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Commercial real estate’s reputation as a technology laggard is not entirely undeserved. At its core, CRE is a see-touch-and-feel industry, as much art as science. Local knowledge, intuition, and long-standing relationships continue to shape how deals get done, and that reality isn’t likely to change. Boots on the ground matter, as firsthand market insight and trust between brokers, landlords, and tenants, remain central to the business.
That context is essential when thinking about technology’s role in CRE. Tech can support and enhance decision-making, but it cannot replace the fundamentals. AI, for example, can make processes faster and more efficient, but it will not change the core of how CRE works. It will never be the tool that says, “I know a landlord who’s about to bring this space to market, and I’m getting the first look because of our relationship.”
That said, technology does have an important role to play. During COVID, when activity slowed dramatically, many organizations finally had the time to look inward and ask how technology could support faster, more resilient decision-making once the market returned. As the industry continues to invest in digital tools, three principles stand out.
Technology delivers the most value when it is guided by well-defined questions. One of the most persistent challenges in CRE’s use of technology is data fragmentation and fatigue. The industry generates enormous amounts of data, much of it spread across spreadsheets, emails, platforms, and institutional knowledge. And without knowing what you want to accomplish, that volume can quickly become overwhelming.
As shown in the chart above, for example, even when a national trend appears relatively modest, the underlying regional variation can be significant. Without a clear question guiding the analysis, it’s easy to walk away with a generic conclusion that misses where performance is actually diverging. Framed correctly, the same data becomes a tool for understanding where demand is strengthening, where it’s softening, and how strategy should differ by market.
Once the right questions are defined, the next challenge is selecting the right tools. Here again, clarity matters. There is no universal technology stack for commercial real estate. Organizations operate across different markets, asset types, and strategies, and technology needs to reflect those differences.
Thinking in terms of a recipe provides a more useful framework. The questions define the goal, and technology becomes a set of ingredients chosen to achieve it. Some tools add context, others improve precision, and others help scale insights across teams by surfacing distinct metrics and perspectives. The objective is not to find a single solution or data point that does everything, but to assemble the right combination that supports how the organization actually works.
The graph below highlights the value of layering multiple signals to understand performance. Topline visit trends offer a baseline, but adding context around visitor profile and travel patterns helps clarify what’s actually driving change. When analyzed together, these signals move analysis beyond surface-level conclusions and toward insight that can inform real decisions.
The technology best positioned to help CRE is shaped by how people actually use it. Companies that consistently learn from their users, refine inputs, expand data sets thoughtfully, and stay focused on real decision-making are far more likely to deliver lasting value.
The true test of any technology is whether it helps professionals make better decisions faster and with greater confidence while reducing risk. When insights surface quickly and are paired with on-the-ground experience and market context, data reinforces what CRE professionals already see and understand. Used this way, technology becomes a decision-support tool that facilitates de-risking and enables organizations to act at the right speed without losing sight of the fundamentals.
When analyzing mall properties, for instance, sustained weekday and weekend visit growth, paired with a broadening and increasingly family-oriented audience, can signal traffic that is more likely to endure. Identifying these deeper patterns in visit behavior helps validate assumptions, align strategy, and move forward with greater confidence, especially when paired with local market context.
As technology adoption continues, CRE leaders face an additional challenge: distinguishing between tools that meaningfully support these principles and those that generate attention without lasting value. Some technologies – like foot traffic and demographics – will become table stakes, while others will struggle to move beyond experimentation.
One area to watch is Virtual AI, including remote site visits and digital building tours. These tools may streamline early-stage evaluation and expand access, even as final decisions continue to rely on boots on the ground. Ultimately, their impact will depend on whether they reinforce the fundamentals of CRE – clear questions, practical workflows, and faster paths to confident decisions.
Since taking the reins in 2023, Gap Inc. CEO Richard Dickson has pursued a turnaround strategy aimed at reinvigorating the legacy apparel retailer, with promising results so far. Did that positive momentum carry through the end of the year? And what can location analytics reveal about the role of each of Gap Inc.’s largest banners in powering the company’s recovery?
Recent foot traffic data points to solid traffic momentum at Gap Inc. With the exception of a brief dip in December – likely driven by holiday demand pulling forward into November, along with one fewer Sunday compared to 2024 – year-over-year (YoY) company-level visits remained consistently positive over the past six months.
Throughout the period, same-store visits slightly outpaced total traffic, reflecting a more optimized fleet following the closure of several underperforming stores over the past year. Gap Inc’s robust traffic patterns also align with recent earnings commentary showing positive company-level in-store comparable sales in Q3 2025 and improving execution across Gap’s leading brands, as the company continues its strategic reset.
