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Columbus, Ohio is among the Midwest’s fastest-growing metro areas. Like downtown business districts across the country, its urban core is seeing a return to the office. What do inbound commuter traffic patterns reveal about this shift – and how can local stakeholders, from retailers to commercial real estate investors, capitalize on the opportunities created by this growing influx?
Growing metro areas depend on vibrant downtown anchors for employment and economic activity. In Columbus, OH, the downtown area has long served as a key destination for commuters as the city’s population and labor force have grown. Favorable business incentives, and the presence of major employers such as Nationwide Insurance, Huntington Bancshares, and American Electric Power contribute to Downtown Columbus’s rising commuter population.
Analysis of the regions with the highest shares of commuters to Downtown Columbus shows that both nearby urban neighborhoods and surrounding suburbs contribute significantly to the city’s downtown workforce.
The map below reveals that over the past 12 months, the densely-populated 43201 zip code drove one of the highest shares of downtown commuters. This urban corridor includes the rejuvenated Weinland Park neighborhood and parts of the University District and trendy Short North. Many of these commuters are likely students or recent graduates entering the workforce – drawn downtown by internships, early-career roles, and professional opportunities.
At the same time, the suburbs also play a defining role in Downtown Columbus’s workforce composition. The 43123 zip code – centered around Grove City – and 43026 – anchored by Hilliard – also had relatively large shares of Downtown Columbus commuters. This reflects a broader trend of workers balancing suburban lifestyles with city-based employment opportunities.
While Downtown Columbus’s workforce reflects a mix of suburban and urban commuters, the composition within its commercial corridors is even more nuanced – shaped by distinct demographic and psychographic characteristics.
Among the analyzed corridors, the Arena District stood out for having the highest median household income (HHI) and the largest share of the “Young Professionals” segment among commuters in 2025, suggesting a workforce anchored in early- to mid-career white-collar roles. This profile aligns with the district’s mix of corporate offices, and sports and entertainment–adjacent employers that may attract younger, upwardly mobile workers.
The Discovery District followed closely in terms of median income, but its psychographic mix skewed differently. The area had one of the highest shares of the “Ultra Wealthy Families” segment, alongside the largest concentration of the “City Hopefuls” segment, among the downtown corridors analyzed. Anchored by institutions such as Columbus State Community College, major healthcare employers, research organizations, and cultural assets like the Columbus Metropolitan Library and the Columbus Museum of Art, the district appears to draw a diverse, but upper-income mix of commuters tied to public service, education, and nonprofit work.
The Uptown District stood apart with a median commuter HHI below that of the Columbus, OH DMA, and elevated shares of “City Hopefuls” and “Young Professionals” compared to the region. This profile likely reflects the district’s concentration of government offices and white-collar employers in law and finance, alongside the service-sector workforce that supports the area’s high daily activity – together pulling a wide spectrum of income levels into the corridor each day.
With the right strategy, the diversity among commuters – who are also consumers of restaurants, retailers, and other service-oriented industries – creates opportunities for businesses to engage their target audiences where they spend meaningful daytime hours.
A downtown reflects not only a metro’s economic strength but also the fabric of its cultures and communities. In Columbus, the downtown serves as both a hub of commercial activity and a crossroads for commuters from diverse backgrounds. This diversity presents businesses with opportunities to carve out a target audience and civic leaders with a responsibility to ensure that Downtown Columbus continues to serve the needs of all who power it.
For more regional analyses, 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.

