned to take the roads and skies this summer to get away from it all and enjoy some downtime. So it may come as no surprise that the accelerated mandate-driven RTO seen in recent months – moderated somewhat in August, with a larger visit gap compared to the equivalent period of 2019 than that seen in July or in June.
Still, despite an end-of-summer slump, the nationwide office recovery appears to be very much underway. Office foot traffic last month was just 31.2% below pre-pandemic levels. Or put another way, August 2024 office visits were 68.8% of what they were in August 2019.
Drilling down into the data for major urban hubs throughout the country shows a continuation of recent trends, with Miami, New York, Atlanta, and Dallas outperforming the nationwide baseline. In Miami and New York, office visits were nearly 90.0% and 85.0%, respectively, of what they were pre-pandemic. And Atlanta, where employers from the CDC to UPS have begun enforcing stricter in-office policies, held onto its high ranking, with visits 75.6% of what they were in August 2019.
Indeed, Atlanta, which has seen a surge in office leasing activity, saw 7.3% year-over-year (YoY) visit growth in August 2024 – followed by Miami (5.7%). San Francisco – which despite lagging behind other cities compared to pre-pandemic, has been making steady YoY gains – came in third with a YoY visit increase of 3.0%.
Who are the employees driving this summer’s accelerated recovery?
Analyzing the trade areas of office buildings nationwide reveals that between June and August 2024, the Census Block Groups (CBGs) feeding visits to office buildings (their captured markets) continued to see a decline in their share of households with children – indicating that parents still account for fewer office visits than they did pre-pandemic. Employees with children, it seems, remain especially likely to place a premium on flexibility – embracing work routines that allow them to more efficiently juggle home and work responsibilities.
Over the same period, the share of one-person households in offices’ captured markets rose substantially, highlighting the important role played by young professionals – who may be more likely to be single – in today’s office recovery. Whether driven by a desire to embrace in-office career growth and mentorship opportunities, or by a craving for more social interaction, these employees are returning to the office in ever greater numbers.
With the school year underway and summer vacations already a not-so-distant memory, office foot traffic is likely to resume its upward trajectory. Will September 2024 set a new post-pandemic RTO record?
Follow Placer.ai’s data driven 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.

Malls ended summer with a bang. In May and June 2024, indoor malls, open-air shopping centers and outlet malls all experienced year-over-year (YoY) visit growth, with indoor malls – which offer an escape from the sweltering heat – leading the way.
In July 2024, all three mall types experienced slight YoY visit gaps. But these were likely due to a calendar shift rather than to any flagging back-to-school momentum: July 2024 contained one less Saturday and Sunday than the equivalent period of 2023, when malls draw some of their biggest crowds. (In January-August 2024, weekends accounted for 39.0% of visits to indoor malls, 35.6% for open-air shopping centers, and 43.0% for outlet malls.) This shift, which likely had the most pronounced impact on outlet malls, may have obscured stronger YoY performance in July 2024.
And this year’s intense weather didn’t stop consumers from visiting malls in droves to take advantage of back-to-school shopping – which was in full swing by August 2024. That month saw the most substantial YoY foot traffic growth of the analyzed period, with YoY visit increases of 7.3% for indoor malls, 5.8% for open-air shopping centers, and 6.1% for outlet malls.
Who shopped at malls in August 2024? With back-to-school shopping being a significant motivator for consumers, it may come as no surprise that college students and families with children were overrepresented among end-of-summer mall hoppers – though not for all mall types.
Analysis of all three mall segments’ captured markets reveals that in August 2024, the share of college students in the trade areas of indoor malls and open-air shopping centers exceeded the nationwide average by 67% and 170%, respectively. These malls may be popular with college students due to their greater accessibility for students without cars, and for their recreational atmosphere – making them a good place to catch up with friends while shopping.
Meanwhile, the captured markets of outlet malls included slightly higher-than-average shares of households with children, perhaps as families on tight back-to-school budgets prioritized steep discounts. Indoor malls were also slightly more likely than average to draw this demographic.
With Summer 2024 in the books, it’s fair to say that mall foot traffic thrived during this critical retail season. How will mall visits shape up come spring?
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.

In 2024, auto parts retailers are continuing to see visit growth compared to last year. We dove into the data for three of the industry’s leaders – AutoZone, O’Reilly Auto Parts, and NAPA Auto Parts – to explore the consumer behavior and profiles behind the space’s ongoing success.
Auto parts retail visits have been bolstered in recent months by still-high vehicle prices – which have incentivized many cash-strapped consumers to fix up the car they have rather than buy a new one. To be sure, the industry hasn’t been entirely spared the effects of inflation, which has caused many consumers to tighten their (seat)belts and defer non-essential car repairs. Still, one of the key factors benefiting the space has been the greater prevalence of older vehicles on the road, which are more likely to need significant – and essential – maintenance.
Since the start of 2024, AutoZone and O’Reilly have sustained consistent year-over-year (YoY) monthly visit growth. And though NAPA saw mild visit gaps in March, June, and August – coinciding with traffic fall-off to some of the repair shops it supplies – it too experienced YoY increases throughout most of the analyzed period.
As auto parts inflation continues to wane in 2024, more consumers may begin taking on repairs they postponed last year, providing these retailers with continued foot traffic boosts.
Less affluent consumers are more likely to be deterred from buying a new ride by high prices and interest rates. And analyzing the demographic characteristics of visitors to AutoZone, O’Reilly, and NAPA reveals that in H1 2024, the median household incomes (HHIs) of the chains’ captured markets were indeed significantly lower than those of new car dealerships ($75.6K).