Looking at the company’s two largest brands shows that each is contributing to the company’s rebound in a different way. In Q4 2025, Gap slightly outperformed Old Navy on a quarterly basis, with banner-level traffic up 1.6% YoY, compared with 1.2% at Old Navy. However, Old Navy delivered more consistent monthly gains throughout the analyzed period – including in September, when Gap experienced a modest decline.
Gap’s traffic trends were notably more variable, with a stronger YoY lift in November, likely reflecting the brand’s greater sensitivity to seasonal storytelling and early holiday demand. This responsiveness was especially apparent on Black Friday, when Gap visits surged 504.4% above its 2025 daily average, compared with a still-robust but more measured 436.4% increase at Old Navy.
Old Navy’s smoother monthly performance likely reflects its role as the portfolio’s stability engine, with value-driven and replenishment trips supporting steady traffic throughout the year. Gap, on the other hand, appears to fulfill a more discretionary function, with visits responding more sharply to merchandising, marketing, and holiday timing.
Visitor behavior data for Gap and Old Navy further reinforces the two brands’ distinct positionings. Old Navy attracts longer, more frequent visits that skew toward weekdays, signaling habitual shopping tied to browsing, value-seeking, and building everyday wardrobe essentials. Gap, meanwhile, sees shorter, less frequent visits that are more likely to occur on weekends – consistent with more discretionary trips tied to seasonal needs, inspiration, or occasional splurges.
These differences between the two banners may help shape how Gap Inc. approaches its next phase of growth. In January 2026, the company leaned into “fashiontainment” with the appointment of former Paramount executive Pam Kaufman as Chief Entertainment Officer. At the same time, it has begun expanding into beauty and accessories, including the launch of Beauty Co. at 150 Old Navy locations nationwide.
As these strategies roll out, allowing them to express themselves differently across Gap and Old Navy could help maximize the strengths of each banner. At Gap, fashiontainment may lend itself to high-impact cultural moments and narrative-driven campaigns that tap into the brand’s strengths in nostalgia and storytelling – such as last year’s Better in Denim campaign featuring Katseye. At Old Navy, the same idea may be most effective through large-scale, family-friendly partnerships that reinforce its role as a dependable, mass-market destination – like the Disney collaboration launched last May. A similar dynamic could emerge in beauty, with Old Navy’s Beauty Co. supporting frequent, routine visits, and beauty at Gap reinforcing fashion authority and cultural relevance rather than driving habit.
For more insights into the consumer patterns shaping retail strategy, follow Placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
The home improvement space has faced sustained pressure from macroeconomic headwinds – including persistent inflation and a cooling housing market – prompting many consumers to delay major projects and defer big-ticket purchases. But is a category turnaround in the works? An AI-powered foot traffic analysis of the sector’s largest players – The Home Depot and Lowe’s – offers insight into whether momentum has shifted and a period of growth is on the horizon.
Both The Home Depot and Lowe's reported sales growth alongside an uptick in big-ticket purchases in fiscal Q3 2025, indicating that consumers were investing in significant upgrades despite many bigger renovations remaining on the back-burner. And the latest foot traffic data suggests that this momentum likely carried forward into the subsequent months.
In November 2025, both chains saw visit and same-store visit growth of roughly 3% year-over-year (YoY) – a sign of meaningful Black Friday traffic and a healthy start to the holiday shopping season.
And while December 2025 saw modest visit gaps, these likely stemmed in part from tough YoY comparisons to December 2024’s storm-related demand.
Traffic to both chains rebounded in the new year, with preparations ahead of Storm Fern likely accounting for some of January 2026’s YoY visit gains.
Overall, the past several months of foot traffic data paint a picture of continued positive momentum for The Home Depot and Lowe’s through fiscal Q4.
Large-scale projects may not yet be at hoped-for levels, but the data suggests consumers are still investing in their homes. And with mortgage rates trending lower, housing activity showing early signs of a turnaround, and the potential for abundant home equity to fund renovations, the home improvement sector appears poised for continued growth.
Will the home improvement space build on its successes in 2026? Visit Placer.ai/anchor to find out.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
E-commerce distribution centers outpaced brick-and-mortar retail chains in year-over-year (YoY) foot traffic growth throughout the 2025 holiday stretch. This pattern aligns with broader holiday-season data showing that e-commerce sales growth exceeded brick-and-mortar growth in 2025.
