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McDonald's and Chipotle, two of the most significant players in the quick-service and fast-casual dining sectors, are maintaining a promising trajectory despite the current economic uncertainty. With the first quarter of 2025 concluded, we examined their recent visit patterns and explored some of the strategies these two dining giants are employing to drive visits.
Although the visit gap to McDonald’s widened slightly – from -1.7% year-over-year (YoY) in Q4 2024 to -2.6% in Q1 2025 – traffic to the chain still remains close to last year's levels, suggesting that its value proposition continues to resonate strongly with its customer base even during times of economic uncertainty.
Meanwhile, Chipotle continues to see YoY visit growth, with YoY foot traffic to the chain rising by 4.5% in Q1 2025.
Some of the company’s strength may be attributed to its strategic fleet expansions, particularly in smaller markets. Moving forward, Chipotle has set its sights on opening roughly 350 new locations throughout 2025, with a focus on drive-through – another major growth driver for the chain.
A Minecraft Movie debuted on April 3rd, 2025, and McDonald’s, perhaps recalling the success of its Adult Happy Meal promotion, participated in the movie rollout by offering a Minecraft Movie special. The meal, which includes Minecraft-themed collectibles, is available for a limited time, creating a sense of urgency for diners – something that McDonald’s has used in the past to great success.
The impact of the special was already evident in the first week following the release. Visits to McDonald’s on Tuesday, April 1st – when the special launched – were 12.2% higher than the year-to-date (YTD) average Tuesday visit count for 2025. And the launch provides a continued boost to the chain, with visits on the following two Tuesdays elevated by 9.5% and 7.4%, respectively, relative to the YTD Tuesday visit average.
Chipotle, too, has leveraged limited-time offers and specials to great success, with chicken-focused promotions like 2024’s Chicken al Pastor and, more recently, the introduction of a Honey Chicken special driving visits to the chain.
Visits to Chipotle jumped by 6.3% above the YTD weekly visit average during the week of March 10th, 2025, when the special launched, and remained elevated through the rest of the month. While visit numbers had been trending slightly upward towards the end of February, the launch of the Honey Chicken special seems to have driven a sustained visit surge. Burrito Day provided another visit boost to the chain, with Thursday visits on April 3rd – the day of the launch – elevated by 13.0% relative to the YTD Thursday visit average.
McDonald’s and Chipotle are maintaining their position in a challenging market, driving visits through carefully considered expansion, specials, and promotions.
Will these visits continue to hold pace as Q2 gets underway?
Visit Placer.ai for the latest data-driven dining insights.

Los Angeles is famous for its film and music industry, but the city also boasts several world-class museums that educate and entertain local visitors and tourists alike. We dove into the data for several of LA’s top museums in order to examine the visitation patterns and demographics of museum goers in the City of Angels.
Analyzing monthly visits to the top LA museums over the past 12 months reveals that although most receive a visit boost in the spring and summer, each institution has a unique seasonal visit pattern.
The California Science Center and La Brea Tar Pits and Museum received the largest July visit surges, likely due to heavy traffic from young families on vacation. Meanwhile, The Petersen Automotive Museum received the largest December visit spike, perhaps due to a boost from private holiday events. And The Museum of Contemporary Art appears to have maintained a steady flow of visitors – experiencing a relatively muted summer uptick, but relatively robust visits in the fall.
Diving further into the data reveals that LA museums are particularly popular with hyper-local visitors and with out-of-towners: Every museum analyzed received large shares of visitors from less than 30 and/or from more than 250 miles away, with fewer visitors coming from 30-250 miles.
The California Science Center received the greatest share of visitors residing less than 30 miles (60.7%) from the museum, perhaps due to its popularity with educational groups and its location in bustling Exposition Park.
Griffith Observatory, with views of the Hollywood sign and Los Angeles's urban landscape, was highly popular with out-of-town visitors – 48.7% of guests resided at least 250 miles away. And as a unique active fossil excavation site, La Brea Tar Pits and Museum was also favored by out-of-town visitors (42.9% of guests came from 250+ miles away).
The relatively high shares of out-of-town visitors at most LA museums analyzed highlights the role that tourists play in supporting LA’s cultural institutions. And diving into the median HHI in the museums’ captured market reveals that these out-of-towners may represent a particularly desirable audience.
