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As new retail construction slows, the trend of repurposing underperforming malls is accelerating, offering exciting opportunities to transform these properties into vibrant mixed-use developments. By blending retail, lifestyle, entertainment, and essential services, these redevelopments can better serve the evolving needs of today’s consumers. Class B malls offer significant potential for investors and retailers to unlock value while meeting the needs of local communities.
According to Green Street, there are 250 Class-B malls in the U.S., making up 28% of all U.S. malls. These properties are typically located in suburban or secondary markets and often feature a mid-tier tenant mix of national and regional retailers within a traditional enclosed mall format. According to Green Street data, A-rated malls boast an impressive 95% occupancy rate, while B malls sit at 89%. Meanwhile, occupancy drops significantly to 72% for C-rated malls and below.
B Malls face a number of challenges in addition to their higher vacancy rates, including lower sales per square foot, less desirable locations, outdated designs, and competition from newer lifestyle centers that offer a more dynamic mix of retail, dining, and entertainment.
Class-B malls, despite their challenges, offer a compelling opportunity for adaptive reuse. Often priced below their original value, these properties are ideal for redevelopment into community-centric hubs, featuring a mix of residential, retail, and public spaces. Reimagining these spaces not only allows investors and developers to achieve significant returns, but also fosters positive economic growth in local communities. For retailers, these revitalized spaces offer the chance to thrive in environments with increasing foot traffic and elevated customer engagement.
Hawthorn Mall, a premier two-story super-regional shopping center in Vernon Hills, Illinois, is one B Mall currently undergoing a significant transformation – and early data suggests that the revitalization efforts are already bearing fruit.
Owned by Centennial Real Estate, Hawthorn is strategically positioned at the intersection of Lake County’s key thoroughfares, offering exceptional convenience and accessibility. The center is anchored by major brands like AMC, Dave & Buster’s, JCPenney, and Macy’s, with a diverse mix of more than 60 retailers and restaurants, including Anthropologie, FP Movement, H&M, Lovesac, PGA Tour Superstore, Perry’s Steakhouse & Grille, and Pure Barre. Now, in the midst of redevelopment, Hawthorn is evolving into a vibrant mixed-use community, integrating luxury residential, expanded retail and dining, and pedestrian-friendly spaces.
Although the Hawthorn Mall redevelopment is still under way, visit quality to the mall has already improved – with the median visit duration rising from 54 minutes between April 2022 and March 2023 to 61 minutes between April 2024 and March 2025. The median household income in Hawthorn’s captured market has increased as well, perhaps thanks to the addition of a luxury apartment complex on the mall’s property. Lastly, the share of evenings visits also grew, suggesting that Hawthorn's revamped dining and entertainment are making it an increasingly popular evening destination for locals.
Class-B malls represent a unique opportunity to meet both market demands and community needs through thoughtful redevelopment. While challenges such as securing financing, navigating zoning and regulatory hurdles, and managing costs exist, the potential rewards are significant. Successful redevelopment requires targeted tenant curation, strategic location, and a bold, forward-thinking vision. With expansive footprints, prime access, and adaptability, Class-B malls are perfectly positioned to evolve into dynamic, mixed-use centers – redefining retail experiences and meeting the needs of modern consumers and communities.

Traffic to First Watch continues to climb as the company forges on with its expansion. Visits to the chain were 7.3% higher year-over-year (YoY) in Q1 2025 as visits per location held essentially steady (-0.8% YoY) – revealing that demand for the breakfast, brunch, and lunch dining concept remains robust despite the consumer headwinds.
And according to the latest monthly data, First Watch may be in even better shape than its already strong Q1 2024 visit numbers suggest. In April 2025, overall visits to the chain grew 10.5% YoY while visits per location increased by 3.0% – indicating that the morning and afternoon-focused dining brand likely still has more room to grow.
For more data-driven consumer analysis, visit placer.ai/anchor.

While Warby Parker and Allbirds both originated as direct-to-consumer brands, they have since firmly established themselves as brick-and-mortar retailers. Warby Parker, known for its quirky and affordable approach to eyecare, has around 270 stores in the United States, while Allbirds, which recently underwent a significant rightsizing process, currently operates 24 stores across the country.
We took a look at the visit data for the two retailers to explore how they are faring thus far in 2025.