The data reveals a divide between consumers in the market for new cars – who generally have higher income levels – and those that frequent auto parts retailers to invest in their current set of wheels. And consumers seeking to repair rather than replace may be even more inclined to do so while vehicle prices and financing costs remain elevated.
Analysis of consumer spending habits provides a further indication that AutoZone, O’Reilly and NAPA’s audiences are more likely to invest in upgrades and repairs than in the purchase of a new vehicle.
In H1 2024, residents of AutoZone and O’Reilly’s captured markets spent 17% less annually on buying used cars than the nationwide average, while residents of NAPA’s captured market spent 14% less.
And residents of all three auto parts retailers’ trade areas spent even less on new car buying. In H1 2024, AutoZone’s captured market spent 23% less on new cars than the nationwide average, and O’Reilly’s and NAPA’s captured markets spent 22% and 18% less, respectively.
AutoZone and O’Reilly’s relatively large share of DIY consumers – those who repair or upgrade their cars on their own to save money – likely contributed to their trade areas’ smaller car buying expenditures. Meanwhile, the slightly larger spend on both new and used cars in NAPA’s trade area – though still significantly lower than the nationwide average – may be due to the retailer’s predominantly commercial business.
Auto parts chains have been riding strong tailwinds on the road to success – and they appear geared up for more foot traffic success in the homestretch of 2024. As more older vehicles stay on the road and car-buying costs remain high, robust demand for parts is likely to continue.
Will the auto parts industry accelerate even further in the months to come? 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.

It’s that time of year again. On August 22nd, Starbucks launched its much-vaunted autumn menu, including the iconic Pumpkin Spice Latte (PSL). We dove into the data to see what happened on the big day – and how Starbucks visitation patterns were impacted by the much-anticipated release.
Last year, Starbucks broke with tradition to move its PSL launch from Tuesday to Thursday. And perhaps due to Thursday’s proximity to the weekend (especially in the age of the TGIF work week), the step has proven advantageous – generating a sustained visit spike lasting through the weekend.
On Thursday, August 22nd, 2024, foot traffic to Starbucks surged 24.1% higher than the coffee giant’s daily average for the previous eight Thursdays. And the PSL effect worked its magic throughout the weekend, with visits to Starbucks on the following Friday, Saturday, and Sunday significantly elevated compared to recent daily averages for those days of the week.
Since its debut in 2003, Starbucks’ PSL has become part of the cultural landscape. Each year, the beverage’s release generates a social media frenzy. And between 2021 and 2023, the number of people visiting Starbucks on Pumpkin Spice Latte launch day increased steadily.
Last year, the PSL visit spike reached new heights, with foot traffic 27.1% higher than on August 27th, 2019 – the last pre-pandemic PSL launch. And despite Starbucks’ recent challenges, visits on PSL day held steady this year, maintaining last year’s impressive gains.
Comparing visits on August 22nd, 2024 to recent Thursday visit averages across the continental U.S. highlights the broad appeal enjoyed by Starbucks’ fall menu. Every analyzed state enjoyed a visit bump – though the extent of the boost varied considerably between regions.
Many southern states – including Alabama, Louisiana, and Mississippi, saw only slight foot traffic bumps, perhaps due in part to the region’s warmer weather, which may render the early autumn launch less compelling. (Mississippi in particular, it seems, really couldn’t care less about Pumpkin Spice.) But in other areas, led by North Dakota (45.5%), Kansas (42.6%), Utah (42.2%), Iowa (41.3%), and Pennsylvania (39.5%), visits skyrocketed.
Starbucks’ successful PSL launch shows that even as consumers count their pennies, people are finding room in their budgets for sweet, cozy indulgences that don’t break the bank. What does the winning release portend for the upcoming winter season?
Follow Placer.ai’s data-driven dining and 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.

Back-to-school shopping is a major driver of retail visits and sales – and this year, spending on the upcoming school year was set to be the second-highest on record. So with the frenzy winding down, we took a look at how several key retail categories and chains performed during this important season.
Overall, retail rallied throughout July and August, with weekly visits to major back-to-school categories – including superstores, department stores, and other apparel retailers – mainly outperforming last year’s visit levels. Though department stores and apparel chains saw very slight YoY declines in late July, all the analyzed categories enjoyed YoY boosts beginning the week of August 5th. And since the back-to-school season is traditionally a high-traffic period, the ability of these categories to sustain YoY growth is particularly impressive.
Digging deeper into individual brands reveals substantial visit boosts at superstores Target and Walmart and warehouse membership club Costco.
Target, already enjoying positive momentum from summer sales events, drove visits even higher with steep discounts on essential back-to-school items. In addition to attracting parents on the hunt for kids’ school supplies, Target has emerged as a favorite destination for college students seeking to load up on dorm decor and other collegian necessities. And between the weeks of July 9th, 2024 and August 19th, 2024, the retailer saw weekly visits jump a remarkable 9.7% to 20.8% compared to a year-to-date (YTD) weekly average. Walmart and Costco, too, saw significant visit boosts in July August, as they drew crowds with discount and bulk offerings.
The strong performance of these retailers during the back-to-school season bodes well as they head into the critical holiday shopping period. With momentum on their side, Target, Walmart, and Costco are poised to capitalize on their competitive pricing and value offerings, potentially driving another period of robust growth.