In general, the museums analyzed tend to attract a relatively wealthy audience. In 2024, the median household income (HHI) in all the analyzed museums’ captured market trade areas was higher than the median HHI nationwide ($79.6K/year) – perhaps due to California’s relatively high median HHI of $99.3K/year. Most museums also drove traffic from regions with a higher median HHI than the state benchmark – likely due to the relative affluence of the Los Angeles area. The Getty and The Museum of Contemporary Art’s captured trade areas had the highest median HHIs, at $107.2K/year and $103.7K/year, respectively.
But when analyzing only out-of-town visitors (who traveled 250 miles or more), the median HHIs of the captured trade areas increased – indicating that out-of-town museum guests were more affluent than local ones. This suggests that tickets to special exhibitions could be set at higher price points during peak seasons when more out-of-town guests are anticipated.
Though there are similarities between the behavior and demographics of visitors to LA’s museums, they each experience somewhat distinct seasonal visit patterns and attract diverse audiences. With the busiest museum season ramping up, cultural institutions stand to gain from understanding the changing characteristics of their guests.
For more insights, visit Placer.ai.

Marketers, retailers, and category managers spend a lot of time trying to analyze the retail preferences of Gen Z shoppers. Meanwhile, Gen X and Baby Boomers are seldom considered, even though almost 40% of American adults are aged 55 or older. We analyzed the latest data to better understand these frequently overlooked consumer segments.
Although the overwhelming majority of older Americans spend several hours a day online and over half of American seniors own a smartphone, the data indicates many consumers aged 55+ are still more comfortable shopping in-store.
Comparing the age distribution among adult visitors to Walmart’s website with the age distribution in Walmart’s offline trade area shows that older consumers (aged 55+) are overrepresented in the retailer’s offline trade area relative to its online visitor base.
Offline shopping offers a range of benefits, from personalized service to the ability to physically examine products and the convenience of walking out with the purchased items. Retailers looking to increase their penetration with older audience segments might consider investing in brick-and-mortar stores that give older consumers the shopping experience that best fits their needs.
For retailers looking to reach Gen X and Baby Boomers, merely building brick-and-mortar channels may not be enough – brands should also ensure that the in-store experience is optimized for older audiences. And the first step may be ensuring that staffing and opening hours are adapted to the shopping habits of older Americans.
Analyzing the hourly visit distribution at L.L. Bean and Ocean State Job Lot – two chains particularly popular with a variety of older audiences – suggests that Gen X and Baby Boomer shoppers may prefer visiting stores earlier in the day: Visits between the hours of 9 AM and 2 PM accounted for a much larger share of visits to both chains when compared to visitation behavior for the wider category. So retailers seeking to attract Gen X and Baby Boomers may consider earlier opening hours and robust staffing during the late morning and early afternoon.
At the same time, while many older consumers do exhibit some commonalities – such as a preference for offline shopping or for earlier-in-the-day store visits – it is important to remember that older shoppers are not a monolith. Like other age-based market segments, the label of “older consumer” lumps together a variety of customer types from various socioeconomic backgrounds representing a wide array of values and interests. Retailers looking to cater to this demographic should also consider the particular characteristics of their target audience beyond the general attributes common to many older consumers.
The chart below shows the share of various “Boomer” segments (from the Spatial.ai: PersonaLive dataset) in the trade areas of seven apparel retailers popular with older consumers. All these segments – Sunset Boomers, Suburban Boomers, and Budget Boomers – consist of consumers aged 65-74, but their living arrangements and household income levels vary. And as the chart shows, each Boomer segment exhibits unique brand affinities.
Sunset Boomers – the most affluent segment – were significantly overrepresented in the captured markets Talbots, Anthropologie, Vineyard Vines, and Chico’s. Suburban Boomers – middle-class older consumers – were also slightly overrepresented in Talbots, Vineyard Vines, and Chico’s captured market, but were underrepresented for Anthropologie and significantly overrepresented at Boscov’s. And Budget Boomers – older consumers with household incomes of $35K to $50K – were overrepresented in Bealls and Cato’s captured market even though these retailers did not seem particularly popular with the other two Boomer segments.
To effectively target older consumers, retailers should assess how their products and services align with the unique tastes and spending abilities of each Boomer and Gen X sub-segment.