Warby Parker continues to impress. The eyewear chain, which transitioned from an online-only model to physical stores in 2013, spent 2024 adding stores to its current fleet – and visit data highlights the positive impact of this expansion.
Q4 2024 and Q1 2025 visits to Warby Parker were 13.4% and 6.6% higher, respectively, than in Q4 2023 and Q1 2024. Average visits per location, too, showed growth in Q4 2024 (+4.9%), though they slowed slightly in Q1 2025. Still, Warby Parker’s ability to drive visit growth while keeping average visits per location stable suggests that its expansions are meeting with consistent demand.
Weekly visits from 2025 onward highlight the brands’ strong positioning, with YoY visit growth in most analyzed weeks. (The significant YoY visit decline during the weeks of March 31st and April 7th is likely due to the comparison with last year’s major eclipse-related promotion, during which the chain offered free solar eclipse glasses.)
Shoewear company Allbirds has been charting a new performance course over the last year. The chain, known for its sustainable approach to footwear, recently closed nearly a third of its U.S. fleet in an attempt to optimize its stateside operations. And this consolidation, which allows Allbirds to prioritize top-performing locations, has yielded promising results for the chain.
While YoY visits were down across all analyzed months – an anticipated outcome given the significant reduction in store count – average visits per location, a more relevant indicator of Allbirds’ performance, were up on a near-constant basis. In Q1 2025, visits declined by 35.8% YoY, but visits per location grew by 14.1%.
Monthly visits followed a similar pattern: while overall visits declined by 25.9% YoY in March 2025, visits per location were up by 23.8%. This positive trend continued into April 2025, with overall visits down by just 9.2% YoY and visits per location remaining elevated at 21.0%, suggesting a strengthened performance at the remaining Allbirds stores.
This focus on a more efficient store footprint seems to be paying off for Allbirds, allowing the chain to accurately target its most receptive audience while cutting out underperforming locations.
Warby Parker and Allbirds are performing well, highlighting the importance of remaining agile and pivoting to meet evolving consumer challenges.
Will the two retailers continue to thrive?
Visit Placer.ai to keep up with the latest data-driven retail news.

Some moments in our lives remain ingrained in our heads. One such time period was March of 2020, when it felt like the world suddenly stood still as malls, street retail, and dining establishments closed, everyone masked up, and only essential retail and health services continued. After a while, limitations relaxed, but not without a subconscious preference for open-air shopping centers that appears to linger to this day. Granted, many open-air shopping centers are also newer or redeveloped, thus likely contributing to their popularity. However, there’s no doubt that they’ve rebounded at a higher rate compared to their indoor mall and even outlet mall counterparts.
We analyzed traffic data for one of the most-visited open-air shopping centers in the nation, Victoria Gardens, to see what sets it apart and what continues to draw consumers to open-air centers.
This open-air shopping center is over 1.1 million square feet and hosts over 160 retailers within its borders. In addition to marquee brands such as Apple, lululemon, AMC Theatres, and Cheesecake Factory, it also has regional favorites such as Seven Grams dumpling house and cult-favorite Duck Donuts. Boasting a 160 acre main street community, its walkable layout beckons while classics play in the background. Quite a few of the concepts at Victoria Gardens are on trend. For instance, the Food Hall features local eatery Elephant Thai, which is perfectly in keeping with the popularity of all things Thai these days with Season 3 of White Lotus being set in Koh Samui.


Another genre that one doesn’t often see in more urban mall locations are two retailers devoted to Western wear – Buckle and Tecovas.


Tecovas has a fascinating backstory with its founder, Paul Hedrick, partnering initially with bootmakers from Leon, Mexico, the “boot-making capital of the Americas” and selling his first pairs from the backseat of his SUV. With an average dwell time of 40 minutes between April 2024 and February 2025 and holiday spikes for Thanksgiving and Christmas, it’s clear that for many shoppers, a pair of Tecova boots are on their wishlist.
One of the more unique aspects of this mall is its Cultural Center on premise. With a performing arts theater, library, and interactive children’s museum right next to retail, dining, and a movie theater, it’s truly a one-stop shop for its community.
As shopping centers continue to evolve, with many adopting a Town Square approach, the appeal of open-air shopping centers – full of public spaces, greenery, walkable paths, and fresh air – will only continue to grow.