Back-to-school often means outfitting kids and teens with new clothing, and off-price retailers – including Burlington, Marshalls, Ross, and T.J. Maxx – are reaping the benefits. With a reputation for low prices and everything from apparel to backpacks, these chains are popular choices for the back-to-school crowd. And this year, weekly visits to these retailers got a significant boost, with August 19th foot traffic up 11.0% at Burlington, 13.9% at Marshalls, 6.0% at Ross, and 15.8% at T.J. Maxx, compared to a YTD weekly average.
Superstores, department stores, and apparel retailers aren’t the only ones to benefit from the back-to-school craze – office supply stores, predictably, also experience major boosts. While weekly visits to Office Depot, OfficeMax (both owned by The ODP Corporation), and Staples had lagged behind the chains’ year-to-date (YTD) weekly visit averages during April and May, they began to recover in early July. By August, visits were surging, with the week of August 19th showing increases of 24.4% for Office Depot, 32.7% for OfficeMax, and 39.2% for Staples.
Getting a pair of new shoes for school is another time-honored tradition – and DICK’s Sporting Goods has heeded the call with massive markdowns. The chain drew back-to-school shoe and apparel shoppers with a major 50%-off sale, and visits jumped significantly – peaking during the week of August 12th at 40.5% above a January 1st, 2024 baseline.
Hibbett, meanwhile, supercharged its back-to-school campaign with discounts and free children’s haircuts, offered between July 28th and August 25th at different locations. And the events boosted foot traffic dramatically, with the week of July 29th seeing a whopping 76.1% visit increase compared to a January 1st, 2024 baseline. Though visits to both sporting goods chains began to taper off as August wore on, they remained elevated – serving as a reminder of the power of back-to-school shopping and sales.
Back-to-school season remains one of the most important shopping periods of the year, with significant consumer demand drawing visit growth across major retail categories.
Can these retailers continue drawing on this momentum into the holiday season?
Visit Placer.ai to keep up with the latest data-driven retail news.
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.

In July & August 2024, Placer.ai released multiple white papers: Los Angeles Office Trends in 2024, Q2 2024 – Retail & Restaurant Review, Domestic Tourism Trends in NYC and LA, 2024 Hotel Visit Trends, Emerging Trends for CRE in 2024, and Retail Giants in 2024: Walmart, Costco, and Target's Competitive Edge.
Below is a taste of our findings from two white papers: 2024 Hotel Visit Trends and Retail Giants in 2024: Walmart, Costco, and Target's Competitive Edge. The two white papers take a look at the visitation data to explore how leading hotel chains are driving visits in 2024, as well as exploring how Walmart, Costco, and Target are maintaining their success.
The pandemic and economic headwinds that marked the past few years presented the multi-billion dollar hotel industry with significant challenges. But five years later, the industry is rallying – and some hotel segments are showing significant growth.
Overall, visits to hotels were 4.3% lower in Q2 2024 than in Q2 2019 (pre-pandemic). But this metric only tells part of the story. A deeper dive into the data shows that each hotel tier has been on a more nuanced recovery trajectory.
Economy chains – those offering the most basic accommodations at the lowest prices – saw visits down 24.6% in Q2 2024 compared to pre-pandemic – likely due in part to hotel closures that have plagued the tier in recent years. Though these chains were initially less impacted by the pandemic, they were dealt a significant blow by inflation – and have seen visits decline over the past three years. As hotels that cater to the most price-sensitive guests, these chains are particularly vulnerable to rising costs, and the first to suffer when consumer confidence takes a hit.
Luxury Hotels, on the other hand, have seen accelerated visit growth over the past year – and have succeeded in closing their pre-pandemic visit gap. Upscale chains, too, saw Q2 2024 visits on par with Q2 2019 levels. As tiers that serve wealthier guests with more disposable income, Luxury and Upscale Hotels are continuing to thrive in the face of headwinds.
But it is the Upper Midscale level – a tier that includes brands like Trademark Collection by Wyndham, Fairfield by Marriott, Holiday Inn Express by IHG Hotels & Resorts, and Hampton by Hilton – that has experienced the most robust visit growth compared to pre-pandemic. In Q2 2024, Upper Midscale Hotels drew 3.5% more visits than in Q2 2019. And during last year’s peak season (Q3 2023), Upper Midscale hotels saw the biggest visit boost of any analyzed tier.
Analyzing the captured markets* of Upper Midscale chains Trademark Collection by Wyndham, Fairfield by Marriott, Holiday Inn Express by IHG Hotels & Resorts, and Hampton by Hilton with demographics from STI: Popstats (2023) shows variance in the relative affluence of their visitor bases.
Fairfield by Marriott drew visitors from areas with a median household income (HHI) of $84.0K in H1 2024, well above the nationwide average of $76.1K. Hampton by Hilton and Trademark Collection by Wyndham, for their parts, drew guests from areas with respective HHIs of $79.6K and $78.5K – just above the nationwide average. Meanwhile, Holiday Inn Express by IHG Hotels & Resorts drew visitors from areas below the nationwide average.
But all four brands saw increases in the median HHIs of their captured markets over the past five years. This provides a further indication that it is wealthier consumers – those who have had to cut back less in the face of inflation – who are driving hotel recovery in 2024.
(*A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice.)
Walmart, Target, and Costco are three of the country’s most popular retailers, drawing millions of shoppers each day. Each has distinct strengths that cater to their unique customer bases, helping them thrive in a competitive market.
Costco’s wholesale club model led the way in H1 2024, with consistent year-over-year (YoY) visit growth ranging from 6.1% in January 2024 to 13.3% in June. Walmart followed closely, with YoY foot traffic growth during all but two months. Target had a slower start, with visits below 2023 levels from January to April, and a 3.7% decline in YoY comparable sales. However, visits rebounded in May (2.5%), June (8.9%), and July (4.7%). This renewed growth bodes well for Target, especially as the back-to-school season ramps up.