Older consumers make up a significant share of U.S. shoppers, even though this demographic is not always top of mind for marketers and retailers. By embracing the continued importance of physical stores and adapting to the specific shopping behaviors of Baby Boomers and Gen X consumers, retailers can cultivate stronger engagement with these segments. Ultimately, though, success with this audience will hinge on recognizing the heterogeneity of older shoppers and tailoring strategies accordingly.
For more data-driven retail insights, visit placer.ai/anchor.

After leap year comparison induced year-over-year (YoY) declines in February 2025, foot traffic to the Placer 100 Index for Retail & Dining stabilized in March 2025 to just -0.3% below 2024 levels – an impressive performance considering the severe weather that impacted large parts of the country.
State-level analysis of March 2025 visits to the Placer 100 Index reveals that massive storms indeed contributed significantly to regional foot traffic declines. States that bore the brunt of inclement weather in March 2025 – particularly in the Southeastern and Central United States – appeared to experience the steepest YoY visit gaps.
Despite the extreme climate conditions, some chains managed to plow ahead, enjoying visit growth in March 2025. Once again, Chili’s Grill & Bar held on to the top spot in the Placer 100 Index for YoY visits (22.6%) and visits per location (23.4%) growth, likely due to continued success in the areas of value and virality. Meanwhile, three fitness chains made the top 10 in YoY visits – Crunch Fitness (22.5%), LA Fitness (10.0%), and Planet Fitness (9.7%), at least in part due to continuing expansions of their respective footprints.
Expansion is perhaps only one driving factor behind the success of Crunch Fitness, Planet Fitness, and LA Fitness in March 2025. The beginning of the year is generally busy for fitness chains as many consumers adopt new years’ resolutions to get in shape, even if many abandon their pursuit down the line. But the data suggests that Crunch Fitness, Planet Fitness, and LA Fitness experienced visit growth in March in part due to a sustained increase in visitor frequency.
All three chains saw an increase in the share of visitors visiting 8 or more times in March 2025 compared to 2024, indicating that the chains are driving more traffic from fitness-invested visitors. And these fitness buffs, who attend the gym quite often, are perhaps less likely to give up on their fitness goals during the year, which bodes well for the fitness chains’ chances to sustain members and elevated traffic in the months ahead.
The Placer 100 Index for March 2025 demonstrates the effect of harsh winter conditions on retail and dining visits. Still, the strong performance of several chains highlights the consumer trends and brand strategies that can drive growth.
For more insights anchored in location analytics, visit Placer.ai/anchor.

It’s hard to imagine, but we’ve eclipsed the five year anniversary of the onset of the pandemic lockdowns across the U.S., when the retail industry was transformed overnight. By April 2020, thousands of stores had closed and uncertainty loomed. At the time, it felt like the potential end of physical retail that the industry had been ruminating over for years.
Five years later, the industry looks mostly like it did at the beginning of 2020. Online shopping did not kill physical retail, and although e-commerce adoption has substantially increased since pre-pandemic – fueled by the spike in new online shoppers in 2020 – the vast majority of retail transactions (over 80%) still occur in brick-and-mortar locations.
At the same time, while the retail industry looks similar to itself structurally, there have been numerous changes at the category level. Many large ticket purchases like consumer electronics and home furnishings that experienced a pull forward in demand during the pandemic waned over the past few years. Visits to apparel retailers and department stores looked, for a while, like they would never recover. And as people emerged from their homes or found their way to TikTok, beauty became the in-demand category that spread like wildfire. Grocery shopping went from a mundane chore to a form of consumer escapism in 2020; in many ways, that behavior has stuck for shoppers as they now frequent more grocery chains in their journey.
We’ve also observed some fundamental changes across U.S. consumers; more workers still work from home than before the pandemic, although return to office numbers keep rising. And many city dwellers who migrated during the peak pandemic period still remain in more suburban and rural areas.
So what have the past five years taught us about U.S. shoppers? First, we’ve learned that consumers are much more resilient than we give them credit for as they demonstrated a remarkable ability to both adapt to unprecedented circumstances and return to their former shopping habits once the situation normalized. Second, consumers are very cyclical in their behaviors and interests – five years after the pandemic’s start, many of the categories that suffered are coming back into their own. And, as consumers face different types of economic uncertainty, we should be optimistic that they can weather different types of storms. But perhaps the key lesson from the past five years has been that brick-and-mortar stores serve a distinct purpose to both retailers and shoppers – and that physical commerce is definitively here to stay.