Still, physical retail continued to account for the majority of total holiday spending, and in-store visits also saw steady, positive YoY growth throughout the season. The data points to a retail environment where digital and physical channels are not competing for relevance but operating in parallel, each capturing different dimensions of consumer demand. That dynamic carried into the new year as well: January 2026 visits remained above year-ago levels for both e-commerce distribution centers and brick-and-mortar retail, rising 2.6% and 1.8% YoY, respectively.
Visits to Placer.ai’s Industrial Manufacturing Index, on the other hand, softened in January 2026, following stronger YoY momentum in December. At first glance, this decline may seem surprising: January marked a clear improvement in manufacturing sentiment, with the ISM Manufacturing PMI rising to 52.6% – its first expansionary reading in at least a year – and the Production sub-index also improving. While the ISM captures month-over-month shifts in sentiment rather than year-over-year change, a sharply improving outlook may seem inconsistent with such a steep YoY decline following a positive month.
But a closer look at the weekly data helps explain the divergence. Sentiment surveys capture outlook, orders, and expectations, while foot traffic reflects physical, on-site activity. Winter Storm Fern, which caused widespread disruptions late in the month, weighed heavily on manufacturing visits and pulled down the overall January figure. Weather events like this can meaningfully suppress foot traffic even as underlying sentiment improves – and they tend to register far more clearly in mobility data than in survey-based indicators.
Calendar effects likely contributed as well. January 2026 had one fewer working day than January 2025, a difference that can have an outsized impact on visit-based measures tied to operational and industrial activity.
Overall, the data points to an economy that ended 2025 with solid momentum across consumer-facing channels, even as early-2026 manufacturing activity reflected short-term disruption. As weather normalizes, will on-the-ground industrial activity rebound?
Follow Placer.ai/anchor for more data-driven insights into the trends shaping retail, logistics, and manufacturing.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
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Traditional department stores aren’t going anywhere. But over the past several years, the balance of power has shifted decisively toward retailers like off-price chains with the clearest value story. The latest signal of that shift came as Saks Global – parent of Saks Fifth Avenue, Neiman Marcus, and Bergdorf Goodman – filed for bankruptcy and began closing stores.
How wide has the gap between department stores and off-price really become? And what lies in store for the two categories in 2026?
The chart below shows just how dramatically the category split has changed since 2019. Pre-COVID, department stores held a slight edge, capturing just over half of visits to the two segments. But by 2025, that relationship had fully reversed, with off-price claiming a remarkable 62.9% share of visits. As consumers grow more price-sensitive and the retail landscape becomes more bifurcated, traditional department stores have struggled to articulate a clear competitive edge – while off-price continues to benefit from a straightforward, discovery-driven model.
Year-over-year data reinforces the structural strength of the off-price model. In Q4, the segment once again delivered solid gains, extending a winning streak that’s become harder for traditional department stores to match.
Notably, all four major off-price players expanded their footprints over the past year, and in each case overall visit growth outpaced per-location gains. Ross Dress for Less led the group with per-location visit growth ranging from 11.5% to 7.7% between October 2025 and January 2026. Some of that strength reflects easier baseline comparisons, but the scale of the gain still signals durable demand. Burlington delivered 9.4% overall visit growth even as per-location visits were essentially flat at -0.3%, a pattern consistent with rapid store expansion paired with steady interest at existing locations.
Meanwhile, T.J. Maxx and Marshalls turned in low single-digit gains while lapping a strong prior year: T.J. Maxx grew 2.1% per-location and 2.8% overall, while Marshalls rose 1.6% and 3.3%, respectively.
Department stores, by contrast, faced a more challenging traffic environment, with several chains continuing to shrink their footprints. Yet even within the category, performance was mixed. And the brands with the clearest identities – whether rooted in regional loyalty or premium, service-led positioning – continued to thrive.
Regional players led the traditional segment, with Von Maur seeing the most pronounced and consistent per-location growth during the analyzed period. Repeatedly ranked “America’s Best Department Store” by Newsweek, the chain has built its reputation on a differentiated, service-first in-store experience. Boscov’s, another regional operator with a loyal customer base, delivered a solid Q4 as well, even though per-location traffic dipped slightly YoY in December and January.
Among national banners, several higher-end brands also showed relative strength. Nordstrom – long associated with standout customer service – grew per-location visits by 4.2% YoY in Q4, even as overall traffic slipped 0.6% amid store closures. Bloomingdale’s posted 1.9% per-location growth. And while Saks Fifth Avenue has faced well-publicized corporate headwinds, its traffic declines remained comparatively modest in Q4.
The pressure was most visible among mid-market chains without a sharply defined value or experiential proposition. Kohl’s saw per-location visits fall 3.2%, with overall traffic down 5.0%, while JCPenney declined 3.8% and 5.5%, respectively. Macy’s, meanwhile, saw overall traffic drop as it continued rightsizing – though per-location visits held relatively steady, suggesting its turnaround strategy is beginning to bear fruit.