For more data-driven consumer insights, visit placer.ai/anchor

Aldi and Lidl have firmly established themselves as discount powerhouses. The two German retailers entered the United States market at different times, with Aldi opening its first location in 1976 and Lidl making its way stateside in 2017 – and diving into the foot traffic shows that both are thriving.
In the first quarter of 2025, visits to Aldi and Lidl saw significant year-over-year (YoY) increases of 8.9% and 4.2%, respectively – well above the industry-wide average (0.9%.)
Aldi, which has been on an expansion tear for the past few years, saw a YoY increase in average visits per location – but so did Lidl, which has been slower to add new locations. And this growth – 4.7% at Aldi and 1.9% at Lidl – highlights that their stores, whether new locations or already-existing ones, are driving sustained demand.
A closer look at visitor behavior offers valuable insights into the factors driving the foot traffic success of Aldi and Lidl.
A significantly larger proportion of Aldi and Lidl's visits – 37.2% and 37.7%, respectively – took place on Saturdays and Sundays compared to visits to traditional and value grocery stores. This suggests that the attractive price points offered by Aldi and Lidl position them as prime destinations for shoppers making weekend stock-up trips.
On a chain level, both Aldi and Lidl are finding their own paths to success. Aldi is currently undergoing a significant growth phase, aiming to operate 800 stores by the end of 2028. This ambitious trajectory includes adding at least 225 new locations in 2025 alone – and examining the visit distribution across Aldi's largest markets provides valuable insights into how its strategy is unfolding. Contextualizing Aldi’s performance against the wider grocery segment provides a birds-eye view of the value grocer’s performance.
Over the past few years, Aldi has consistently increased its visit share when compared to the overall grocery segment, both nationally and across its major markets. For instance, in Florida, one of Aldi’s largest markets, its visit share grew from 4.8% in Q1 2022 to 7.0% in Q1 2025. And in Illinois, now its second-largest market, Aldi increased its visit share from 12.2% to 14.8% over the same period.
This consistent growth in visit share underscores the broad appeal of Aldi's value proposition to shoppers across the country, suggesting that its ambitious expansion plans are likely to be well-received by consumers.
Lidl also plans to grow its store count, though at a more modest pace than Aldi. And the chain is focusing on its already-existing markets in hopes of entrenching itself further in areas where it already has strong brand recognition.
Geographic segmentation data from the Esri: Tapestry Segmentation dataset within Lidl’s potential and captured markets reveals promising insights into where the retailer might find its most receptive audiences. In its potential market – calculated by weighting each Census Block Group (CBG) within Lidl’s trade area according to population size – the share of visitors from "Suburban Periphery" areas was 41.5%. However, in its captured market, determined by weighting each CBG according to its share of actual visits to Lidl – so better representing its current visitor profile – this suburban segment constitutes a significantly larger 56.4%. Conversely, the proportion of visitors originating from "Principal Urban Centers" and "Metro Cities" was higher in Lidl’s potential market compared to its captured market.
These metrics strongly suggest that Lidl has more demand in the suburbs than it may realize – and as it expands, focusing on these areas might prove to be a winning strategy for the chain.
Aldi and Lidl are thriving, growing their audiences during a challenging economic climate.
Will visits to the two chains continue to increase throughout 2025? Visit Placer.ai to keep up with the latest data-driven grocery insights.

Amid rising housing costs and shifting consumer lifestyles, self-storage has emerged as a go-to solution for many Americans. We dove into the data to take the pulse of the market in Q1 2025 – and uncover the audience segments behind the industry’s ongoing growth.
Visits to leading self-storage companies have been on a steady growth trajectory since 2019. During the pandemic, storage utilization surged as many Americans relocated or stored items to free up space for home offices or DIY projects. Since then, high prices and interest rates appear to have further fueled demand, with some households likely deferring space-adding renovations or larger home purchases.
In Q1 2025, visits to Public Storage and CubeSmart were up 24.7% and 30.7%, respectively, compared to a Q1 2019 baseline. Extra Space Storage – which substantially expanded its unit count following its 2023 acquisition of Life Storage – saw visits surge 98.3% over the same baseline. And year over year (YoY), all three chains posted foot traffic growth, partly driven by continued expansion.
The baseline visit analysis also reveals a distinct seasonal pattern in self-storage usage patterns. Each year, visits to self-storage chains peak in Q2 and Q3 (April through September), aligning with spring cleaning, home improvement prime time, and moving season. Then in Q1, visits drop as people stay indoors during winter – likely also making fewer trips to access recreational gear and vehicles in storage.