For all three chains, Q2 2024’s visit success was likely bolstered by summer deals and intensifying price wars aimed at attracting inflation-weary consumers back to the store.
While inflation is cooling, prices remain high, and discount and dollar stores are increasingly challenging Walmart, Target, and Costco. Many customers, especially those of more modest means, are drawn to the rock-bottom prices at dollar stores.
Analysis of cross-shopping patterns shows that a growing share of Walmart, Target, and Costco visitors also frequent Dollar Tree regularly. In Q2 2019, between 9.8% and 13.7% of visitors to these retailers visited Dollar Tree at least three times, but by Q2 2024, that share rose to 16.7%-21.6%.
Dollar Tree is capitalizing on this interest. Over the past year, it added 350 Dollar Tree locations while closing nearly 400 Family Dollar stores. The chain also acquired leases for 170 99 Cents Only Stores, gaining access to customers who buy everything from groceries to household goods. As Dollar Tree expands its footprint and food offerings, it poses a growing challenge to Walmart, Target, and Costco.
Read the full reports to discover more hotel and superstore insights. For more data-driven consumer research, visit our resource library.

1. Appetite for offline retail & dining is stronger than ever. Both retail and dining visits were higher in H1 2025 than they were pre-pandemic.
2. Consumers are willing to go the extra mile for the perfect product or brand. The era of one-stop-shops may be waning, as many consumers now prefer to visit multiple chains or stores to score the perfect product match for every item on their shopping list.
3. Value – and value perception – gives chains a clear advantage. Value-oriented retail and dining segments have seen their visits skyrocket since the pandemic.
4. Consumer behavior has bifurcated toward budget and premium options. This trend is driving strength at the ends of the spectrum while putting pressure on many middle-market players.
5. The out-of-home entertainment landscape has been fundamentally altered. Eatertainment and museums have stabilized at a different set point than pre-COVID, while movie theater traffic trends are now characterized by box-office-driven volatility.
6. Hybrid work permanently reshaped office utilization. Visits to office buildings nationwide are still 33.3% below 2019 levels, despite RTO efforts.
The first half of 2025 marked five years since the onset of the pandemic – an event that continues to impact retail, dining, entertainment, and office visitation trends today.
This report analyzes visitation patterns in the first half of 2025 compared to H1 2019 and H1 2024 to identify some of the lasting shifts in consumer behavior over the past five years. What is driving consumers to stores and dining venues? Which categories are stabilizing at a higher visit point? Where have the traffic declines stalled? And which segments are still in flux? Read the report to find out.
In the first half of 2025, visits to both the retail and dining segments were consistently higher than they were in 2019. In both the dining and the retail space, the increases compared to pre-COVID were probably driven by significant expansions from major players, including Costco, Chick-fil-A, Raising Cane's, and Dutch Bros, which offset the numerous retail and dining closures of recent years.
The overall increase in visits indicates that, despite the ubiquity of online marketplaces and delivery services, consumer appetite for offline retail and dining remains strong – whether to browse in store, eat on-premises, collect a BOPIS order, or pick up takeaway.
A closer look at the chart above also reveals that, while both retail and dining visits have exceeded pre-pandemic levels, retail visit growth has slightly outpaced the dining traffic increase.
The larger volume of retail visits could be due to a shift in consumer behavior – from favoring convenience to prioritizing the perfect product match and exhibiting a willingness to visit multiple chains to benefit from each store's signature offering. Indeed, zooming into the superstore and grocery sector shows an increase in cross-shopping since COVID, with a larger share of visitors to major grocery chains regularly visiting superstores and wholesale clubs. It seems, then, that many consumers are no longer looking for a one-stop-shop where they can buy everything at once. Instead, shoppers may be heading to the grocery stores for some things, the dollar store for other items, and the wholesale club for a third set of products.
This trend also explains the success of limited assortment grocers in recent years – shoppers are willing to visit these stores to pick up their favorite snack or a particularly cheap store-branded basic, knowing that this will be just one of several stops on their grocery run.
Diving into the traffic data by retail category reveals that much of the growth in retail visits since COVID can be attributed to the surge in visits to value-oriented categories, such as discount & dollar stores, value grocery stores, and off-price apparel. This period has been defined by an endless array of economic obstacles like inflation, recession concerns, gas price spikes, and tariffs that all trigger an orientation to value. The shift also speaks to an ability of these categories to capitalize on swings – consumers who visited value-oriented retailers to cut costs in the short term likely continued visiting those chains even after their economic situation stabilized.
Some of the visit increases are due to the aggressive expansion strategies of leaders in those categories – including Dollar General and Dollar Tree, Aldi, and all the off-price leaders. But the dramatic increase in traffic – around 30% for all three categories since H1 2019 – also highlights the strong appetite for value-oriented offerings among today's consumers. And zooming into YoY trends shows that the visit growth is still ongoing, indicating that the demand for value has not yet reached a ceiling.
While affordable pricing has clearly driven success for value retailers, offering low prices isn't a guaranteed path to growth. Although traffic to beauty and wellness chains remains significantly higher than in 2019, this growth has now plateaued – even top performers like Ulta saw slight YoY declines following their post-pandemic surge – despite the relatively affordable price points found at these chains.
Some of the beauty visit declines likely stems from consumers cutting discretionary spending – but off-price apparel's ongoing success in the same non-essential category suggests budget constraints aren't the full story. Instead, the plateauing of beauty and drugstore visits while off-price apparel visits boom may be due to the difference in value perception: Off-price retailers are inherently associated with savings, while drugstores and beauty retailers, despite carrying affordable items, lack that same value-driven brand positioning. This may suggest that in today's market, perceived value matters as much as actual affordability.