Between July and October 2025, Chipotle’s year-over-year (YoY) visit growth was driven almost entirely by expansion. Overall chain-wide visits rose each month, while same-store visits remained negative, generally hovering between -1% and -2%.
This pattern aligns closely with Chipotle’s recent earnings results. In Q2 2025, the company reported a 4% decline in comparable restaurant sales driven by a nearly 5% drop in transactions, even as average check size increased modestly. Q3 showed a slight improvement in same-store sales, but that gain was driven by higher checks rather than traffic, prompting Chipotle to trim its same-store sales outlook to a low single-digit decline. Throughout this period, digital sales remained a significant share of revenue, and new restaurant openings continued to support overall growth.
More recent visit data, however, suggests the dynamic may be shifting. In November, same-store visits turned slightly positive, contributing to a stronger increase in total chain-wide traffic, and December data shows that improvement continued to build. While expansion remains a key driver, this emerging pattern suggests existing locations may be starting to regain momentum.
Some of Chipotle’s late-year momentum appears to be driven by a growing share of short visits (defined as those lasting under ten minutes), which accounted for 42.2% of total chain traffic in 2025 – up from 41.2% in 2024. These quicker trips have consistently outperformed longer visits on a YoY basis, making their increasing share an important contributor to overall visit growth.
Importantly, the rise in short visits does not appear to be coming at the expense of longer ones. From July through October 2025, average per-location visits lasting under ten minutes remained essentially flat even as longer visits continued to lag; by December, however, both short and longer visits were growing on a per-location basis. This pattern indicates that the shift toward convenience is not cannibalizing traditional visit occasions, but may instead be lifting overall engagement with the brand.
Chipotle still benefits from expansion, but the more important story may be what’s happening inside existing restaurants: Same-store visits are stabilizing while quick trips gain share. And with the December launch of an all-new high-protein menu, Chipotle is signaling that it isn’t standing still – it’s continuing to refine its offerings to stay relevant as customer expectations and visit behaviors change.
For more data-driven dining 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.

McDonald’s ended 2025 with clear visit momentum, reversing earlier softness and posting steady gains in the back half of the year. Same-store visits followed a similar trajectory, indicating that growth was driven by stronger underlying demand rather than unit expansion. This late-year rebound positions McDonald’s with solid visit momentum heading into 2026, suggesting improving consumer engagement as the year closed.
Some of the visit growth is likely due to the chain's popular Q4 LTOs – but diving deeper into the visit frequency data suggests that McDonald’s long-term investment in its loyalty program is also playing a part. The company's launch of MyMcDonald’s Rewards in 2021 seems to have succeeded in shifting traffic toward higher-frequency, incremental visits rather than relying on new customer acquisition.
Compared to pre-loyalty levels in H2 2019, a growing share of McDonald’s visits now comes from diners visiting an average of 4+ times per month, with the share of visits from consumers visiting the chain an average of 8+ times per month showing the most dramatic growth. Grouping YoY visit trends by visit frequency also shows that visits from high-frequency diners grew the most compared to H2 2024 and H2 2019. This dynamic points to a core benefit of loyalty-led growth: driving incremental visits from existing customers is typically far more efficient than acquiring new ones, especially in a mature, highly penetrated category like quick service restaurants.
McDonald’s executives have been explicit that loyalty is designed to increase frequency, not just enrollment. The continued growth of the program through 2025 – including deeper integration with value offers and digital ordering – suggests McDonald’s is still finding room to extract incremental visits from an already loyal base.
For other restaurant chains, McDonald’s experience points to the value of using loyalty as a lever for incremental growth, particularly once a customer has already been acquired. While many QSR brands continue to drive expansion by entering new markets or opening additional locations, McDonald’s data illustrates how meaningful gains can also come from increasing visit frequency among existing customers. Even without McDonald’s scale, the underlying strategy is broadly applicable: converting first-time or occasional visitors into higher-frequency customers can serve as a complementary – and often more efficient – path to growth alongside physical expansion.
Will these lessons shape the QSR space 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.

