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With sales of mountain passes up and eager skiers and snowboarders ready to hit the slopes, let’s take a look at how Backcountry has been performing of late. This brand may be familiar to many, as it has been an online retailer for the past 27 years. Lately, though, the retailer has made a foray into brick-and-mortar stores in areas where they have a strong concentration of online customers, with the store count currently up to 9 nationwide.
The Palo Alto store opened in Spring 2023. Visitation trendlines show that this store at the Stanford Shopping Center has jumped to be neck-and-neck with the Seattle store in Dec 2023.
The majority of Backcountry shoppers come from very high-income households, such as Ultra Wealthy Families, Educated Urbanites, and Sunset Boomers (using PersonaLive data for select store trade areas).
Backcountry opened its first physical store downstairs from its corporate headquarters in Park City, UT in 2021. The impetus for opening a brick-and-mortar store was to “deepen connections with its customers.” In addition to the Palo Alto store, Backcountry also opened its first east coast outpost on 14th St in Washington DC during spring 2023, one of the hot retail corridors we wrote about. The newest entrant is a 23,000 square-foot flagship location open at the Grove in Los Angeles in July, which will provide gear for all sorts of popular outdoor activities, such as hiking, camping, water sports, running and climbing.

The holidays conjure up warm, cozy images of families sitting around artfully-set tables and enjoying delicious home-cooked meals. But for many people, Christmas Day is also a time to eat out. And while many restaurants are closed on December 25th, several national and regional chains keep their doors open for patrons eager to enjoy a nice, stress-free meal with loved ones – without the clean-up.
So with the holiday season in the rearview mirror, we dove into the data to explore nationwide December 25th dining trends – focusing our analysis on more than 100 chains, mostly full-service, with significant national or regional presence. Which brands are most popular on Christmas Day? And what differences can be observed in different regions of the country?
Nationwide, visits to dining chains nationwide were down 59.7% on December 25th, 2023, compared to a Q4 2023 daily average. But digging down deeper into the different areas of the country reveals significant regional differences.
The Pacific states – including California, Washington, Oregon, Alaska, and Hawaii – saw a drop of just 33.8% in dining visits on Christmas Day compared to the region’s Q4 2023 daily average. Next in line were the various regions of the South, where December 25th foot traffic dropped between 51.2% and 56.9%, followed by the Mountain states. And on the other end of the spectrum lay New England, where visits were down 83.3% compared to a Q4 baseline. Other areas of the Northeast and Midwest also experienced foot traffic dips in excess of 70.0% – indicating that residents of these areas are less likely to dine out on the holiday.
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But which chains are most popular on December 25th? Analyzing the distribution of holiday visits among 25 leading Christmas Day restaurant destinations shows that three all-day breakfast chains – Waffle House, IHOP, and Denny’s – dominated the Christmas Day dining market this year.
Together, these 24/7 eateries, which tend to experience significant holiday visit bumps, accounted for an impressive 70.4% of holiday dining foot traffic. After a leisurely morning of presents and hot cocoa, it seems, nothing quite hits the spot like waffles, pancakes, and other breakfast favorites. And with affordable prices, seasonal menus, and special holiday vibes (complete with pajama-clad customers), these restaurants offer plenty of holiday cheer.
But breakfast chains aren’t the only dining venues that draw Christmas Day crowds. Red Lobster, the popular seafood chain, cornered 4.9% of this year’s December 25th dining foot traffic. And Applebee’s, Black Bear Diner, Golden Corral, and TGI Fridays each received between 2.0% and 3.0% of Christmas Day visits.
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Drilling down deeper into the data for holiday visit trends shows that each state has its own favorite Christmas Day destination. In no fewer than 21 states nationwide – including New York, Texas, Michigan, and Florida – IHOP topped the chart. Denny’s and Waffle House, for their parts, each led the charge in 11 states, with Waffle House dominating the Christmas Day scene in much of the South.
But in some places, other chains topped the Christmas Day rankings. In Iowa, Minnesota, and North Dakota, people flocked to Perkins Restaurant & Bakery – the casual-dining chain known for its iconic pies and pancakes. In Wyoming and South Dakota, Red Lobster drew the biggest crowds. And in Oregon, Shari’s – a chain with some 80 locations in the western region of the country – attracted the most holiday visits.
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Foot traffic data also reveals, unsurprisingly, that visitors to the three Christmas Day leaders – Waffle House, IHOP, and Denny’s – spent more time in the restaurants on Christmas Day than they usually do. Some 17.3% of Christmas Day Waffle House visits lasted more than one hour – compared to 14.7% on an average day in 2023. IHOP and Denny’s also saw significant holiday increases in dwell time.
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Though many restaurants are closed on December 25th, chains that do stay open – especially all-day breakfast eateries – draw significant crowds. How will holiday winners like Waffle House, IHOP, and Denny’s continue to fare as people settle back into their post-holiday routines? And how will Christmas Day dining trends evolve nationwide in the years to come?
Follow placer.ai/blog to find out.