Another indicator of the importance of value perception is the decline in visits to chains selling bigger-ticket items – both home furnishing chains and electronic stores saw double-digit drops in traffic since H1 2019.
And looking at YoY trends shows that visits here have stabilized – like in the beauty and drugstore categories – suggesting that these sectors have reached a new baseline that reflects permanently shifted consumer priorities around discretionary spending.
A major post-pandemic consumer trend has been the bifurcation of consumer spending – with high-end chains and discount retailers thriving while the middle falls behind. This trend is particularly evident in the apparel space – although off-price visits have taken off since 2019 (as illustrated in the earlier graph) overall apparel traffic declined dramatically – while luxury apparel traffic is 7.6% higher than in 2019.
Dining traffic trends also illustrate this shift: Categories that typically offer lower price points such as QSR, fast casual, and coffee have expanded significantly since 2019, as has the upscale & fine dining segment. But casual dining – which includes classic full-service chains such as Red Lobster, Applebee's, and TGI Fridays – has seen its footprint shrink in recent years as consumers trade down to lower-priced options or visit higher-end venues for special occasions.
Chili's has been a major exception to the casual dining downturn, largely driven by the chain's success in cementing its value-perception among consumers – suggesting that casual dining chains can still shine in the current climate by positioning themselves as leaders in value.
Consumers' current value orientation seems to be having an impact beyond the retail and dining space: When budgets are tight, spending money in one place means having less money to spend in another – and recent data suggests that the consumer resilience in retail and dining may be coming at the expense of travel – or perhaps experiences more generally.
While airport visits from domestic travelers were up compared to pre-COVID, diving into the data reveals that the growth is mostly driven by frequent travelers visiting airports two or more times in a month. Meanwhile, the number of more casual travelers – those visiting airports no more than once a month – is lower than it was in 2019.
This may suggest that – despite consumers' self-reported preferences for "memorable, shareable moments" – at least some Americans are actually de-prioritizing experiences in the first half of 2025, and choosing instead to spend their budgets in retail and dining venues.
The out of home entertainment landscape has also undergone a significant change since COVID – and the sector seems to have settled into a new equilibrium, though for part of the sector, the equilibrium is marked by consistent volatility.
Eatertainment chains – led by significant expansions from venues like Top Golf – saw a 5.5% visit increase compared to pre-pandemic levels, though YoY growth remained modest at 1.1%. On the other hand, H1 2025 museum traffic fell 10.9% below 2019 levels with flat YoY performance (+0.2%). The minimal year-over-year changes in both categories suggest that these entertainment segments have found their new post-COVID equilibrium.
The rise of eatertainment alongside the drop in museum visits may also reflect the intense focus on value for today's consumers. Museums in 2025 offer essentially the same value proposition that they offered in 2019 – and for some, that value proposition may no longer justify the entrance fee. But eatertainment has gained popularity in recent years as a format that offers consumers more bang for their buck relative to stand-alone dining or entertainment venues – which makes it the perfect candidate for success in today's value-driven consumer landscape.
But movie theaters traffic trends are still evolving – even accounting for venue closures, visits in H1 2025 were well below H1 2019 levels. But compared to 2024, movie traffic was also up – buoyed by the release of several blockbusters that drove audiences back to cinemas in the first half of 2025. So while the segment is still far from its pre-COVID baseline, movie theaters retain the potential for significant traffic spikes when compelling content drives consumer demand.
The blockbuster-driven YoY increase can perhaps also be linked to consumers' spending caution. With budgets tight, movie-goers may want to make sure that they're spending time and money on films they are sure to enjoy – taking fewer risks than they did in 2019, when movie tickets and concession prices were lower and consumers were less budget-conscious.
H1 2025 also brought some moderate good news on the return to office (RTO) front, with YoY visits nationwide up 2.1% and most offices seeing YoY office visit increases – perhaps due to the plethora of RTO mandates from major companies. But comparing office visitation levels to pre pandemic levels highlights the way left to go – nationwide visits were 33.3% below H1 2019 levels in H1 2025, with even RTO leaders New York and Miami still seeing 11.9% and 16.1% visit gaps, respectively.
So while the data suggests that the office recovery story is still being written – with visits inching up slowly – the substantial gap from pre-pandemic levels suggests that remote and hybrid work models have fundamentally reshaped office utilization patterns.
Five years post-pandemic, consumer behavior across the retail, dining, entertainment, and office spaces has crystallized into distinct new patterns.
Traffic to retail and dining venues now surpasses pre-pandemic levels, driven primarily by value-focused segments. But retail and dining segments that cater to higher income consumers –such as luxury apparel and fine dining – have also stabilized at a higher level, highlighting the bifurcation of consumer behavior that has emerged in recent years. Entertainment formats show more variability – while eatertainment traffic has settled above and museums below 2019 levels, and movie theaters still seeking stability. Office spaces remain the laggard, with visits well below pre-pandemic levels despite corporate return-to-office initiatives showing modest impact.
It seems, then, that the new consumer landscape rewards businesses that can clearly articulate their value proposition to attract consumers' increasingly selective spending and time allocation – or offer a premium product or experience catering to higher-income audiences.
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1. Overall dining traffic is mostly flat, but growth is concentrated in specific areas.
While nationwide dining visits were nearly unchanged in early 2025, western states like Utah, Idaho, and Nevada showed moderate growth, while states in the Midwest and South, along with Washington D.C., saw declines.