In 2024, Dollar Tree capitalized on the liquidation of the 99 Cents Only chain to execute a strategic "land grab" in the notoriously tight US retail market. By acquiring designation rights for 170 leases across priority markets like California, Arizona, Nevada, and Texas, the retailer aimed to bypass zoning hurdles and accelerate growth.
AI-powered location analytics indicates the selection process was highly disciplined: Looking at over 85 California stores that were converted from 99 Cents Only to Dollar Tree reveals that Dollar Tree cherry-picked high-performing sites that were generating 6.0% more foot traffic than the 99 Cents Only chain average in 2023. This suggests the acquisition was a calculated move to secure proven, high-quality real estate.
However, 2025 performance data reveals that capitalizing on this opportunity comes with distinct operational costs. Total visits to the converted stores have dropped 38.8% compared to their 2023 baselines. While some of this decline is structural – Dollar Tree operates a lower-frequency "treasure hunt" model compared to the high-frequency grocery model of the previous tenant – a significant portion is self-inflicted through network overlap.
A staggering 36% of the new sites are located less than a mile from an existing Dollar Tree, which inevitably dilutes local traffic through cannibalization. This serves as a critical lesson for retailers considering bulk acquisitions: purchasing a portfolio "en masse" often prevents perfect network optimization, forcing the acquirer to manage the friction where new footprints compete with the old.
Still, despite this cannibalization and the drop in raw volume, the transition offers a potential "healthy correction" for the business. The previous tenant collapsed under the weight of "rising levels of shrink" and low-margin grocery sales. By shifting the model, Dollar Tree is effectively filtering out non-paying visitors and low-value transactions, trading chaotic volume for a more controlled, margin-focused operation. The discrepancy between the sharp drop in total visits (-38.8%) and the more moderate dip in visits per square foot (-25.0%) suggests Dollar Tree is already rightsizing these operations, leaving some "ghost space" inactive rather than over-investing in labor to manage the entire cavernous floor.
And this excess square footage is only a liability if it remains empty; turning it into an asset requires leveraging the fundamental change in who is now shopping these aisles. The shift in shopper demographics – where "Wealthy Suburban Families" have replaced the "Young Urban Singles" and "Melting Pot Families" of the previous tenant – is crucial for Dollar Tree's future. This new audience, which is less price-sensitive, provides the ideal environment for Dollar Tree to deploy its "Multi-Price" strategy.
While CFO Jeff Davis has cited "start-up costs" regarding these conversions, the long-term opportunity is clear: if Dollar Tree can utilize the extra square footage to showcase this higher-margin assortment, these locations could evolve from overlapping burdens into profitable flagships that capture a share of wallet the traditional small-box fleet never could.
For more data-driven CRE 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.
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It’s mid-January, and you promised yourself this would be the year you finally join a gym and get in shape.
But let’s be honest – choosing a gym is about more than fitness goals alone. You’ll still need to judge the equipment, locker rooms, and showers for yourself (we’re not here to do your dirty work) but there are other, less obvious factors that can determine which gym feels like the right fit – and that’s where we come in.
Trying to dodge the morning rush? Hoping to make new friends? Curious where other singles work out? Letting AI-powered location analytics do some of the heavy lifting, we analyzed major fitness chains to uncover the patterns that could help you find your ideal gym in 2026.
Few things derail motivation faster than showing up ready to work out – only to find every treadmill and weight machine taken. To understand which gyms are most likely to offer breathing room during the busiest parts of the day, we analyzed hourly visit patterns across the nation’s largest fitness chains.
The analysis shows clear differences in how morning traffic is distributed. For early risers, LA Fitness recorded the lowest share of daily visits between 5:00 AM and 8:00 AM in 2025, at just 8.9%. 24 Hour Fitness and EōS Fitness also kept morning traffic below the 10% mark, suggesting these chains may be better options for members looking to avoid crowded early workouts.
If after-work workouts are more your style – and minimizing crowds is the priority – the data points to a few clear standouts.
Among the analyzed gyms, Club Pilates recorded the smallest share of visits between 5:00 PM and 8:00 PM at 16.5%, followed by Orangetheory (17.3%) and Burn Boot Camp (18.7%). That lighter early-evening traffic likely reflects the structured nature of class-based formats, which can help limit overcrowding even during peak hours.
Looking specifically at traditional gyms, EōS Fitness, Life Time, and Vasa Fitness saw the lowest share of early-evening visits – making them potential options for those hoping to squeeze in a workout while avoiding the after-work rush.
If getting in shape and finding love are both on the agenda this year, there may be a way to double up. Using AI-powered captured market data, we analyzed major gym chains to understand where members are most likely to be single – which may mean a higher chance of meeting someone special.
The analysis shows that Genesis Health Clubs had the highest combined share of one-person households and non-family households – i.e. people living alone or with roommates – in its captured market, at 36.6%. Crunch Fitness followed closely at 35.8%, with Planet Fitness just behind at 35.2%. These household segmentation patterns suggest that these gyms may offer more opportunities to meet other singles while getting in a workout.
If you’re looking for love, or simply to make new friends, age demographics may be something to consider when choosing a gym.
Our analysis of major fitness chains shows that the potential markets of Fitness Connection, Vasa Fitness, and In-Shape Family Fitness – i.e. the areas from which each chain draws its visitors – skewed younger in 2025, with large shares of visitors under 30.
By contrast, gyms such as The Edge Fitness Club, Retro Fitness, and Life Time tended to attract older audiences, with large shares of visitors 45 and older. For members looking to work out alongside peers closer to their own age, these demographic patterns could help narrow the field.
Age is just a number, right? So if you’re looking to make a real connection at the gym this year, you might look for some common areas of interest with other members. Our analysis highlights which gyms are most likely to attract visitors with your shared passions.
For dog lovers hoping to meet a fellow fitness enthusiast who’s just as excited about the dog park as leg day, Burn Boot Camp stands out. The chain over-indexed most strongly for the “Dog Lovers” segment, based on Spatial.ai: Proximity and AI-powered captured market data.
Prefer bonding over a good book? Genesis Health Clubs led the pack for the “Bookish” segment, suggesting a higher likelihood of members who enjoy reading as much as a solid workout. Coffee aficionados may find their people at 24 Hour Fitness, which showed the strongest over-indexing for the “Coffee Connoisseur” segment.
For those with travel on the brain, Workout Anytime over-indexed for the “Wanderlust” segment – pointing to a member base more likely to dream about their next destination. And if your ideal post-workout plan includes a movie or live show, 24 Hour Fitness and Gold’s Gym emerged as standouts, over-indexing for the “Film Lovers” and “Live & Local Music” segments, respectively.
Ultimately, choosing the right gym goes beyond equipment, pricing, or proximity. Visit patterns, demographics, and shared interests all shape the experience – influencing when you’ll work out, who you’ll see, and how the gym fits into your broader lifestyle. While no dataset can guarantee a perfect match, these patterns offer a data-backed starting point for finding a gym that aligns with how you want to train, socialize, and show up in 2026.
Want more data-driven insights for the real world? 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.
*This article excludes data from Washington State due to local regulations