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.
Has the remote work war run its course? For a while last year, it seemed like not a day went by without another headline proclaiming the demise of WFH. And as return-to-office mandates continued to pile up (et tu, Zoom?), the debate over offsite work productivity grew ever more rancorous.
But amidst all the noise, a new hybrid reality appears to have taken hold, offering both companies and employees the benefits of a mixed model. Yes, productivity can thrive outside the office – but there is something about the intangible spark that ignites when people interact with one another in person that has proven crucial to business success. So while recent survey data shows a precipitous drop in fully remote work over the past three years, most companies aren’t requiring people to go back to the office full time.
With these trends in mind, we dove into the data to explore the state of office foot traffic as the year drew to a close. How did December 2023 office visits compare to pre-COVID? And what impact did the holiday season have on the demographic profile of the typical office-goer?
Last month, buildings in our Nationwide Office Index received 36.5% fewer visits than they did in December 2019 – reflecting a continuation of the same general holding pattern that has seen foot traffic hovering around 40.0% of pre-COVID levels, with some minor fluctuations.
But delving further into the data for key commercial hubs nationwide highlights the persistence of important regional differences – with New York City emerging as last month’s clear office recovery winner. In December 2023, the Big Apple experienced a year-over-four-year (Yo4Y) visit gap of just 19.2% – the smallest seen by the city in some time. At the other end of the spectrum lay San Francisco, with a Yo4Y visit gap of 53.1%.
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But December is a bit of an outlier, work-wise. It’s the heart of the holiday season – kicked off by Thanksgiving at the end of November, and bookended by New Year’s Eve on the other side. And foot traffic data shows a small but distinct shift in the demographic profiles of office buildings’ captured markets – i.e. the areas their visitors come from – during the last month of the year.
Nationwide, and in major cities like New York and San Francisco, office-goers tend to come from relatively affluent areas with greater-than-average shares of one-person households. But over the final three months of 2023, both of these metrics in office buildings’ captured markets gradually declined. November office visitors were more likely to come from larger and lower-HHI households than October visitors – and December visitors were more likely to come from such households than November ones. This may reflect the greater flexibility of higher-HHI employees to work from home more often during the holiday season. It may also reflect a greater tendency on the part of singles to take extended trips to visit family during the holidays, and plug in from afar.
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Hybrid work may be here to stay, but employees and companies will likely continue to negotiate the exact terms of the new model in the months and years ahead. Are the remote work wars really over? And what will office recovery look like in the new year?
Follow placer.ai/blog to find out.