2. Fine dining and coffee chains are growing through expansion, not just busier locations.
These two segments were the only ones to see an increase in total visits, but their visits-per-location actually decreased, indicating that opening new stores is the primary driver of their growth.
3. Higher-income diners are driving the growth in resilient categories.
The segments that saw visit growth—fine dining and coffee—also attracted customers with the highest median household incomes, suggesting that affluent consumers are still spending on dining despite economic headwinds.
4. Remote work continues to reshape dining habits.
The share of suburban customers at fine dining establishments has increased since 2019, while it has decreased for coffee chains. This reflects a shift towards "destination" dining closer to home and away from commute-based coffee runs.
5. Limited-service restaurants own the weekdays; full-service restaurants win the weekend.
QSR, fast casual, and coffee chains see the majority of their traffic from Monday to Friday, whereas casual and fine dining see a significant spike in visits on weekends.
6. Each dining segment dominates a specific time of day.
Consumer visits are highly predictable by the hour: coffee leads in the early morning, fast casual peaks at lunch, casual dining takes the afternoon, fine dining owns the dinner slot, and QSR captures the late-night crowd.
Overall dining visits held relatively steady in the first five months of 2025, with year-over-year (YoY) visits to the category down 0.5% for January to May 2025 compared to the same period in 2024. Most of the country saw slight declines (less than 2.0%), though some states and districts experienced larger drops: Washington, D.C, saw the largest visit gap (-3.6% YoY), followed by Kansas and North Dakota (-2.9%), Arkansas (-2.8%), Missouri and Kentucky (-2.6%), Oklahoma (-2.1%), and Louisiana (-2.0%).
Still, there were several pockets of moderate dining strength, specifically in the west of the United States. January to May 2025 dining visits in Utah, Idaho, and Nevada increased 1.8% to 2.4% YoY, while the coastal states saw traffic rise 0.6% (California) to 1.2% (Washington). Vermont also saw a slight increase in dining visits (+1.9%).
Diving into visit trends by dining segment shows that fine dining and coffee saw the strongest overall visit trends, with visits to the segments up 1.3% and 2.6% YoY, respectively, between January and May 2025. But visits per location trends were negative for both segments – a decline of 0.8% YoY for fine dining and 1.8% for coffee during the period – suggesting that much of the visit strength is due to expansions rather than more crowded restaurants and coffee shops.
In contrast, full-service casual dining saw overall visits decrease by 1.5%, while visits per location remained stable (+0.2%) YoY between January and May 2025. Several casual dining chains have rightsized in the past twelve months – including Red Lobster, TGI Fridays, and Outback Steakhouse – which impacted overall visit numbers. But the data seems to show that their rightsizing was effective, as the remaining locations successfully absorbed the traffic and maintained performance levels from the previous year. And the monthly data also provides much reason for optimism, with May traffic up both overall and on a visit per location basis – suggesting that the casual dining segment is well positioned for growth in the second half of 2025.
Meanwhile, QSR and fast casual chains saw similar minor visits per venue dips (-1.5% and -1.2%, respectively). At the same time, QSR also saw an overall visit dip (-0.8%) while traffic to fast casual chains increased slightly (+0.3%) – suggesting that the fast casual segment is expanding more aggressively than QSR. But the two segments decoupled somewhat in May, with overall traffic and visits per venue to fast casual chains up YoY while traffic remained flat and visits per venue fell slightly for QSR – perhaps due to the relatively greater affluence of fast casual's consumer base.
Analyzing the income levels of visitors to the various dining segments over time shows that each segment followed a slightly different trend – and the differences in visitor income may help explain some of the current traffic patterns.
The only three segments with YoY visit growth – casual dining, fine dining, and coffee – also had the highest captured market median household income (HHI). Although the median HHI in the captured market of upscale and fine dining chains fell after COVID, it has risen back steadily over time and now stands at $98.0K – slightly higher than the $97.1K median HHI between January to May 2019. This may explain the segment's resilience in the face of wider consumer headwinds. Meanwhile, the median HHI at fast casual and coffee chains has fallen slightly, perhaps due to aggressive expansions in the space – including Dave's Hot Chicken and Dutch Bros – which likely broadened the reach of the segments, driving visits up and trade area median HHI down.
Like fine dining, casual dining also saw its trade area median HHI increase slightly over time – but the segment has still been facing visit dips. This could mean that, even though consumers trading down to casual dining may have boosted the trade area median HHI for the segment, it still might not have been enough to make up for the customers lost to tighter budgets.
The QSR segment saw its trade area median HHI remain remarkably steady – and visits to the segment have also been quite consistent – staying between $70.6K and $70.9K between 2019 and 2025 – which may explain why the segment's visits remained relatively stable YoY.
Diving into the psychographic segmentation shows that, although the fine dining segment attracted visitors from the highest-income areas between January and May 2025, fast casual chains drew the highest share of visitors from suburban areas, followed by casual dining and coffee. QSR attracted the smallest share of suburban visitors, with just 30.5% of the category's captured market between January and May 2025 belonging to Spatial.ai: PersonaLive suburban segments.
But looking at the data since 2019 reveals small but significant changes in the shares of suburban audiences in some categories' captured markets. And although the percentage changes are slight, these represent hundreds of thousands of diners every year.
The data shows that shares of suburban segments in the captured markets of fine dining chains have increased, while their share in the captured market of coffee chains has decreased. The shares of suburban visitors to QSR, fast casual, and casual chains have remained relatively steady.
