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Black Friday 2024 provided valuable insights into consumer behavior as we look ahead to 2025. Placer’s blog highlighted a +2.7% increase in Black Friday weekend visits compared to last year, with shoppers focusing on value while also seeking unique and differentiated products, evidenced by strong year-over-year trends at off-price retailers like HomeGoods, Marshalls, and T.J. Maxx. Pandemic-era categories like home furnishings and sporting goods may also be seeing signs of a resurgence.
The standout takeaway, however, was the evolving role of malls. Mixed-use developments and placemaking, a key trend for malls heading into 2024, proved pivotal this Black Friday weekend. Open-air and indoor malls saw larger year-over-year visit increases (6.7% and 5.0%, respectively) than retailers across all property types (up 2.7%). This was a trend echoed by operators like Simon, further underscoring the mall’s continued relevance in modern retail.

Retailers remain integral to malls, but seasonal attractions, entertainment options, and a more diverse tenant mix have transformed malls into community hubs and prime destinations for both residents and tourists. These attractions have a symbiotic effect, driving greater foot traffic to mall tenants compared to standalone stores of the same brands.
Need evidence that this strategy works? Consumers are staying longer. Our data shows that open-air malls experienced a 7.2% increase in dwell time over Black Friday weekend, while indoor malls saw a 5.1% rise. As we've highlighted before, the longer consumers spend at a mall, the more likely they are to make a purchase.

A strong box office undeniably played a role in Black Friday visit trends and dwell time. Our data shows a nearly 250% increase in visits to movie theaters this Black Friday compared to last year (below). However, the data also reveals that many malls with unique holiday attractions and effective marketing strategies experienced increased visits, indicating that mall traffic was driven by more than just blockbuster movies.

Taken together, our data reinforces that malls have become more vital than ever to modern retail, evolving from traditional shopping hubs into multifaceted destinations that blend commerce, entertainment, and community experiences. Changes in tenant mix have introduced a diverse array of retailers, including digitally native brands, experiential stores, and unique local offerings, catering to broader consumer tastes. Increased visitor attractions, such as dine-in theaters, fitness studios, and immersive art installations, create compelling reasons that drive repeat visits for more than just shopping. Mall-focused events, from seasonal pop-ups to live performances, further enhance the draw by fostering engagement and creating a sense of occasion. This strategic evolution has positioned malls as essential anchors in the retail ecosystem, blending convenience and experience to meet the demands of today’s shoppers.

The holiday shopping season is in full swing, and with Black Friday weekend behind us, it's time to assess how this season is shaping up for retailers. As we noted before Thanksgiving, the shortened window between Thanksgiving and Christmas this year places added pressure on retailers to drive store traffic during key holiday events and weekends.
In 2023, Black Friday accounted for approximately 7% of holiday season retail visits, making it crucial for retailers this year to attract consumers early to mitigate potential slowdowns later in the season. Without burying the lede, Black Friday weekend (Friday through Sunday) delivered on this goal, with six of the seven analyzed retail sectors experiencing visitation growth. While the fervor around Black Friday may not match the excitement of the 1990s and 2000s, this year reaffirmed its enduring importance as a cornerstone of holiday shopping.

From a category perspective, luxury department stores had a strong performance this year, with traffic up 4% compared to Black Friday weekend last year. Nordstrom, in particular, stood out with a successful event. Throughout 2024, luxury department stores have worked hard to align more closely with consumer expectations in terms of assortment, in-store experience, and value, which clearly paid off during this key retail event. According to PersonaLive segmentation, Ultra Wealthy Families made up a quarter of visitors to luxury department stores during Black Friday weekend, bolstering traffic as these consumers tend to be less price-sensitive.
Full-line department stores, mass merchants, beauty, and home furnishing retailers also saw a 2-3% increase in traffic year-over-year. Overall, while discretionary retail still faces challenges, the weekend showed more positive momentum than we've seen in recent years.
Placer’s traffic estimates revealed that while most categories experienced an increase in weekend traffic, there was a noticeable shift in the distribution of visits across the days compared to last year. This year, Friday accounted for a smaller share of event visits than in 2023, while Sunday saw a higher percentage of traffic. Despite this shift, Friday still represented nearly 50% of event visits on average across retail sectors. It’s possible that consumers delayed their shopping trips until later in the weekend, potentially after conducting online research on Friday and Saturday.