The Q4 data underscores a defining theme in department store and off-price retail: Consumers are rewarding clarity. Off-price is winning on value and discovery, regionals are winning on loyalty, and premium banners are holding up where the experience is distinct. In a bifurcated retail environment, the middle is the toughest place to be.
For more data-driven retail insights, follow Placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
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The success of the dollar store category hadn’t been all too surprising in 2025. However, the ability for the category to shine so brightly during the holiday season was unexpected. Traffic to dollar and discount chains was up 4.5% year-over-year in the fourth quarter, mirroring the growth of categories like off-price and wholesale clubs and overperforming compared to traditional holiday staples like apparel, department stores, beauty, consumer electronics, and home.
The retail industry doesn't traditionally think of dollar stores as a holiday shopping destination, but 2025 proved that the definition might need to change in coming years. Dollar stores have done a fantastic job at expanding their assortments and becoming a staple in consumers’ weekly shopping rotation.
Each of the major retailers saw strong traffic trends during the elongated holiday timeframe. In particular, Five Below had a strong same store visit trend over the holidays, focusing on gifting categories, holiday decor, and wrapping supplies. Dollar Tree and Five Below tend to skew their assortments towards more discretionary items, which benefitted both chains over the holidays.
The inherent value proposition of dollar stores has built trust with consumers and aided retailers in winning with shoppers whose holiday budgets might have been more constrained last year, especially with lower income households. The median household income of the largest dollar chains is lower than the average across total retail visitors, indicating that despite higher economic concerns of lower income shoppers, consumers still wanted to ensure that their holidays weren’t impacted. Brands focusing on more discretionary items like stocking stuffers and smaller gift items helped price conscious consumers to round out their holiday shopping without having to abstain from gifting all together.
For more data-driven insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
Malls have come a long way since their introduction to the world in the 1950s. These gleaming retail hubs promised shoppers a taste of the American dream, offering a third place for teens, families, and everyone in between to shop, socialize, and hang out.
And though malls have faced challenges in recent years, as e-commerce and pandemic-induced store closures led to shifts in consumer habits, the outlook is brightening. Malls have embraced innovation, incorporating enhanced entertainment, dining, and experiential offerings that attract a diverse range of visitors and redefine their purpose.
This white paper takes a look at the recent location intelligence metrics to gain an understanding of the changes taking place at malls across the country – including both indoor malls and open-air shopping centers. The report explores questions like: Why do malls experience foot traffic bumps during the summer months? How much of an impact do movie theaters have on mall visits, and what can mall operators learn from the Mall of America and American Dream malls’ focus on experiential entertainment?
Mall visitation is highly seasonal, with strikingly consistent monthly visitation patterns. Each year, visits decline somewhat in February, pick up in March, and begin to trend upward again in May – before peaking again in August. Then, after a slower September and October, foot traffic skyrockets during the holiday season, spiking dramatically in December.
And while these trends follow similar patterns every year, comparing monthly visits throughout 2019, 2023, and 2024 (YTD) to each year’s own January baseline shows that this seasonality is growing more pronounced - especially for indoor malls.
Following a lackluster 2023, visits to both indoor malls and open-air shopping centers peaked higher in March 2024 than in 2019. And this summer, indoor malls in particular saw a much larger visit boost than in previous years. In August 2024, for example, visits to indoor malls were 27.3% higher than in January 2024 – a substantially higher baseline jump than that seen either in August 2019 (17.0%) or in August 2023 (12.0%). And though open-air shopping centers experienced a smaller summer visit boost, they too saw a bigger bump this year than in 2019 or in 2023.
But malls aren’t just seeing larger visit spikes this year relative to their January baselines – they are also drawing bigger crowds than they did in 2023.
Between June and August 2024, indoor malls and open-air shopping centers both experienced year-over-year (YoY) visit growth. Indoor malls saw the largest YoY foot traffic boost (3.7%) – perhaps owing in part to 2024’s record-breaking heat, which led many patrons to seek refuge in air conditioned spaces. Still, open-air shopping centers, which feature plenty of air conditioned stores and restaurants, also enjoyed a YoY visit boost of 2.8% during the analyzed period.
Malls’ strong summer baseline and YoY foot traffic growth built upon the strong performance seen during most of 2024 so far, leading to the question: What is driving malls’ positive momentum? We delve into some of the factors propelling these changes below.