Brick-and-mortar retail ended 2025 on a high note, with offline retailers posting a 2.4% increase in traffic in Q4 2025 relative to Q4 2024. This growth underscores the sector’s continued relevance even amid ongoing e-commerce growth and reinforces that retail growth is not a zero-sum dynamic, but one in which physical and digital channels increasingly coexist and complement one another.
The traffic gains during the holiday season also highlights the particular appeal of physical retail during the holiday season, when demand for in-person shopping experiences is particularly high. And as retailers refine store formats, right-size footprints, and better integrate physical locations into omnichannel strategies, brick-and-mortar retail is well positioned to remain a critical growth and engagement channel heading into 2026.
Foot traffic to e-commerce distribution centers remained consistently positive YoY throughout 2025, underscoring the strength of the logistics segment and signaling durable demand for logistics space rather than short-term fluctuations. This pattern aligns with the broader trajectory of e-commerce in the U.S., where online retail sales are projected to continue expanding, and reflects a broader structural shift in how goods move through the economy, with fulfillment infrastructure playing an increasingly central role.
This consistency is driven by long-term forces shaping retail and supply chains, including omnichannel fulfillment, faster delivery expectations, and inventory decentralization. As retailers rely more heavily on regional distribution nodes to support ship-from-store, curbside pickup, and next-day delivery, logistics facilities have become essential infrastructure rather than optional back-end operations. Even as growth moderated slightly later in the year, the persistence of positive YoY traffic points to sustained operational intensity and long-term relevance.
Year-over-year (YoY) foot traffic to U.S. manufacturing facilities points to volatility rather than sustained growth, reflecting a sector that is actively managing uncertainty. Visits declined during much of the year, suggesting restrained hiring as manufacturers appear to be operating lean – adjusting labor and on-site activity quickly in response to demand changes. Productivity gains and automation are likely also playing a role, allowing facilities to maintain output with less consistent physical presence. As a result, the foot traffic volatility may be reflecting operational flexibility rather than simple expansion or contraction.
Against this backdrop, December stands out with a clear uptick in manufacturing visits, signaling increased end-of-year activity. This rise likely reflects a mix of year-end production runs, inventory adjustments, maintenance work, and preparation for early-year demand. The December traffic increase reinforces that U.S. manufacturing – still one of the largest and most economically significant sectors globally – is adapting, not retreating, maintaining operational relevance even as it recalibrates for efficiency, automation, and selective growth.
For more data-driven retail & CRE insights, visit placer.ai/anchor.

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

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

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