Looking at the Placer 100 Retail and Dining Index reveals that visits to retail and dining locations not only rebounded from the pandemic, but have surpassed pre-pandemic levels. There are a few underlying causes that could have contributed to these changes: store and unit openings, a higher frequency in visits to certain categories, and increased consumer demand.
At the same time, dwell times across the macro retail industry have shifted since the pandemic as consumers are generally spending less time in stores than they did in 2019. There could be a few reasons contributing to this decrease: a higher adoption of e-commerce as a research tool before visiting a store, a higher utilization of BOPIS and curbside offerings, or more frequent visits leading to shorter individual trips but longer overall time in store. Last year (2024) also saw a higher share of weekday visits compared to the pre-pandemic period, where more consumers shopped on the weekend.
From a consumer perspective, as we wrote about recently, higher income households are more important to the retail industry than prior to the pandemic – even though they account for fewer visits overall. Meanwhile, lower income households are visiting retailers more frequently, especially in essential categories, as they look to combat inflationary pressures that exploded since the pandemic.
What did the pandemic reveal about essential retail categories? For many consumers, these segments got them through the peak pandemic time period as discretionary retail locations remained closed. Grocery stores, pharmacies, and superstores provided a sense of normalcy for shoppers as visiting a store became much more than a weekly errand. Today’s shoppers mirror many of those behaviors; they visit these types of retailers more frequently and don’t balk at making an extra trip for that “must-have” item from a specific chain.
Looking at the relative share of visits by category shows that dollar and discount stores gained the most visit share compared to the pre-pandemic trends. These chains have invested heavily in fresh food items and assortment expansion to become more of a destination for shoppers, especially those who are more price sensitive. So while visitation growth to dollar store chains did stagnate in 2024, even as retailers continued to expand store fleets, the leading players in this category have already entrenched themselves deeper into consumers' shopping journey compared to the pre-pandemic period.
Similarly, value based grocers and warehouse clubs have become more frequent stops in consumer daily routines, even if their share of visitation hasn’t risen dramatically. These chains have benefitted from changes in consumer behavior over the past five years: Warehouse clubs were well positioned for consumers who migrated from urban to suburban environments, and value grocery stores such as Aldi and Trader Joe’s became a safe haven for consumers trying to combat inflationary pressures as the country emerged from the pandemic.
The one sector that hasn’t fared as well? The drugstore channel. The increase in visitation during the vaccine roll out period didn’t result in long term sustained traffic, and drugstores with their expansive store fleet have struggled to find their true value proposition as competition from wellness chains (such as GNC & Vitamin Shoppe), beauty retailers, and superstores grew. Drug-based retailers are still working to right size business today, as further constrained shoppers look elsewhere.
Essential retail players have had to contend with ever-evolving consumer needs in the post-pandemic period and continue to play a key role in the return for normalcy. Some sectors have fared better than others, but those that have emerged as winners looked to stay in lock step with their consumers on their journey. Retailers realized that they didn’t have to be the best at everything – experience, convenience, value, and assortment – but they needed to lean into their speciality to be successful.
On the other end of the retail spectrum, discretionary categories have faced headwinds as consumers exited the peak pandemic period. The peak pandemic years (2020 and 2021) were banner years for retail segments that cater to shoppers’ “wants”. But as the need to self-soothe with goods waned and inflationary pressures rose, consumers walked away from many of the retailers who had benefited from their behavioral changes. (The declines in foot traffic in these categories likely also reflected some of the shift to online channels, as most of these retailers were forced to shut their doors during the early days of COVID.)
It’s been a long road to recovery for discretionary businesses, but we began to see some renewed signs of life over the past year. These retailers must remain vigilant in their quest for relevance with shoppers; high levels of uncertainty, debts, and increasing focus on value all still present headwinds for the retail industry – particularly those who focus on satisfying desires instead of needs.