This may suggest that the COVID-19 pandemic and the subsequent rise of remote and hybrid work models are still impacting consumer dining habits, benefiting destination-worthy experiences in suburban locales such as fine dining chains while reducing the necessity of daily coffee runs that were often tied to commuting and office work. Meanwhile, the stability in QSR, fast casual, and casual dining segments could indicate that these categories continue to meet consistent suburban demand for convenience and everyday dining, largely unaffected by the redistribution seen in the fine dining and coffee sectors.
Although QSR, fast casual, casual dining, fine dining, and coffee all fall under the wider dining umbrella, the data shows distinct consumer behavior patterns regarding visits to these five categories.
Limited service segments, including QSR, fast casual, and coffee tend to see higher shares of visits on weekdays, while full service segments – casual dining and fine dining – receive higher shares of weekend visits. Diving deeper shows that QSR has the largest share of weekday visits, with 72.3% of traffic coming in between Monday and Friday, followed by fast casual (69.8% of visits on weekdays) and coffee (69.4% of visits on weekdays.) Looking at trends within the work week shows that QSR receives a slightly larger visit share between Monday and Thursday compared to the other limited service segments. Meanwhile, coffee seems to receive the smallest share of Friday visits – 16.3% compared to 17.0% for fast casual and 17.2% for QSR.
On the full-service side, casual dining and fine dining chains have relatively similar shares of weekend visits (39.0% and 38.8%, respectively), but fine dining also sees an uptick of visits on Fridays (with 19.1% of weekly visits) as consumers choose to start the weekend on a festive note.
Hourly visit patterns also show variability between the segments. Coffee is the unsurprising leader of early visits, with 14.6% of visits taking place before 8 AM and, almost two-thirds (64.9%) of visits taking place before 2 PM. Fast casual leads the lunch rush (29.4% of visits between 11 AM and 2 PM), casual dining chains receive the largest share of afternoon (2 PM to 5 PM) visits, and fine dining chains receive the largest share of dinner visits, with almost 70% of visits taking place between 5 PM and 11 PM. QSR leads the late night visit share – 4.1% of visits take place between 11 PM and 5 AM – followed by casual dining chains (3.2% late night and overnight visit share), likely due to the popularity of 24-hour diners.
This suggests that each dining segment effectively "owns" a different part of the day, from the morning coffee ritual and the quick lunch break to the leisurely evening meal and late-night cravings.
An analysis of average visit duration also reveals a small but lasting shift in post-pandemic dining behavior. Between January and May 2025, the average dwell time for nearly every dining segment was shorter than during the same period in 2019. This efficiency trend is evident across limited-service categories like QSR, fast casual, and coffee shops, suggesting a continued emphasis on speed and convenience.
The one notable exception to this trend is upscale and fine dining, where the average visit duration has actually increased compared to pre-COVID levels. This may suggest that, while visits to most segments have become more transactional, consumers are treating fine dining more as an extended, deliberate experience, reinforcing its position as a destination-worthy occasion.

1. The Midwest is the only region where Black Friday retail visits outpace Super Saturday.
But several major Midwestern markets, including Chicago and Detroit, actually see higher shopper turnout on Super Saturday.
2. Holiday season demographic shifts also vary across regions.
Nationwide, electronics stores see a slight uptick in median household income (HHI) in December – yet in certain markets, electronics retailers such as Best Buy see a drop in captured market median HHI during this period.
3. Back-to-school shopping starts earliest for clothing and office supplies retailers in the South Central region, likely tied to earlier school schedules.
But back-to-school visits surge higher for these retailers in the Northeast later in the season.
4. The share of college students among back-to-school shoppers varies by region.
In August 2024, “Collegians” made up the largest share of Target’s back-to-school shopping crowd in New England, and the smallest in the West.
5. Mother’s Day drives the biggest restaurant visit spikes in the Middle Atlantic Region, while Father’s Day sees its biggest boosts in the South Atlantic states.
Mother’s Day diners also tend to travel farther to celebrate, suggesting an extra effort to treat mom.
6. Western states proved particularly responsive to McDonald’s recent Minecraft promotion.
During the week of A Minecraft Movie’s release, the promotion drove significantly higher visit spikes in the West than in the Eastern U.S.
Retailers rely on promotional events to fuel sales – from classics like Black Friday and back-to-school sales to unique limited-time offers (LTOs) and pop-culture collaborations. Yet consumer preferences and behavior can vary significantly by region, making it critical to tailor campaigns to local markets.
This report dives into the data to reveal how consumers in 2025 are responding to major retail promotions, exploring both broad regional trends and more localized market-level nuances. Where is Black Friday most popular, and which areas see a bigger turnout on Super Saturday? Where are restaurants most packed on Mother’s Day, and where on Father’s Day? Which region kicks off back-to-school shopping – and where are August shoppers most likely to be college students? And also – which part of the country went all out on McDonald’s recent Minecraft LTO?
Read on to find out.
Promotions aimed at boosting foot traffic on key holiday season milestones like Black Friday and Super Saturday are central to retailers’ strategies across industries. The day after Thanksgiving and the Saturday before Christmas typically rank among in-store retail’s busiest days, last year generating foot traffic surges of 50.1% and 56.3%, respectively, compared to a 12-month daily average. And
But a closer look at regional data shows that these promotions land differently across the country. In the Midwest, Black Friday outperformed Super Saturday last year, fueling the nation’s biggest post-Thanksgiving retail visit spike – a testament to the milestone’s strong local appeal. Meanwhile, in the Western U.S. Black Friday trailed well behind Super Saturday, though both milestones drove smaller upticks than in other regions. And in New England and the South Central states, Super Saturday achieved its biggest impact, suggesting that last-minute holiday specials may resonate especially well in that area.