What about the iconic lines outside retailers—did they make a comeback? Our data indicates that a few specific items drove consumers to camp out and arrive early for store openings on Black Friday. Notably, Target's exclusive release of the Taylor Swift Eras Tour book and a vinyl edition of her latest album, The Tortured Poets Department, attracted early crowds. Hourly visit data shows a higher share of visits between 4 AM and 6 AM compared to 2023. While last year saw a greater share of visits during regular store hours, this year shoppers arrived earlier, likely drawn by these exclusive products.
What does Black Friday weekend reveal about the rest of the holiday season? The industry successfully overcame its first hurdle—boosting overall holiday visitation despite fewer shopping days—thanks to the growth seen last weekend. However, challenges remain with more lull weeks ahead and an earlier Super Saturday this year. As we noted previously, a shorter season also means tighter shipping windows, which could drive increased in-store visits in the final days before Christmas. On the positive side, discretionary retail saw strong visitation, with key items and promotions effectively capturing the holiday spirit and engaging consumers during this critical period.

Black Friday is the biggest retail milestone of the year – drawing millions of shoppers to stores nationwide. And even as e-commerce claims a growing piece of the holiday shopping pie, consumers flock to brick-and-mortar retailers to browse the aisles, check out new products, and enjoy the festive holiday atmosphere.
But how did brick-and-mortar retailers fare during this year’s Black Friday? Did the high-stakes shopping period deliver?
Black Friday has evolved into a multi-day shopping bonanza. Early holiday sales draw crowds well before Thanksgiving, and major markdowns continue into the weekend and through Cyber Monday. Still, foot traffic data shows that the traditional milestone hasn’t lost its touch. On November 29th, 2024 visits to retailers nationwide surged by 40.4% compared to an average Friday this year – up slightly from 39.8% in 2023.
Year over year (YoY), retail foot traffic increased 0.9% on Black Friday this year – a modest uptick, but one which highlights the resilience of physical retail in an increasingly digital world. Most of the days during the week leading up to Black Friday also saw modest YoY visit increases, as shoppers got a head start on their bargain hunting. And the Saturday and Sunday following the milestone saw more significant YoY visit increases of 2.0% and 6.2%, respectively – perhaps driven in part by customers picking up orders placed online during Black Friday.

Digging deeper into the data for different areas of the country shows that the resonance of the milestone varies significantly by region. In Delaware and New Hampshire, visits to retailers on November 29th were up a whopping 75.9% and 72.8%, respectively, compared to an average Friday this year. And in much of the Midwest – including North and South Dakota, Nebraska, Indiana, Minnesota, Wisconsin, Iowa, Kentucky, Tennessee, and Kansas – retail foot traffic surged by more than 50.0%. By contrast, Western states such as California (26.0%), Wyoming (24.1%), New Mexico (24.5%), Montana (31.3%), Colorado (32.6%), Nevada (33.1%), and Utah (33.6%) experienced much more modest visit boosts.

The differences in statewide Black Friday performance may reflect more general regional Black Friday patterns. Though the Mountain states saw smaller Black Friday visit spikes than other areas of the country, retail visits in the region on November 29th, 2024 were up 4.1% YoY – perhaps a sign that the milestone is growing in local importance. The Eastern and Western South Central regions saw YoY visit increases of 3.7% and 2.8%, respectively – while the South Atlantic region saw a 1.5% increase. Meanwhile, some of the areas where Black Friday is most resonant – including the Midwest – saw visits remain flat or fall slightly below 2023 levels.

Holiday shopping is about more than just making transactions – consumers eagerly leave the comfort of their homes to embrace the thrill of the treasure hunt, explore new products firsthand, and enjoy the experience of shopping with friends. And foot traffic data shows that Black Friday retains plenty of in-person appeal.
For more data-driven insights, visit placer.ai.

Many Americans choose to take the entire week of Thanksgiving off, heading home early and maximizing family time during the holiday. How does the extra vacation time impact travel and leisure foot traffic? We dove into the data to find out.
The Tuesday and Wednesday before Thanksgiving are among the busiest travel days of the year as Americans head back home or travel to friends to celebrate the holiday with loved ones. But with many employees taking the entire week of Thanksgiving off – or choosing to work remotely – the Saturday before Thanksgiving is also a popular travel day.
On Saturday November 23rd, 2024, major U.S. airports and ground transportation hubs saw a 16.8% and 12.5% increase in visits, respectively, compared to the recent Saturday average. The Saturday spike suggests that many travelers started their holiday journey early to avoid the pre-Thanksgiving rush while enjoying a little more time with family and friends.
Visits to both airports and ground transportation hubs then fell on Sunday – although the airport drop was more pronounced than the bus and train station dip – before diverging for the rest of the week: Bus and train stations rose on Monday and peaked on Tuesday before leveling off, while airport visits stayed low on Monday, spiked on Tuesday, and peaked on Wednesday.
The dip in Monday visits along with the relatively larger drop in Sunday visits for airports is likely due to athe decrease in business travel during the week of Thanksgiving. Meanwhile, ground transportation may pick up on Monday because those trips tend to be longer – so travelers could be choosing to head out earlier.