Who are the consumers driving self-storage visit growth? Looking at the demographic characteristics of Extra Space Storage, Public Storage, and CubeSmart’s visitor bases reveals a common consumer profile across chains. In Q1 2025, the captured markets of all three chains had nearly identical median household incomes (HHIs), very close to the nationwide baseline of $79.6K. Their markets were also disproportionately urban, with higher-than-average shares of renter-occupied and multi-unit housing – all groups more likely to need extra storage space.
Still, as the self-storage market has grown, industry leaders have grown their presence in more affluent suburban markets. Between Q1 2019 and Q1 2025, Extra Space Storage’s share of “Wealthy Suburban Families” rose from 9.1% to 10.1% – slightly above the nationwide baseline of 9.6%. Meanwhile, Public Storage’s share of this segment increased from 8.8% to 9.8%, and CubeSmart’s share remained steady at 10.1%. A similar pattern emerged for “Upper Suburban Diverse Families”, with all three chains at or above the nationwide segment baseline of 9.0% by Q1 2025.
This small but perceptible shift may reflect rising demand from households where adult children are increasingly staying at home or returning after college, prompting a need for additional storage. Spare rooms once used for storage may also be increasingly repurposed into home offices, studios, or workout spaces in the wake of hybrid work trends.
Known for resilience in the face of economic headwinds and uncertainty, the self-storage space appears well-positioned to continue to thrive. How will the segment evolve in the years and months ahead?
Follow Placer.ai/anchor to find out.

Stadiums and arenas – and the communities they call home – have a stake in cultivating engaged team fanbases eager to participate in live events. And venues and teams can employ a variety of strategies to strengthen their connection with fans and draw crowds to the stands.
In this report, we leverage location analytics and audience segmentation to uncover some of the ways that sports franchises and venues are driving engagement – attracting visitors from farther away and appealing to fans more likely to splurge on stadium fare. How does the signing of a star athlete impact arena visitor profiles? What happens to stadium visitation trends when a team’s performance improves dramatically? And how can teams and venues tailor their offerings to more effectively cater to visitor preferences?
We dove into the data to find out.
In sports, the signing of a star athlete can have a ripple effect across the organization, hometown, and league. In addition to driving up overall attendance at games, star power can impact everything from visit frequency to audience profile – and the buying power of stadium attendees.
Lionel Messi’s move to Inter Miami CF after decades of European play brought a foot traffic boost to Chase Stadium (formerly DRV PNK Stadium). But it also shifted the demographics of stadium visitors and increased the distance they traveled to attend a game.
At Inter Miami’s 2022 and 2023 home openers without Messi (he joined the team mid-season in 2023), only 6.4% and 5.3% of visitors to Chase Stadium came from over 250 miles away. But for the 2024 home opener with Messi on the squad, 31.3% of stadium visitors traveled more than 250 miles to attend.
The demographics of visitors at the home opener also changed with Messi on the team. Trade area data combined with the Spatial.ai: PersonaLive dataset reveals that the 2024 home opener received a smaller share of households in the “Near-Urban Diverse Families” (11.2%) and “Young Urban Singles” (7.2%) segments than the two previous years. Meanwhile, shares of “Sunset Boomers” (13.0%) and “Ultra Wealthy Families” (20.1%) increased, indicating that Messi brought an older and more affluent demographic of visitors to the stadium compared to previous years. Messi’s arrival has generated increased revenue for Inter Miami CF, Major League Soccer, and Apple TV+, which has exclusive streaming rights for MLS games. And an influx of affluent out-of-town visitors also has the potential to drive positive outcomes for tourism and employment in the Miami area.
Caitlin Clark’s WNBA debut was another star-powered game changer – this time for women’s basketball. After dazzling the sports world during her college basketball career, Caitlin Clark was drafted first overall to the Indiana Fever before the 2024 WNBA season. The superstar’s arrival has had a staggering economic impact on the city of Indianapolis and the Fever franchise, highlighting the benefit of a top athlete within the local community. However, Clark’s stardom also had a far-reaching impact on the league as a whole, adding tremendous value to the WNBA. Trade area analysis reveals that several WNBA arenas saw an uptick in visitor affluence when hosting the Fever with Clark in the lineup – likely driven in part by the elevated ticket prices associated with her appearances.