One offering that continues to play a significant role in driving foot traffic to malls is on-site movie theaters. Summer blockbuster releases, in particular, help attract crowds to theaters, in turn boosting overall visits to malls.
Much like malls, movie theaters have also proven their resilience over the past few years. While pundits fretted about the theater’s impending death, production houses were busy releasing blockbuster after blockbuster and shattering box-office records at an impressive clip. And while 2023 was certainly a banner year for blockbuster summer releases, 2024 has had its fair share of stunning box-office successes, leading to major visit boosts at theaters across the country.
Analyzing visits to malls with and without movie theaters highlights the impact of these summer Hollywood hits. Between June and August 2024, malls with theaters saw bigger visit boosts compared to a monthly year-to-date (YTD) average than malls without – an effect observed both for indoor malls and for open-air shopping centers.
For both mall types, the gap between centers with and without movie theaters was most pronounced in July 2024, likely owing to the release of Inside Out 2 in mid-June as well as the July releases of Deadpool & Wolverine and Twister. But in June and August 2024, too, centers with movie theaters sustained particularly impressive visit boosts – a solid sign that movie theaters and malls remain a winning combination.
Malls with movie theaters also drew higher shares of evening visits (7:00 PM - 10:00 PM) this summer than those without. Between June and August 2024, for example, evening outings accounted for 22.9% of visits to open-air shopping centers with movie theaters – compared to 18.2% of visits to centers without theaters. Indoor malls with theaters also saw a larger share of evening visits than those without – 18.1% compared to 15.0%.
This increase in evening traffic is likely driven by major summer movie releases and the flexibility of summer schedules, with many visitors – including families – taking advantage of late-night outings without the concern of early wakeup calls. These summer visitation trends benefit both theaters and malls, opening up opportunities for increased sales through concessions, promotions, and evening deals that attract a more relaxed and engaged crowd.
Analyzing the demographics of malls’ captured markets also reveals that centers with movie theaters are more likely to attract certain family-oriented segments than those without. (A mall’s captured market consists of the mall’s trade areas – the census block groups (CBGs) feeding visitors to the mall – weighted according to each CBG’s actual share of visits to the mall.)
Between June and August 2024, for example, 14.2% of the captured markets of open-air shopping centers with movie theaters were made up of “Wealthy Suburban Families” – compared to 9.7% for open-air shopping centers without theaters.
Indoor malls saw a similar pattern with regard to “Near-Urban Diverse Families”: Middle class families living in and around cities made up 9.0% of the captured markets of indoor malls with movie theaters, compared to 7.1% of the captured markets of those without.
This increase in foot traffic from middle-class and wealthy family segments can be a boon for malls and retail tenants – driving up food court profits and bolstering sales at stores with kid-friendly offerings.
Malls have long positioned themselves as destinations for summer entertainment as well as retail therapy, holding – in addition to back to school sales – events like Fourth of July celebrations and even indoor basketball and arena football games. And during the summer months, malls attract visitors from further away.
Between June and August 2024, indoor malls drew 18.2% of visitors from 30+ miles away – compared to just 16.7% during the first five months of the year. Similarly, open-air shopping centers drew 19.6% of visits from 30+ miles away during the summer, compared to 17.1% between January and May.
Extended daylight hours, summer trips away from home, and more free time are likely among the contributors to the summer draw for long-distance mall visitors. But in addition to their classic offerings – from movie theaters to stores and food courts – malls have also invested in other kinds of unique experiences to attract visitors. This next section takes a look at two mega-malls winning at the visitation game, to see what sets them apart.
The Minneapolis-based Mall of America opened in 1992, redefining the limits of what a mall could offer. The mall boasts hundreds of stores, games, rides, and more – and is constantly expanding its attractions, cementing its status as a top destination for retail and entertainment.
Between June and August 2024, Mall of America experienced a 13.8% YoY visit increase, far outperforming the 3.7% visit boost seen by the wider indoor mall space. And as a major tourist attraction – the mall hosted a series of Olympic-themed events throughout the summer – it also drew 41.6% of visits from 30+ miles away. This share of distant visitors was significantly higher than that seen at the mall during the first five months of 2024, and more than double the segment-wide summer average of 18.2%.
The Mall of America also seems to be attracting more upper-middle-class families during the summer than other indoor malls: Between June and August 2024, some 18.0% of Mall of America’s captured market consisted of “Upper Suburban Diverse Family Households” – a segment including upper-middle-class suburbanites – compared to just 11.1% for the wider indoor mall segment. The increased presence of these families at the Mall of America may be driven by the variety of events offered during the summer.