But even as travel traffic increased, hospitality visits dipped. Most hotel categories – with the exception of luxury hotels – received significantly fewer visits on the days before Thanksgiving relative to their recent daily visit averages, with visits only rising slightly for some categories just before the holiday.
This substantial drop in hotel visits pre-Thanksgiving is likely due to a decrease in business travel ahead of the holiday. But all that Saturday travel (see above) still means more people away from home – so where are these travelers staying? The dip in hotel visits before Thanksgiving suggests that many people traveling earlier in the week may be choosing to forego the hotel and instead stay with friends or family.

How do these early Thanksgiving travelers spend their time ahead of the holiday?
Many of those traveling early may be taking extra PTO ahead of the holiday to maximize quality time with their geographically distant family – so, unsurprisingly, foot traffic data indicates that visits to family-friendly destinations spike ahead of the holiday.
This year, visits to museums, aquariums, and zoos peaked on the Tuesday before Thanksgiving relative to the recent Tuesday average, and remained significantly elevated on Wednesday. Museums – which may appeal to a wider age range than the other two types of attractions – also received a substantial visit boost on Monday.
This trend highlights the opportunity for family-friendly venues to strategically plan events, promotions, and extended hours during the early Thanksgiving week to attract traveling families seeking meaningful experiences together.

Indeed, zooming in on family-friendly museums across the country reveals that these venues tend to welcome a much larger share of out-of-town guests on the Monday to Wednesday before Thanksgiving compared to the same period the week before. This suggests that many of those who traveled early for Thanksgiving use the days ahead of the holiday to spend quality time with their relatives and engage in family-friendly activities in their hosts’ cities. Museums and similar venues can capitalize on this trend by tailoring their offerings or promotions to appeal to these out-of-town visitors during this peak period.

Analyzing pre-Thanksgiving foot traffic to travel hubs and leisure venues reveals that many Americans likely leverage the extra time off to extend their stay with their loved ones and explore local attractions together. By understanding these trends, businesses and cultural institutions can better cater to holiday travelers, creating meaningful experiences during this uniquely busy and family-focused season.
For more data-driven insights, visit Placer.ai.

Many of Thanksgiving’s consumer behavior impacts are broadly recognized, from the pre-Thanksgiving Turkey Wednesday peak at grocery stores to the post-Thanksgiving Black Friday shopping bonanza. But diving into consumer foot traffic trends for the week before the holiday reveals some lesser-known ripple effects from many Americans’ favorite national event. So how did Thanksgiving impact retail, dining, and airport visits this year? We analyzed the data to find out.
Many Americans host friends and family for Thanksgiving dinner, leading to the well-recognized spike in pre-Thanksgiving grocery traffic that culminates on Turkey Wednesday. But hosting a proper Thanksgiving dinner requires more than just good food – the space needs to be prepped as well.
Foot traffic data indicates that many consumers do in fact spend the week before Thanksgiving shopping for decor and other entertainment supplies, driving visit increases at home furnishing stores such as Homesense and at party supply stores such as Party City. And the prospect of guests also seems to motivate consumers to tackle whatever home repair projects they’ve been putting off – visits to home improvement stores, including Home Depot and Lowe’s, also received a significant boost the week before Turkey Day.

All the time spent in the kitchen cooking for Thanksgiving may also be contributing to a rise in dining visits on the days leading up to the holiday. Although visits to restaurants, breakfast joints, and fast food places dipped slightly during the weekend before Thanksgiving, foot traffic to major dining segments began climbing on Monday, November 25th before peaking on Turkey Wednesday.
This increase in dining visits could be due in part to home cooks – and their families – looking to fuel up outside the home as the kitchen gets taken over by Thanksgiving prep. And some Americans who started the Thanksgiving vacation early may choose to spend some quality time going out to eat with their friends and families prior to the big day. Others who are already traveling may also be driving up dining visits by looking for more meals on the go.

But even as some Americans begin their Thanksgiving travels earlier in the week, most Americans traveling by car seem to wait until Wednesday to head out – and the traffic boost to car-related categories seems to occur much closer to the day itself. Car shops & services and gas stations & convenience stores received a minor bump on the Tuesday before Thanksgiving as some Americans hit the road early or got their car serviced ahead of the long drive back home. But most of the traffic boost to car shops, car washes, and gas stations occurred on Wednesday November 27th – just before Thanksgiving travel.

Thanksgiving’s economic impact is not limited to grocery stores and post-Thanksgiving Black Friday shopping. Analyzing consumer foot traffic data for the week before the holiday reveals the widespread impact that Thanksgiving has on a range of consumer sectors, from car washes to dining segments to home improvement.
For more data-driven consumer insights, visit placer.ai.