When the Minnesota Lynx hosted the Fever on July 14th, 2024, for example, the median HHI of Target Center’s captured market shot up to just over $93K/year, well above the median HHIs for the games immediately before and after that event. (A venue’s captured market refers to the census block groups (CBGs) from which it draws its visitors, weighted to reflect the share of visits from each one – and thus reflects the profile of the venue’s visitor base.) Similarly, the Fever’s away game against the Connecticut Sun on May 14th, 2024 at Mohegan Sun Arena drove a higher audience median HHI ($103.6K/year) than either of the Sun’s next two home games.
Having a superstar on the roster can drive positive outcomes locally and league-wide – but overall team success is the ultimate goal for any franchise. So it may come as no surprise that stadiums and arenas can drive engagement when their home teams perform well on the field or court. And teams that reverse their fortunes often spark even greater excitement, boosting visitor loyalty, visit duration, and other key metrics.
The Baltimore Orioles had one of the worst records in baseball just a few years ago. But since 2022, the team has flipped the script – stringing together winning seasons and postseason berths. And location intelligence shows that as the team finds success, fans are becoming more engaged with their hometown stadium.
During the 2019 regular season, one of the worst for the club in recent history, stadium attendance suffered, with only 8.3% of visitors to Oriole Park at Camden Yards visiting the stadium at least three times. But during the 2024 regular season, Oriole Park’s share of repeat visitors (those who visited at least three times) was almost double 2019 levels (16.3%) – consistent with a sharp increase in sales of multi-game ticket packages.
In addition to attending games more often, visitors to Oriole Park also appear to be spending more time at the ballpark. During the 2019 regular season, visitors spent an average of 150 minutes at the stadium, but in 2024, the average time at the park increased to 178 minutes – potentially boosting ancillary spending and in-stadium advertising exposure. The increased dwell time of visitors is particularly noteworthy when considering that MLB’s rule changes have significantly shortened average game time.
The more engaged fandom engendered by team success not only impacts stadium visitor behavior, but also has the potential to drive revenue. The Orioles added 20 new corporate sponsors before the 2024 season, likely due to the attention garnered by the well-performing club.
The NFL’s Detroit Lions provide another example of team success that has driven visitor engagement. As the franchise has improved its record in recent years, the trade area size of its stadium – Ford Field – has also increased, indicating elevated attendance from fans living further away.
The Lions finished the regular season with losing records from 2019 to 2021, but finished over .500 in 2022 (9-8), 2023 (12-5), and 2024 (15-2). And with the team’s increasing wins each consecutive season, the size of its stadium's trade area has also increased steadily – reaching 81.3% above 2019 levels in 2024.
This underscores just how much team success matters to fans, who may be more inclined to travel longer distances if they believe their team is likely to win. Ultimately, broader fan engagement across a wider trade area also increases a team’s growth potential beyond in-stadium attendance – driving merchandise sales, increasing viewership, and benefitting both the team and the league as a whole.
While stadium attendance and visitor behavior is often correlated to the performance of the sports teams that play in the arena, sporting venues can also drive fan engagement in ways that aren’t solely tied to team success or big-name athletes. By adapting their concessions and venue operations to visitor preferences, stadiums and arenas can better serve their audiences and strengthen their community presence.
Consumers have been feeling the pinch of rising food costs for quite some time, but at least one NBA team has responded to make concessions at the game more affordable for fans. In December 2024, the Phoenix Suns announced a $2 value menu for all home games at Footprint Center – delivering steep discounts on hot dogs, water, soda, and snacks.
Location analytics suggest that since the value menu launch, more fans who would have otherwise waited until after leaving the venue to grab a bite are now enjoying food and drinks inside the arena. Analysis of five Suns home games just before the value menu launch – between November 26th and December 15th, 2024 – reveals that between 7.0% and 9.3% of stadium visitors visited a dining establishment after leaving the arena. But following the value menu launch before the December 19th, 2024 home game, post-game dining decreased to under 6.0% through the end of the year.
Suns owner Mat Ishbia’s announcement of the new menu called out the need for affordable food options for families at Suns games. As the season progresses, the new menu may drive a larger share of family households to Suns games, which could provide opportunities for advertisers and other stadium partners.