In reviewing the visitation growth since 2022, discretionary retail could be broken into two performance categories: beauty and everything else. As we’ve written previously, the beauty industry was able to ride the wave of post-lockdown consumer behaviors, including the need to replace outdated products that hadn’t been worn while spending more time at home. At the same time, consumers also became more enamored with mass beauty brands, or those sold at drugstores or mass merchants at lower price points. The success of these brands and retailers that harnessed the power of consumer choice, like Ulta Beauty, intersected with a strong consumer desire for value. And although 2024 was a year of reckoning for the beauty industry as the consumer shifts towards other priorities, the category’s strong success during the early post-pandemic period cannot be overstated.
The performance of other discretionary segments has been more mixed. Categories that saw meteoric growth during the pandemic lockdowns – such as home furnishings, home improvement and consumer electronics – failed to sustain momentum. Apparel trends, like the rise of athleisure, had helped drive continued demand to retail chains and department stores even without the need for traditional clothing, and as life got back to normal and these trends faded, retailers saw year-over-year declines in visitation.
But the 2024 data began the slow rebound of some of these categories, particularly in home and apparel. Home furnishings, home improvement, and consumer electronics may continue to see a rebound in 2025 as we enter a new replacement cycle and those who purchased these categories during the pandemic look to refresh their homes and upgrade their technology. Apparel’s rebound can be attributed to a resurgence of national brands as increased use of semaglutide medications and an interest in healthy living drive shoppers to revamp their wardrobes.
The one area of discretionary retail that outperformed its competitors and continues to shine? The off-price channel has had an extraordinary few years of visitation growth since the onset of the pandemic. Off-price retailers have enticed consumers with the perfect blend of value orientation, in-store experience, and immediacy that drive repeat visitation and keep shoppers engaged. The success of off-price retail also underscores the continued importance of physical retailers, despite the initial changes in behavior during the pandemic. This sector of discretionary retail is probably best positioned to handle the potential economic uncertainty of 2025 and beyond.
Overall, the discretionary side of the retail industry has begun to recover from its challenging few years of visitation, but 2025 does pose uncertainty that could impact consumers’ disposable income levels. Retailers that cater to consumers’ “wants” must work even harder to stay on their customers’ radar and entice shoppers to come into physical retail locations instead of shopping online or via social media platforms. As mentioned earlier, high income shoppers are going to become even more valuable to this sector of retail as it tries to maintain momentum.
The retail industry has undergone a tremendous transformation over the past five years. But while so much has evolved, there is still a lot of opportunity for the industry to be more agile in its ability to satisfy consumer demands. Despite the early days of store closures during the pandemic, physical retail not only bounced back, but has flourished. Retailers continue to focus on upgrading store fleets and opening new stores. Stores have moved away from being experiential to trying to just provide a good shopper experience. Retail’s reality is that consumers still face many challenges ahead, especially economic uncertainty. But, the pandemic highlighted the resilience of both retailers and shoppers to support one another, which will hopefully continue into the future of retail.

The battle for theme park dominance in Orlando is heating up this spring and summer. The highly anticipated opening of Universal Orlando Resort’s Epic Universe on May 22nd brings a third theme park gate to the resort, inching closer to the count of Walt Disney World. Universal has been slowly chipping away at Disney’s stronghold over the Orlando market with new resort hotels, water parks and now the addition of a third gate, while Disney has concentrated efforts around upgrades to existing parks and expansion of programs like the Disney Vacation Club.
The opening of Epic Universe reveals some of the tension brewing beneath the surface when it comes to changing consumer demands. Visiting the resorts in Orlando, a rite of passage for many families, has gotten much more expensive in recent years, and theme park ticket prices are similar at both destinations, although Walt Disney World does have a higher overall Median Household Income in its captured market. According to Placer.ai’s cross-visitation analysis, 40% of visitors to Universal Orlando Resort also visit Walt Disney World, signaling that Epic Universe needs to wow in order to keep visitors on property instead of resort hopping.
Placer.ai’s foot traffic estimates show that the two resorts attract slightly different demographic profiles. Walt Disney World attracts a higher distribution of Ultra Wealthy Families and Wealthy Suburban Families, while Universal Orlando Resort captures more visits from middle-income cohorts like Blue Collar Suburbs, City Hopefuls and Near-Urban Diverse Families. There’s even a difference in the young people who visit each resort: Walt Disney World captures more Young Professionals – the potential “Disney Adults” – whereas Universal sees a higher share of visits from Young Urban Singles.