With their experiential vibes and treasured blends of well-known brands and local gems, high-street retail corridors are experiencing something of a renaissance. Iconic shopping districts like Fifth Avenue and SoHo in New York City, Rodeo Drive in Beverly Hills, and Newbury Street in Boston are seeing steady influxes of luxury and high-end apparel brands. And economic headwinds notwithstanding, consumers continue to flock to these important retail destinations to shop, grab a bite to eat, and take in all the sights and sounds they have to offer.
So with the new year upon us, we dove into the data to see how major urban shopping districts nationwide fared this holiday season. How did visits to these corridors in the final months of 2023 compare to last year? And who are the consumers driving the high-street revival?
Over the past six months, visits to major urban shopping districts have been consistently higher than they were last year. And as the holiday season kicked into gear, the year-over-year (YoY) growth trajectory trended upwards – indicating a robust turnout during this holiday period.
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To examine some of the factors behind this growth, we analyzed the demographic profiles of the captured markets of POIs (points of interest) corresponding to major high-street corridors throughout the country.
The analysis shows that throughout the U.S., high-street shopping districts hold special appeal for affluent audiences – and for consumers belonging to Spatial.ai’s PersonaLive’s “Educated Urbanite” psychographic segment. This segment encompasses well-educated young singles that live in dense urban areas and make relatively high salaries. Given the demographic profile of their visitors, it’s no wonder that high-street corridors are finding success while expanding their luxury and high-end apparel portfolios.
In Q4 2023, the captured markets of Fifth Avenue, SoHo, and Times Square all featured higher median household incomes (HHIs), and greater shares of the “Educated Urbanite” segment than New York’s statewide baselines. Each of these quintessential New York City landmarks, however, drew a somewhat different visitor base.
Fifth Avenue, with its array of museums, luxury high-rises, and expensive department stores, drew the most affluent crowd, with a captured market median HHI of $105.6K – some 35.7% above the statewide median. SoHo, for its part, known for designer apparel stores, trendy cafes, and whimsical tourist attractions (Museum of Ice Cream, anyone?), attracted the largest share of “Educated Urbanites.” And Times Square, a top Big Apple attraction with broad popular appeal, boasted a visitor profile closest to statewide baselines.
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A look at the visitor profiles of major California shopping districts reveals a similar trend. The captured markets of Beverly Hills’ Rodeo Drive, Santa Monica’s 3rd Street Promenade, Hayes Valley in San Francisco, and Abbot Kinney in Los Angeles all had higher median HHIs in Q4 2023 than the statewide median of $85.7K. Of these, the captured market with the highest median HHI was that of Hayes Valley in San Francisco – an unsurprising finding given the relative affluence of the Bay Area. Not far behind was Rodeo Drive, with a median HHI of $113.9K.
Hayes Valley also led the charge for “Educated Urbanites,” with no less than 61.4% of the population of its captured market – nearly two-thirds – belonging to this segment. But all four of the analyzed high-street corridors were significantly over-indexed for this demographic compared to the California baseline of 13.1%.
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Looking at urban shopping districts in other major cities nationwide – including Newbury Street in Boston, Fulton Market in Chicago, and Walnut Street in Philadelphia – shows that the unique draw of these corridors for young, affluent singles isn’t confined to New York and Chicago. In all three corridors, the median HHIs and shares of “Educated Urbanites” in the captured markets
also exceeded statewide baselines – oftentimes by a wide margin.
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Evolving work routines and post-COVID population shifts continue to present municipalities and other civic stakeholders with significant challenges. But the revival of high-street retail corridors shows that cities are up to the task. How will major urban shopping districts fare in the new year? And how will their audiences continue to evolve?
Follow Placer.ai’s data-driven retail foot traffic analyses to find out.

How did the brick-and-mortar divisions of Walmart, Target, and other leading retailers perform this holiday season? Which days drove the most visits, and how did foot traffic performance this year compare to 2022? We dove into the data to find out.
Looking at daily visits to Target, Walmart, mid-tier department stores (including Macy’s, JCPenney, Kohl’s Belk, and Dillard’s), luxury department stores (including Saks Fifth Avenue, Neiman Marcus, Bloomingdale’s, and Nordstrom) and Best Buy reveals several common trends.
In all cases, retail visits began to creep up over the days leading up to Thanksgiving (Monday through Wednesday) as consumers took advantage of early Black Friday discounts. And the visit increase on Black Friday 2023 relative to the Q4 daily average was larger than in 2022 – perhaps thanks to budget-conscious consumers holding out for the steep discounts offered the day after Thanksgiving. The Christmas Eve Eve (December 23rd) and Super Saturday spikes were also particularly pronounced in 2023, likely thanks to the combination of both retail events falling on the same day this year.
All retailers and retail segments analyzed also saw smaller surges on Boxing Day (December 26th) 2023 when compared to 2022, likely due to calendar differences. Christmas fell on a Sunday in 2022, so December 26th was declared a federal holiday in lieu of December 25th, and many private-sector employers likely gave time off as well – giving consumers the opportunity to hit the stores and enjoy after-Christmas sales. But Boxing Day still drove visit peaks across the board in 2023 (albeit not smaller peaks than in 2022) – indicating that Boxing Day is now a U.S. phenomenon as well.
December 27th, 28th, and 29th saw a greater increase relative to the daily Q4 average in 2023 compared to 2022, culminating in a larger New Years Eve Eve (December 30th) spike. The December 30th surge may be because this year’s December 30th fell on a Saturday, which is a major shopping day in its own right. But the increase in the days prior to New Years Eve Eve, when after-Christmas sales were in full force, could indicate that consumers are still particularly attune to sales events.
Still, despite the similarities across retail categories, foot traffic data also reveals some important differences between the segments.
Visits to Target began to increase in November 2023 relative to October as the retailer offered “Four Weeks of Early Black Friday Deals,” starting October 29th. And like the other categories analyzed, Target saw its first small visit peak of the season on the Wednesday before Thanksgiving (also known as Turkey Wednesday thanks to the massive Grocery visit spikes on the day). Visits on the day before Thanksgiving were up by 21.5% and 22.1%, in 2022 and 2023, respectively, despite foot traffic on an average Wednesday tends to be lower than the Q4 daily average – indicating that “Turkey Wednesday” also holds retail significance for grocery-adjacent categories.
Visits then spiked on Black Friday and returned to seasonally normal levels on Saturday. Throughout December, foot traffic continued to swell, with every week exceeding the previous week’s visit performance. The intensity of the visit growth picked up the week before Christmas, with Christmas Eve Eve/Super Saturday seeing a significant jump. Finally, Target visits on Boxing Day and the week following Christmas also exceeded the Q4 daily average as consumers took advantage of end-of-season sales and looked for festive attire for their New Year’s Eve celebrations.