Consumers in Washington – and especially Seattle – are known for their affinity for plant-based diets and environmentally-friendly lifestyles. And that goes for local football fans as well: Audience segmentation provided by the AGS: Behavior & Attitudes dataset combined with trade area data reveals that during September to December 2024, households within Lumen Field’s potential visitor base were 36% more likely to be “Environmentally Conscious Buyers” and “Environmental Contributors” and 39% more likely to be “Vegans” compared to the nationwide average. By contrast, across all NFL stadiums, potential visiting households were 2%, 1%, and 3% less likely, respectively, to belong to these segments.
And Lumen Field has been actively catering to these consumer preferences. The stadium, which has been experimenting with plant-based culinary options for quite some time, was recently recognized as one of the most vegan-friendly stadiums in the NFL. And in December 2024, Lumen became the second stadium in the league to achieve TRUE precertification for its efforts to become a zero-waste venue.
By remaining aligned with its visitor base – including both football fans and people that visit the stadium for other events – Lumen Field encourages visitors to feel at home at their local stadium. And fans may be more connected to their team knowing the club shares their values and respects their lifestyle.
Stadiums and arenas can leverage a variety of strategies to engage visitors in attendance as well as wider audiences. Signing a star athlete, putting together a winning club, or adapting to local preferences are just some of the ways that sports franchises and athletic venues can find success.

Starbucks. Amazon. Barclays. AT&T. UPS. These are just some of the major corporations that have made waves in recent months with return-to-office (RTO) mandates requiring employees to show up in person more often – some of them five days a week.
But how are crackdowns like these taking shape on the ground? Is the office recovery still underway, or has it run its course? And how are evolving in-office work patterns impacting commuting hubs and dining trends? This white paper dives into the data to assess the state of office recovery in 2024 – and to explore what lies ahead for the sector in 2025.
In 2024, office foot traffic continued its slow upward climb, with visits to the Placer.ai Office Index down just 34.3% compared to 2019. (In other words, visits to the Placer.ai Office Index were 65.7% of their pre-COVID levels). And zooming in on year-over-year (YoY) trends reveals that office visits grew by 10.0% in 2024 compared to 2023 – showing that employee (and manager) pushback notwithstanding, the RTO is still very much taking place.
Indeed, diving into quarterly office visit fluctuations since Q4 2019 shows that office visits have been on a slow, steady upward trajectory since Q2 2020, following – at least since 2022 – a fairly consistent seasonal pattern. In Q1, Q2, and Q3 of each year, office visit levels increased steadily before dipping in holiday-heavy Q4 – only to recover to an even higher start-of-year baseline in the following Q1.
Between Q1 and Q3 2022, for example, the post pandemic office visit gap (compared to a Q4 2019 baseline) narrowed from 63.1% to 47.5%. It then widened temporarily in Q4 before reaching a new low – 41.4% – in Q1 2023. The same pattern repeated itself in both 2023 and 2024. So even though Q4 2024 saw a predictable visit decline, the first quarter of Q1 2025 may well set a new RTO record – especially given the slew of strict RTO mandates set to take effect in Q1 at companies like AT&T and Amazon.
Despite the ongoing recovery, the TGIF work week – which sees remote-capable employees concentrating office visits midweek and working remotely on Fridays – remains more firmly entrenched than ever.
In 2024, just 12.3% of office visits took place on Fridays – less than in 2022 (13.3%) and on par with 2023 (12.4%). Though Fridays were always popular vacation days – after all, why not take a long weekend if you can – this shift represents a significant departure from the pre-COVID norm, which saw Fridays accounting for 17.3% of weekday office visits.
Unsurprisingly, Tuesdays and Wednesdays remained the busiest in-office days of the week, followed by Thursdays. And Mondays saw a slight resurgence in visit share – up to 17.9% from 16.9% in 2023 – suggesting that as the RTO progresses, Manic Mondays are once again on the agenda.
Indeed, a closer look at year-over-five-year (Yo5Y) visit trends throughout the work week shows that on Tuesdays and Wednesdays, 2024 office foot traffic was down just 24.3% and 26.9%, respectively, compared to 2019 levels. The Thursday visit gap registered at 30.3%, while the Monday gap came in at 40.5%.
But on Fridays, offices were less than half as busy as they were in 2019 – with foot traffic down a substantial 53.2% compared to 2019.