Digging deeper into major Midwestern hubs shows that even within a single region, holiday promotions can produce widely different responses.
In St. Louis, Indianapolis, and Minneapolis, for example, consumers followed the broader Midwestern pattern, flocking to stores on Black Friday exhibiting less enthusiasm for Super Saturday deals. By contrast, Chicago and Detroit saw Super Saturday edge ahead, with Chicago’s Black Friday peak falling below the nationwide average of 50.1%. examples highlight the power of local preferences to shape holiday campaign results.
Holiday promotions don’t just drive visit spikes; they also spark subtle but significant changes in the demographic profiles of brick-and-mortar shoppers, expanding many retailers’ audiences during peak periods. And these shifts, too, can vary widely across regions.
Outlet malls, department stores, and beauty & self-care chains, for instance, which typically attract higher-income consumers, tend to see slight declines in the median household incomes (HHI) of their visitor bases in December. This dip may be due to promotions drawing in more mid- and lower-income shoppers during the peak holiday season. Electronics stores and superstores, on the other hand, which generally serve a less affluent base, see modest upticks in median HHI in the lead-up to Christmas.
But once again, drilling further down into regional chain-level data reveals more nuanced regional patterns. Take Best Buy, a leading holiday season electronics destination. In some of the chain’s biggest, more affluent markets – including New York, Los Angeles, and Chicago – the big-box retailer sees small dips in median HHI during December. But in Atlanta and Houston – also relatively affluent, but slightly less so – December saw a minor HHI uptick, hinting at a stronger holiday rush from higher-income shoppers in those cities.
Back-to-school promotions also play a pivotal role in the retail calendar, with superstores, apparel chains, office supply stores and others all vying for shopper attention. And though summer markdowns drive increased foot traffic nationwide, both the timing of these shifts and the composition of the back-to-school shopping crowd differ among regions.
Analyzing weekly fluctuations in regional foot traffic to clothing and office supplies stores shows, for example, that back-to-school shopping picks up earliest in the South Central region, likely due to earlier school start dates.
But the biggest visit peaks occur in the Northeast – with clothing retailer foot traffic surging in New England in late August, and office supplies stores seeing an even bigger surge in the Middle Atlantic region in early September. Retailers and advertisers can plan their back-to-school deals around these differences, targeting promotions to local trends.
Though K-12 families drive much of the back-to-school rush, college student shoppers also play a substantial role. And here, too, their participation varies by region.
For instance, the “Collegians” segment accounted for 2.2% of Target’s shopper base nationwide over the past year – rising to 3.0% in August 2024. But regionally, the share of “Collegians” soared as high as 4.0% in New England versus just 2.2% in the West. So while retailers in New England may choose to lean into the college vibe, those in Western states may place greater emphasis on families with children.
When it comes to dining, Mother’s Day and Father’s Day are the busiest days of the year for the full-service restaurant (FSR) category, as families treat their parents to a hassle-free meal out. And eateries nationwide capitalize on this trend by offering a variety of deals and promotions that add a little extra charm (and value) to the experience.
Nationwide, Mother’s Day drives more FSR foot traffic than Father’s Day – except in parts of the Pacific Northwest, where Father’s Day traditions run especially deep. Still, the size of these holiday boosts varies substantially by region.
This year, for instance, Mother’s Day (May 11, 2025) drove the largest FSR surge in the Middle Atlantic, with the South Atlantic and Midwest not far behind. Father’s Day, by contrast, saw its biggest lift in the South Atlantic. Mother’s Day proved least resonant in the West, whereas Father’s Day had its smallest impact in New England.
Dining behavior also differs between the two occasions. Mother’s Day celebrants display a slight preference for morning FSR visits and a bigger one for afternoon visits, while Father’s Day crowds favor evenings – perhaps reflecting a preference for sports bars and later dinners with dad. Another interesting nuance: On Mother’s Day, a larger share of FSR visits originate from between 3 and 50 miles away compared to Father’s Day, suggesting that families go the extra mile – sometimes literally – to celebrate mom.
While established dates like Black Friday or Mother’s Day naturally spur promotions, brands can also craft their own moments with limited-time offers (LTOs). And much like holiday campaigns, these retailer-led events can produce varied outcomes across different regions.
Fast food restaurants, for example, have leaned heavily on limited-time offers (LTOs) and pop-culture tie-ins to fuel buzz in what remains a challenging overall market. And McDonald’s recent Minecraft promotion, launched on April 1, 2025 to coincide with the April 3 release of A Minecraft Move, shows just how impactful the practice can be.
Nationally, the Minecraft promotion (featuring offerings for both kids and adults) drove a 6.9% lift in visits during the movie’s opening week. But the impact of the promotion was far from uniform across the U.S. Many of McDonald’s Western markets – including Utah, Idaho, Nevada, California, Texas, Arizona, Colorado, and Oregon – recorded visit lifts above 10.0%. Meanwhile, Kentucky saw a 2.1% dip, and several other Eastern states registered modest gains below 3.0%. The McDonald’s example illustrates the power of regional tastes to shape the success of even the most creative pop-culture collabs.
Whether it’s properly timing holiday and back-to-school discounts, recognizing where Mother’s Day or Father’s Day will resonate more, or pinpointing markets that respond best to pop-culture tie-ins, the data reveals that effective promotions depend heavily on local nuances. And by analyzing regional and DMA-level trends, retailers and advertisers can craft compelling, relevant campaigns that heighten engagement where it matters most.