Turkey Wednesday – the day before Thanksgiving – is the grocery industry’s Black Friday. As shoppers flock to stores for turkeys, cranberry sauce, and other holiday essentials, the day delivers impressive visit spikes for grocery, superstore, and dollar stores alike. But how did this year’s Turkey Wednesday measure up – and which brands capitalized most successfully on this critical shopping event?
We dove into the data to find out.
People love to shop – but they also love to procrastinate, descending on stores just before major holidays to grab last-minute supplies. So far in 2024, March 30th (Easter Eve), May 11th (the day before Mother's Day), and November 27th (Turkey Wednesday) have been the busiest days of the year for grocery stores, superstores, and discount & dollar stores. But while the first two milestones drew bigger crowds to superstores and discount & dollar stores – both natural destinations for gift buyers and food shoppers alike – Turkey Wednesday was the grocery sector’s time to shine.
On November 27th, 2024, grocery stores saw visits surge by 81.0% compared to a year-to-date (YTD) daily average, capturing over half (51.2%) of visits across grocery, superstore, and discount chains. (During the rest of the year, grocery stores account for just 46.6% of the three industries’ overall visit pie.) Still, superstores and discount & dollar stores also attracted plenty of pre-Thanksgiving shoppers with enticing holiday promotions of their own. And despite reports of consumer cut-backs ahead of the holiday, this year’s Turkey Wednesday performance was on par with last year’s, with grocery visits on November 27th 2024 up 0.7% relative to November 22nd 2023 (last year’s Turkey Wednesday).

Diving into statewide grocery store data shows that like Black Friday, Turkey Wednesday’s appeal isn’t evenly distributed across the United States. Though grocery visits spiked nationwide on November 27th, 2024, some regions saw bigger foot traffic peaks than others.
In the Pacific Northwest, parts of New England, and some Mountain states, for example, grocery visits increased by less than 70.0% compared to a YTD daily average. But in parts of the Midwest and South, visits spiked by over 90.0%. Mississippi and Minnesota in particular stood out as major Turkey Wednesday winners, with visits up 96.8% and 96.5%, respectively. These regional differences highlight Turkey Wednesday’s special resonance in areas where holiday shopping traditions like Black Friday also dominate.

Which grocery chains benefit the most from Turkey Wednesday? A look at individual brands shows that traditional grocery stores – think Kroger, Albertsons, and Safeway – generally see bigger pre-Thanksgiving visit boosts than limited-assortment value chains like Aldi and Trader Joe’s. And in keeping with the regional trends noted above, some of the best-performing chains are midwestern favorites like Schnucks and Albertsons’ Jewel-Osco, which saw Turkey Wednesday foot traffic surges this year of 103.9% and 92.6%, respectively.
But numerous other chains also saw major Turkey-fueled visit increases on November 27th – including Food 4 Less, the Kroger-owned regional value chain with locations in both the Midwest and California, and East Coast brands ShopRite and Wegmans. When it comes to last-minute holiday shopping, it seems, there is plenty of room for multiple brands to thrive.

Though value-oriented grocery chains typically see smaller visit spikes on Turkey Wednesday, many budget brands are steadily growing their pre-holiday audiences.
Grocery Outlet Bargain Market and Aldi saw foot traffic rise by 13.5% and 11.2%, respectively, on November 27th, 2024 compared to last year’s Turkey Wednesday. (Both chains also saw substantial increases in the average number of visits to each of their individual locations – 9.7% and 8.4%, respectively – proving that the increase isn’t solely a result of fleet expansion.) Meanwhile, traditional grocery leaders like H-E-B, Kroger’s Ralphs, Ahold Delhaize’s Hannaford, and Albertsons’ Jewel Osco, also recorded year-over-year (YoY) foot traffic gains, highlighting robust performance across much of the sector.

Groceries are a crucial part of the Thanksgiving holiday – but liquor, it seems, may be even more indispensable. On November 27th, 2024, visits to liquor stores surged even higher than visits to grocery stores – generating a remarkable 186.4% visit spike, as consumers stocked up on spirits to ease the mood at stressful family gatherings or to show gratitude to hard-working hosts. Like for grocery stores, Turkey Wednesday was liquor stores’ busiest day of the year so far – though if last year is any indication, the run-up to Christmas will likely generate even more impressive traffic bumps.

Turkey Wednesday 2024 reaffirmed the key role played by traditional grocery stores in the run-up to Thanksgiving. And though supermarkets and liquor stores stole the spotlight, superstores and discount & dollar stores also experienced significant visit upticks – and value chains are steadily growing their pre-holiday audiences. How will these categories continue to fare throughout the rest of the holiday season?
Follow Placer.ai’s data-driven retail analysis 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.
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.