With the year-over-year price increases, even a wealthier base of visitors may not help to sustain visitation with a new theme park opening and uncertain economic headwinds. Both Orlando destinations are up against a changing consumer base and theme park loyalists who expect the highest standard of excellence and innovation.
For more data-driven consumer insights, visit placer.ai/anchor.

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.

New year, new retail opportunities. And though 2023 is firmly in the rearview mirror, the economic headwinds that characterized much of the year have yet to fully dissipate. But every challenge also brings with it new opportunities, and many retailers are adapting to meet their customers' changing wants and needs.
This white paper analyzes location intelligence for 10 brands poised to succeed in 2024. Some, like low-cost apparel and home furnishing stores, are benefitting from consumer trade-down. Others are expanding into rural or suburban areas to meet customers where they are. Read on for some of 2024’s retail winners.
Until around four years ago, New Balance sneakers were commonly seen on the feet of suburban dads – not exactly a recipe for high fashion. But all that began to change in 2019 when the company began collaborating with Teddy Santis, who eventually became New Balance’s creative director. Since then, the brand’s popularity has surged among Gen Z and X and is now one of the fastest-growing sneaker companies in the industry, despite the increasing competition in sneaker space. In 2023, foot traffic to New Balance stores grew 3.3% year-over-year (YoY) and the brand has firmly established itself as ultimate retro cool.
Diving into the demographics of New Balance stores’ captured market trade area reveals the success of the chain’s rebranding. In 2023, New Balance’s trade area included larger shares of “Ultra Wealthy Families,” “Young Professionals,” and “Educated Urbanites” than the average shoe store’s trade area – highlighting New Balance’s successful reinvention as a brand for the young and hip.
The home improvement space is dominated by Lowe’s and Home Depot – but Harbor Freight Tools is quickly making a name for itself as a go-to destination for affordable tools and supplies.
Over the past few years, Harbor Freight Tools has expanded rapidly, with many of its new stores opening in smaller towns and cities. And the expansion appears to be paying off, with visits up YoY during every month of 2023. And although the chain is now operating with a significantly larger store fleet, the average number of visits per venue has generally increased – indicating that the company is expanding into markets where it is meeting a ready demand.
Over a decade after Mackelmore dropped his smash hit “Thrift Shop” in 2012, second-hand stores are still enjoying their time in the limelight. Shoppers, driven by a desire to reduce waste, find unique styles, and to save a few dollars at the till, continue to flock to thrift stores. And Winmark Corporation, which operates five secondhand goods chains – including apparel brands Plato’s Closet (young adult clothes), Once Upon a Child (children's clothes and toys), and Style Encore (women's clothing) – has benefited from the strong demand. Visits to the three Winmark clothing banners increased an average of 5.3% YoY in 2023.
The median household income (HHI) in the trade areas of Winmark’s apparel chains tends to be lower than the median HHI in the wider apparel category – so budget-conscious consumers are driving at least some of the company’s growth. With more consumers looking for ways to cut back on spending in 2024, the demand for second-hand clothes is expected to grow even further – and Winmark is likely to continue reaping the benefits.
HomeGoods, a treasure hunter's dream, is the discount home furnishing retailer owned by off-price retail giant TJX Companies. The chain, which operates over 900 brick-and-mortar stores, recently closed its e-commerce platform to focus on its physical locations – where foot traffic grew 6.0% between 2023 and 2022.
HomeGoods carries kitchen and home decor items along with furniture, and may be benefiting from the relative strength of the houseware segment, driven in part by an increase in at-home entertainment. And in a surprising twist, this low-cost retailer attracts more affluent visitors than visitors to the home furnishing segment overall. The median household income (HHI) in HomeGoods’ trade area stood at $84.7K/year compared to a $78.5K median HHI in the trade area of the average home furnishing chain. As economic uncertainty and the resumption of student loan payments impact consumers, wealthier shoppers seeking a budget-friendly home refresh are likely to continue choosing HomeGoods over pricier alternatives.
Florida-based Bealls, Inc., which got its start as a small town five-and-dime in 1915 in Bradenton, Florida, now operates over 600 stores across the country. The company, which saw an impressive 9.0% YoY increase in visits in 2023, recently consolidated its two largest banners – Burkes Outlet and Bealls Outlet – under the Bealls name.