Before COVID, long commutes on crowded subways, trains, and buses were a mainstay of the nine-to-five grind. But the rise of remote and hybrid work put a dent in rush hour traffic – leading to a substantial slowdown in the utilization of public transportation. As the office recovery continues to pick up steam, examining foot traffic patterns at major ground transportation commuting hubs, such as Penn Station in New York or Union Station in Washington, D.C., offers additional insight into the state of RTO.
Rush hour, for one thing – especially in the mornings – isn’t quite what it used to be. In 2024, overall visits to ground transportation hubs were down 25.0% compared to 2019. But during morning rush hour – weekdays between 6:00 AM and 9:00 AM – visits were down between 44.6% and 53.0%, with Fridays (53.0%) and Mondays (49.7%) seeing the steepest drops. Even as people return to the office, it seems, many may be coming in later – leaning into their biological clocks and getting more sleep. And with today’s office-goers less likely to be suburban commuters than in the past (see below), hubs like Penn Station aren’t as bustling first thing in the morning as they were pre-pandemic.
Evening rush hour, meanwhile, has been quicker to bounce back, with 2024 visit gaps ranging from 36.4% on Fridays to 30.0% on Tuesdays and Wednesdays. Office-goers likely form a smaller part of the late afternoon and evening rush hour crowd, which may include more travelers heading to a variety of places. And commuters going to work later in the day – including “coffee badgers” – may still be apt to head home between four and seven.
The drop in early-morning public transportation traffic may also be due to a shift in the geographical distribution of would-be commuters. Data from Placer.ai’s RTO dashboard shows that visits originating from areas closer to office locations have recovered faster than visits from farther away – indicating that people living closer to work are more likely to be back at their desks.
And analyzing the captured markets of major ground transportation hubs shows that the share of households from “Principal Urban Centers” (the most densely populated neighborhoods of the largest cities) rose substantially over the past five years. At the same time, the share of households from the “Suburban Periphery” dropped from 39.1% in 2019 to 32.7% in 2024. (A location’s captured market refers to the census block groups (CBGs) from which it draws its visitors, weighted to reflect the share of visits from each one – and thus reflects the profile of the location’s visitor base.)
This shift in the profile of public transportation consumers may explain the relatively slow recovery of morning transportation visits: City dwellers , who seem to be coming into the office more frequently than suburbanites, may not need to get as early a start to make it in on time.
While the RTO debate is often framed around employer and worker interests, what happens in the office doesn’t stay in the office. Office attendance levels leave their mark on everything from local real estate markets to nationwide relocation patterns. And industries from apparel to dining have undergone significant shifts in the face of evolving work routines.
Within the dining space, for example, fast-casual chains have always been workplace favorites. Offering quick, healthy, and inexpensive lunch options, these restaurants appeal to busy office workers seeking to fuel up during a long day at their desks.
Traditionally, the category has drawn a significant share of its traffic from workplaces. And after dropping during COVID, the share of visits to leading fast-casual brands coming from workplaces is once again on the rise.
In 2019, for example, 17.3% of visits to Chipotle came directly from workplaces, a share that fell to just 11.6% in 2022. But each year since, the share has increased – reaching 16.0% in 2024. Similar patterns have emerged at other segment leaders, including Jersey Mike’s Subs, Panda Express, and Five Guys. So as people increasingly go back to the office, they are also returning to their favorite lunch spots.
For many Americans, coffee is an integral part of the working day. So it may come as no surprise that shifting work routines are also reflected in visit patterns at leading coffee chains.
In 2019, 27.5% of visits to Dunkin’ and 20.1% of visits to Starbucks were immediately followed by a workplace visit, as many employees grabbed a cup of Joe on the way to work or popped out of the office for a midday coffee break. In the wake of COVID, this share dropped for both coffee leaders. But since 2022, it has been steadily rebounding – another sign of how the RTO is shaping consumer behavior beyond the office.
Five years after the pandemic upended work routines and supercharged the soft pants revolution, the office recovery story is still being written. Workplace attendance is still on the rise, and restaurants and coffee chains are in the process of reclaiming their roles as office mainstays. Still, office visit data and foot traffic patterns at commuting hubs show that the TGIF work week is holding firm – and that people aren’t coming in as early or from as far away as they used to. As new office mandates take effect in 2025, the office recovery and its ripple effects will remain a story to watch.