The holiday season visit pattern at Walmart differs from those at Target in several instances. The superstore’s Turkey Visit spike was significantly more pronounced than Target’s, likely thanks to Walmart’s more extensive grocery offerings. Walmart also saw smaller spikes on Black Friday – perhaps due to the retailer’s famous “everyday low prices,” which may reduce the appeal of specific sales events. The Christmas Eve Eve/Super Saturday surge were also lower than for Target, but the Super Saturday increase relative to Black Friday spike was more pronounced, with some consumers probably visiting Walmart for last-minute groceries ahead of their Christmas dinners.
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Visits to luxury department stores (Saks Fifth Avenue, Neiman Marcus, Nordstrom, and Bloomingdale’s) followed the general retail foot traffic trends, with larger peaks on Black Friday and on Christmas Eve Eve/Super Saturday in 2023 compared to 2022. Boxing Day 2023 drove a smaller visit spike relative to last year, but foot traffic was still 98.2% higher than the Q4 2023 daily average – indicating that the day is still emerging as an important retail milestone, especially for pricier segments.
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Mid-tier department stores (Macy’s, Kohl’s, JCPenney, Belk, and Dillard’s) saw more significant spikes on Black Friday and Christmas Eve Eve/Super Saturday, and smaller spikes on Boxing Day. Luxury’s department stores’ biggest post-Christmas visit peak was on Boxing Day, but mid-tier department stores experienced their largest end-of-year increase on New Year’s Eve Eve (December 30th).
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Best Buy saw the strongest Q4 visit spike on Black Friday out of all the retailers and retail segments analyzed, with foot traffic up a whopping 510.9% compared to its Q4 2023 daily average. The electronics leader also had the largest Christmas Eve Eve/Super Saturday bump – with visits up 188.1% – and Boxing Day boost, with traffic up 112.9% compared to the Q4 daily average. The visit surges over the holiday season’s retail milestones indicate that demand for electronics remains strong – even as some consumers may be putting off large purchases due to economic headwinds.
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The holiday season drove significant retail foot traffic across categories, with every segment displaying its own unique Q4 visitation pattern. How will these sectors perform in the year ahead?
Visit placer.ai/blog to find out.