In 2019, the American Dream Mall in New Jersey opened and became the second-largest mall in the country. Since the mall opened its doors, it has also focused on blending retail and entertainment to draw in as wide a range of visitors as possible – and summer 2024 was no exception.
The mall hosted the Arena Football League Championship, ArenaBowl XXXIII, on Friday, July 19th. The event successfully attracted a higher share of visitors traveling from 30+ miles away compared to the average summer Friday – 35.4% compared to 25.7%.
Visits to the mall on the day of the championship were also 13.6% higher than the Friday visit average for the period between June and August 2024, showcasing the mall’s ability to draw in crowds by hosting major events.
Malls – both indoor and open-air – continue to evolve while playing a central role in the American retail landscape. Increasingly, malls are emerging as destinations for more than just shopping – especially during the summer – driving up foot traffic and attracting visitors from near and far. And while much is often said about the impact of holiday seasons on mall foot traffic, summer months offer another opportunity to boost mall visits. Malls that can curate experiences that resonate with their clientele can hope to see foot traffic growth – in the summer months and beyond.
New York City is one of the world’s leading commercial centers – and Manhattan, home to some of the nation's most prominent corporations, is at its epicenter. Manhattan’s substantial in-office workforce has helped make New York a post-pandemic office recovery leader, outpacing most other major U.S. hubs. And the plethora of healthcare, service, and other on-site workers that keep the island humming along also contribute to its thriving employment landscape.
Using the latest location analytics, this report examines the shifting dynamics of the many on-site workers employed in Manhattan and the up-and-coming Hudson Yards neighborhood. Where does today’s Manhattan workforce come from? How often do on-site employees visit Hudson Yards? And how has the share of young professionals across Manhattan’s different districts shifted since the pandemic?
Read on to find out.
The rise in work-from-home (WFH) trends during the pandemic and the persistence of hybrid work have changed the face of commuting in Manhattan.
In Q2 2019, nearly 60% of employee visits to Manhattan originated off the island. But in Q2 2021, that share fell to just 43.9% – likely due to many commuters avoiding public transportation and practicing social distancing during COVID.
Since Q2 2022, however, the share of employee visits to Manhattan from outside the borough has rebounded – steadily approaching, but not yet reaching, pre-pandemic levels. By Q2 2024, 54.7% of employee visits to Manhattan originated from elsewhere – likely a reflection of the Big Apple’s accelerated RTO that is drawing in-office workers back into the city.
Unsurprisingly, some nearby boroughs – including Queens and the Bronx – have seen their share of Manhattan worker visits bounce back to what they were in 2019, while further-away areas of New York and New Jersey continue to lag behind. But Q2 2024 also saw an increase in the share of Manhattan workers commuting from other states – both compared to 2023 and compared to 2019 – perhaps reflecting the rise of super commuting.
Commuting into Manhattan is on the rise – but how often are employees making the trip? Diving into the data for employees based in Hudson Yards – Manhattan’s newest retail, office, and residential hub, which was officially opened to the public in March 2019 – reveals that the local workforce favors fewer in-person work days than in the past.
In August 2019, before the pandemic, 60.2% of Hudson Yards-based employees visited the neighborhood at least fifteen times. But by August 2021, the neighborhood’s share of near-full-time on-site workers had begun to drop – and it has declined ever since. In August 2024, only 22.6% of local workers visited the neighborhood 15+ times throughout the month. Meanwhile, the share of Hudson Yards-based employees making an appearance between five and nine times during the month emerged as the most common visit frequency by August 2022 – and has continued to increase since. In August 2024, 25.0% of employees visited the neighborhood less than five times a month, 32.5% visited between five and nine times, and 19.2% visited between 10 and 14 times.
Like other workers throughout Manhattan, Hudson Yards employees seem to have fully embraced the new hybrid normal – coming into the office between one and four times a week.
But not all employment centers in the Hudson Yards neighborhood see the same patterns of on-site work. Some of the newest office buildings in the area appear to attract employees more frequently and from further away than other properties.
Of the Hudson Yards properties analyzed, Two Manhattan West, which was completed this year, attracted the largest share of frequent, long-distance commuters in August 2024 (15.3%) – defined as employees visiting 10+ times per month from at least 30 miles away. And The Spiral, which opened last year, drew the second-largest share of such on-site workers (12.3%).
Employees in these skyscrapers may prioritize in-person work – or have been encouraged by their employers to return to the office – more than their counterparts in other Hudson Yards buildings. Employees may also choose to come in more frequently to enjoy these properties’ newer and more advanced amenities. And service and shift workers at these properties may also be coming in more frequently to support the buildings’ elevated occupancy.