One reason for Bealls’ success could be its appeal to rural consumers. Over the past five years, the share of households falling into Spatial.ai: PersonaLive’s “Rural Average Income” segment has steadily increased, growing from 12.6% in 2019 to 15.1% in 2023. With rural shoppers continuing to command ever-more attention from retailers, the increase in visits from this segment bodes well for Bealls in 2024.
Ollie’s Bargain Outlet was built for this economy. The chain saw a 13.0% YoY increase in visits in 2023, thanks in part to its popularity among a wide array of budget-conscious consumers. Ollie’s has found success with rural shoppers while maintaining its appeal among value-oriented suburban segments – and the chain’s diverse audience base seems to be setting it apart from other discount retailers.
A closer look at the chain’s captured market data, layered with the Spatial.ai: Personalive dataset, reveals that Ollie’s trade area includes larger shares of the “Blue Collar Suburbs” and “Suburban Boomer” segments when compared to the wider Discount & Dollar Stores category. As the chain plots its expansion, focusing on suburban and rural areas may help Ollie’s meet its customers where they are.
Trader Joe’s has managed to do what few stores can. The company does not invest in marketing, has no online shopping options, and loyalty programs? Forget about it. But despite this unusual approach to running a business, the California native has enjoyed consistent success over the years, with a 12.4% YoY increase in visits in 2023.
Trader Joe’s is particularly popular among younger shoppers, perhaps thanks to the company’s focus on sustainability and social responsibility – as well as its famously low prices. Analyzing the chain’s trade area using the AGS: Panorama dataset reveals that Trader Joe’s attracts more “Emerging Leaders” and “Young Coastal Technocrats” (segments that describe highly educated young professionals) than the average grocery chain. With Gen Z particularly concerned about putting their money where their mouth is, Trader Joe’s is likely to sustain its momentum in 2024 and beyond.
Convenience stores are growing up and evolving into bona-fide dining destinations. And Foxtrot, a Chicago-based chain with 29 stores across Texas, Illinois, Washington, Maryland, and Virginia, is one c-store redefining what a convenience store can be. The chain, which announced a merger with Dom’s Kitchen in November 2023, offers an upscale convenience store experience and is particularly known for including local brands in its product assortment as well as its excellent wine curation and dining options.
Visitors to the chain were significantly more likely to fall into AGS: Behavior & Attitudes dataset’s “Wine Drinker” or “Nutritionally Aware” segments than visitors to nearby convenience stores. The company plans to ramp up store openings, particularly in the suburbs, where convenience and a good bottle of wine might just find the perfect home as a welcome distraction from the daily grind.
Jersey Mike’s is one of the fastest-growing franchise dining chains in the country, operating over 2,500 locations in all 50 states. The sandwich chain has seen its popularity take off over the past few years, with 2023 visits up 14.1% YoY and plans to open 350 new stores in 2024.
The company has long prioritized affluent class suburban customers – and visitation data layered with the Experian: Mosaic dataset reveals that Jersey Mike’s has indeed succeeded in attracting this audience. The percentage of “Booming with Confidence” and “Flourishing Families” (both affluent segments) in Jersey Mike’s trade area was larger than in the trade areas of the average sub sandwich chain. As Jersey Mike’s continues its expansion, focusing on suburban areas may continue to serve the chain well.
The East Coast may not be the first region that pops to mind when thinking about tropical smoothies – but New Jersey-based Playa Bowls is making it work. The company was founded by avid surf enthusiasts determined to bring the flavors of their favorite surfing towns stateside.
Playa Bowls has enjoyed strong visit numbers in 2023, with overall visits up 23.0% and average visits per venue up 17.1% YoY – and part of the chain’s success may be driven by its ability to draw wealthier customers to its stores. The Experian: Mosaic dataset reveals that the “Power Elite” segment is overrepresented in the company’s trade areas: The share of households falling into that segment from Playa Bowl’s captured market exceeded their share in the company’s potential market. As the chain continues expanding its domestic footprint, it seems to have found its niche among a wealthy customer base.
The past year saw a wide range of challenges facing brick-and-mortar retailers as economic fears continued to shake consumer confidence. But there are plenty of bright spots as the new year gets underway. These ten brands prove that the retail world never stands still, and that the next opportunity is just around the corner.