2023 was a year that forced restaurant operators to stay agile. Inflation was top-of-mind for most consumers throughout the year, resulting in a trade-down to value-oriented restaurants (or trading out to value grocery chains, dollar stores, and convenience stores). That said, value wasn’t the only factor driving visits, as new menu innovations (Taco Bell was a standout) or marketing partnerships (McDonald’s Famous Orders and “adult” happy meals helping the chain to outperform from a visitation perspective). While we’ve seen visitation trends for the morning daypart improve due to a steady recovery in return to office trends, we continue to see visits during late morning and early afternoon for coffee and QSR chains due to changes in consumer routines (not to mention a resurgence in late night dining). This has also prompted several chains to refine their approach to drive-thrus and pick-up windows (Shake Shack, Chipotle, Taco Bell, among several others). On top of these trends, we’ve seen massive changes in restaurant trade areas, driving many chains to rethink their expansion plans (including an emphasis on South and Southeast, which have seen population growth due to migration).
McDonald’s new exploratory restaurant concept CosMc’s sits at the intersection of several of these trends. The smaller-format (approximately 2,800 square feet, compared to 4,000-4,500 square feet for the average McDonald’s), drive-thru only concept opened its doors last month in Bolingbrook, IL, and is part of a “limited test run”. Its menu heavily focuses on beverages, including four “Signature Galactic Boosts” (featuring Sour Cherry Energy Boost and Island Pick-Me-Up Punch drinks), iced teas and lemonades (such as a Tropical Spiceade and Blackberry Mist Green Tea), slushes and frappes (including a Chai Frappe Burst and Popping Pear Slush), and coffee-based products (highlighted by the S’Mores Cold Brew and Turmeric Spiced Latte). While beverages are the focal point, there are also a variety of breakfast and snack food options, including a Spicy Queso and Creamy Avocado Tomatillo breakfast sandwiches, McPops (filled doughnuts), Savory Hash Brown Bites, and Pretzel Bites. In addition to the experimental fare, the menu also features a host of traditional breakfast sandwiches and beverage offerings.
Given the early buzz, we decided to check out the concept for ourselves this week. It was immediately apparent how much interest CosMc’s was drawing, as the drive-thru lane spanned roughly 80 vehicles upon arrival (which required use of a separate parking lot at the Maple Park Place shopping center, which also features Burlington, Ross Dress for Less, Dollar Tree, Aldi, and Best Buy stores).

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While its unique menu has rightfully generated a significant amount of attention, it’s also clear that McDonald’s is also using CosMc’s as a test for other potential drive-thru only locations in the future. Customers order from dynamic menu boards and cashless payment devices are used to expedite the payment process. Visitors wait at the menu board until their order is ready, and then pickup windows are assigned when the order is ready.
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Admittedly, it’s tough to make definitive conclusions about CosMc’s with the location being open for only a few weeks. Placer’s data suggests that CosMc’s saw more than double the number of visits that a typical McDonald’s saw chainwide during December 2023 (despite being open only since Dec. 7) and more than triple the number of visits per square foot (given CosMc’s smaller, roughly 2,500 square feet footprint). However, it’s also worth noting that CosMc’s visitation numbers would likely have been much higher if the location had additional capacity to satisfy the overwhelming demand.
Still, Placer offers some other ways to evaluate CosMc’s early trends. Based on 2019 Census Block Group data, CosMc’s trade area size (using a 70% of visit threshold) was just over 155 square miles during December 2023 (below). This is roughly 2.5 times the size of the trade area for the average McDonald’s location during December 2023 (62 miles) and significantly larger than the average trade area for most coffee brands (25-35 miles for more urban focused brands to 50-60 miles for more suburban/secondary market brands). In fact, the closest recent comparison we could find for CosMc’s was Raising Cane’s Post Malone and Dallas Cowboys restaurant collaboration, which had an impressive 264-mile trade area during its initial month of opening (though also helped by cross-traffic from Dallas Cowboys home game visitors from across the state of Texas). In some ways, there were also similarities between CosMc's and the Hello Kitty Cafe Trucks, which the Placer.ai Blog team wrote about last September.
Given that McDonald’s also appears to be targeting a younger demographic with CosMc’s, we thought we’d also look at the age breakdown for the potential market trade area (the population living within the trade area for the CosMc’s store). McDonald’s collective potential market trade area largely mirrors U.S. trends given its reach (the company has previously stated that 85% of the population in its top five markets–the U.S., France, the U.K., Germany and Canada–are within three miles of a McDonald’s location), it’s interesting that the potential market trade area for CosMc’s does skew to a younger audience, particularly the 22–29-year-old cohort.
By the end of 2024, McDonald’s plans to open an additional 10 CosMc’s test units, including locations in the Dallas-Fort Worth and San Antonio markets (notably some of the fastest growing markets in the U.S.). Does CosMc’s have the potential to be something more than a 10-unit test over a longer horizon? McDonald's has attempted to differentiate its coffee business in the past with its McCafe menu and standalone McCafe locations in international markets, but competition with Starbucks and others made it difficult for the company to distinguish McCafe as a standalone retail brand in the U.S. CosMc's is interesting from this perspective, as it may allow the company to build a brand more naturally and stand out with a younger audience (which appears to be working). It’s unlikely that future CosMc’s will look or operate like the pilot location in Bolingbrook. Nevertheless, the excitement around new products, an expansive trade area, and potential to connect with younger audience make it a worthwhile test (especially with 2024 shaping up to be a strong year for unit growth within the coffee category).

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

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

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