Diving deeper into the segmentation of on-site employees in the Hudson Yards district provides further insight into this unique on-site workforce.
Analysis of POIs corresponding to several commercial and office hubs in the borough reveals that between August 2019 and August 2024, Hudson Yards’ captured market had the fastest-growing share of employees belonging to STI: Landscape's “Apprentices” segment, which encompasses young, highly-paid professionals in urban settings.
Companies looking to attract young talent have already noticed that these young professionals are receptive to Hudson Yards’ vibrant atmosphere and collaborative spaces, and describe this as a key factor in their choice to lease local offices.
Manhattan is a bastion of commerce, and its strong on-site workforce has helped lead the nation’s post-pandemic office recovery. But the dynamics of the many Manhattan-based workers continues to shift. And as new commercial and residential hubs emerge on the island, workplace trends and the characteristics of employees are almost certain to evolve with them.
The restaurant space has experienced its fair share of challenges in recent years – from pandemic-related closures to rising labor and ingredient costs. Despite these hurdles, the category is holding its own, with total 2024 spending projected to reach $1.1 trillion by the end of the year.
And an analysis of year-over-year (YoY) visitation trends to restaurants nationwide shows that consumers are frequenting dining establishments in growing numbers – despite food-away-from-home prices that remain stubbornly high.
Overall, monthly visits to restaurants were up nearly every month this year compared to the equivalent periods of 2023. Only in January, when inclement weather kept many consumers at home, did restaurants see a significant YoY drop. Throughout the rest of the analyzed period, YoY visits either held steady or grew – showing that Americans are finding room in their budgets to treat themselves to tasty, hassle-free meals.
Still, costs remain elevated and dining preferences have shifted, with consumers prioritizing value and convenience – and restaurants across segments are looking for ways to meet these changing needs. This white paper dives into the data to explore the trends impacting quick-service restaurants (QSR), full-service restaurants (FSR), and fast-casual dining venues – and strategies all three categories are using to stay ahead of the pack.
Overall, the dining sector has performed well in 2024, but a closer look at specific segments within the industry shows that fast-casual restaurants are outperforming both QSR and FSR chains.
Between January and August 2024, visits to fast-casual establishments were up 3.3% YoY, while QSR visits grew by just 0.7%, and FSR visits fell by 0.3% YoY. As eating out becomes more expensive, consumers are gravitating toward dining options that offer better perceived value without compromising on quality. Fast-casual chains, which balance affordability with higher-quality ingredients and experiences, have increasingly become the go-to choice for value-conscious diners.
Fast-casual restaurants also tend to attract a higher-income demographic. Between January and August 2024, fast-casual restaurants drew visitors from Census Block Groups (CBGs) with a weighted median household income of $78.2K – higher than the nationwide median of $76.1K. (The CBGs feeding visits to these restaurants, weighted to reflect the share of visits from each CBG, are collectively referred to as their captured market).
Perhaps unsurprisingly, quick-service restaurants drew visitors from much less affluent areas. But interestingly, despite their pricier offerings, full-service restaurants also drew visitors from CBGs with a median HHI below the nationwide baseline. While fast-casual restaurants likely attract office-goers and other routine diners that can afford to eat out on a more regular basis, FSR chains may serve as special occasion destinations for those with more moderate means.
Though QSR, FSR, and fast-casual spots all seek to provide strong value propositions, dining chains across segments have been forced to raise prices over the past year to offset rising food and labor costs. This next section takes a look at several chains that have succeeded in raising prices without sacrificing visit growth – to explore some of the strategies that have enabled them to thrive.
The fast-casual restaurant space attracts diners that are on the wealthier side – but some establishments cater to even higher earners. One chain of note is NYC-based burger chain Shake Shack, which features a captured market median HHI of $94.3K. In comparison, the typical fast-casual diner comes from areas with a median HHI of $78.2K.
Shake Shack emphasizes high-quality ingredients and prices its offerings accordingly. The chain, which has been expanding its footprint, strategically places its locations in affluent, upscale, and high-traffic neighborhoods – driving foot traffic that consistently surpasses other fast-casual chains. And this elevated foot traffic has continued to impress, even as Shake Shack has raised its prices by 2.5% over the past year.
Steakhouse chain Texas Roadhouse has enjoyed a positive few years, weathering the pandemic with aplomb before moving into an expansion phase. And this year, the chain ranked in the top five for service, food quality, and overall experience by the 2024 Datassential Top 500 Restaurant Chain.
Like Shake Shack, Texas Roadhouse has raised its prices over the past year – three times – while maintaining impressive visit metrics. Between January and August 2024, foot traffic to the steakhouse grew by 9.7% YoY, outpacing visits to the overall FSR segment by wide margins.
This foot traffic growth is fueled not only by expansion but also by the chain's ability to draw traffic during quieter dayparts like weekday afternoons, while at the same time capitalizing on high-traffic times like weekends. Some 27.7% of weekday visits to Texas Roadhouse take place between 3:00 PM and 6:00 PM – compared to just 18.9% for the broader FSR segment – thanks to the chain’s happy hour offerings early dining specials. And 43.3% of visits to the popular steakhouse take place on Saturdays and Sundays, when many diners are increasingly choosing to splurge on restaurant meals, compared to 38.4% for the wider category.
Though rising costs have been on everybody’s minds, summer 2024 may be best remembered as the summer of value – with many quick-service restaurants seeking to counter higher prices by embracing Limited-Time Offers (LTOs). These LTOs offered diners the opportunity to save at the register and get more bang for their buck – while boosting visits at QSR chains across the country.
Limited time offers such as discounted meals and combo offers can encourage frequent visits, and Hardee’s $5.99 "Original Bag" combo, launched in August 2024, did just that. The combo allowed diners to mix and match popular items like the Double Cheeseburger and Hand-Breaded Chicken Tender Wraps, offering both variety and affordability. And visits to the chain during the month of August 2024 were 4.9% higher than Hardee’s year-to-date (YTD) monthly visit average.
August’s LTO also drove up Hardee’s already-impressive loyalty rates. Between May and July 2024, 40.1% to 43.4% of visits came from customers who visited Hardee’s at least three times during the month, likely encouraged by Hardee’s top-ranking loyalty program. But in August, Hardee’s share of loyal visits jumped to 51.5%, highlighting just how receptive many diners are to eating out – as long as they feel they are getting their money’s worth.
McDonald’s launched its own limited-time offer in late June 2024, aimed at providing value to budget-conscious consumers. And the LTO – McDonald’s foray into this summer’s QSR value wars – was such a resounding success that the fast-food leader decided to extend the deal into December.
McDonald’s LTO drove foot traffic to restaurants nationwide. But a closer look at the chain’s regional captured markets shows that the offer resonated particularly well with “Young Urban Singles” – a segment group defined by Spatial.ai's PersonaLive dataset as young singles beginning their careers in trade jobs. McDonald's locations in states where the captured market shares of this demographic surpassed statewide averages by wider margins saw bigger visit boosts in July 2024 – and the correlation was a strong one.
For example, the share of “Young Urban Singles” in McDonald’s Massachusetts captured market was 56.0% higher than the Massachusetts statewide baseline – and the chain saw a 10.6% visit boost in July 2024, compared to the chain's statewide H1 2024 monthly average. But in Florida, where McDonald’s captured markets were over-indexed for “Young Urban Singles” by just 13% compared to the statewide average, foot traffic jumped in July 2024 by a relatively modest 7.3%.
These young, price-conscious consumers, who are receptive to spending their discretionary income on dining out, are not the sole driver of McDonald’s LTO foot traffic success. Still, the promotion’s outsize performance in areas where McDonald’s attracts higher-than-average shares of Young Urban Singles shows that the offering was well-tailored to meet the particular needs and preferences of this key demographic.
While QSR, fast-casual, and FSR chains have largely boosted foot traffic through deals and specials, reputation is another powerful way to attract diners. Restaurants that earn a coveted Michelin Star often see a surge in visits, as was the case for Causa – a Peruvian dining destination in Washington, D.C. The restaurant received its first Michelin Star in November 2023, a major milestone for Chef Carlos Delgado.
The Michelin Star elevated the restaurant's profile, drawing in affluent diners who prioritize exclusivity and are less sensitive to price increases. Since the award, Causa saw its share of the "Power Elite" segment group in its captured market increase from 24.7% to 26.6%. Diners were also more willing to travel for the opportunity to partake in the Causa experience: In the six months following the award, some 40.3% of visitors to the restaurant came from more than ten miles away, compared to just 30.3% in the six months prior.
These data points highlight the power of a Michelin Star to increase a restaurant’s draw and attract more affluent audiences – allowing it to raise prices without losing its core clientele. Wealthier diners often seek unique culinary experiences, where price is less of a concern, making these establishments more resilient to inflation than more venues that serve more price-sensitive customers.
Dining preferences continue to evolve as restaurants adapt to a rapidly changing culinary landscape. From the rise in fast-casual dining to the benefits of limited-time offers, the analyzed restaurant categories are determining how to best reach their target audiences. By staying up-to-date with what people are eating, these restaurant categories can hope to continue bringing customers through the door.
