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About the Placer.ai Mall Index: The Placer.ai Mall Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Mall visits largely rebounded in March following their February drop. Traffic to indoor malls grew 1.8% year-over-year while open-air shopping centers and outlet malls saw their YoY visit gaps narrow to 1.1% and 0.7%, respectively. The rebound may be driven by the slight increase in consumer confidence among younger consumers (under 35 years old) and consumers from households earning over $125K a year – since affluent households are overrepresented in the trade areas of all three mall formats.
Indoor malls’ March YoY visit growth is the latest manifestation of the format’s strength. Between Q2 2023 and Q1 2024, open-air shopping centers led the shopping center space as this format consistently outperformed the other two mall types on a YoY visit basis. But over the past year, indoor malls have led the pack, with YoY visit trends to indoor malls consistently stronger than visitation metrics for the other two formats.
Some of the strength of indoor malls could be attributed to a sort of “survival of the fittest.” Many indoor malls shuttered in recent years, so the malls that remain in operation – such as the top-tier malls in the Placer.ai Indoor Mall Index – may be receiving some of the traffic that may have previously gone to less successful malls. Indoor malls are likely also benefiting from a renewed demand for the indoor mall experience – which could explain the string of recent investments in class B malls – from Walmart’s purchase of the Monroeville mall to Simon’s redevelopment of the Smith Haven Mall.
March 2025 marked the five-year anniversary of the retail lockdowns. And although this past month marked an improvement in visitation trends on a YoY basis, zooming out in time reveals that the pandemic is still having a lingering impact on both the quantity and quality of mall visits across formats.
All three mall types received fewer, shorter visits in Q1 2025 compared to Q1 2019, with outlet malls seeing the largest drop in both visit numbers and visit duration. Open-air shopping centers experienced the strongest recovery in terms of visit numbers – Q1 2025 traffic was just 2.0% lower than in Q1 2019 – while visit duration fell 4.4%. Indoor malls saw the strongest rebound in visit duration, with Q1 2025 visits only 2.9% shorter than pre-pandemic – but visit numbers were down 7.4%. So despite the resilience of open-air shopping centers and the recent visit gains of indoor malls, the shopping center industry still has a ways to go before visitation patterns return to pre-COVID levels across the board.
As the industry looks beyond the five-year mark, the future of malls will likely depend on adaptability. Operators who can balance digital integration, experiential offerings, and responding to shifting consumer preferences will be best positioned to thrive in a post-COVID retail environment.
While the positive March visit data offers a degree of optimism for the mall industry, it's crucial to acknowledge that the sector is still navigating the long-term effects of the pandemic, characterized by fewer and shorter visits compared to pre-2020. At the same time, the recent success of indoor malls suggests a potential shift in consumer preferences or a concentration of traffic in stronger locations, highlighting the ongoing evolution of the retail landscape. Moving forward, the resilience and future success of malls will likely hinge on their ability to adapt to changing consumer behaviors and integrate innovative strategies that enhance the overall shopping experience.
Consumers are as interested as ever in heath-conscious eating, and many are turning to protein-packed diets to meet their fitness and wellness goals. We took a closer look at two retailers making a name for themselves in the high-protein, health-centric food space – Wild Fork Foods and Clean Eatz.
Wild Fork Foods is a paradise for meat and seafood lovers. The chain, which boasts nearly 60 locations nationwide, is at once a grocer, specialty products purveyor, and prepared foods destination. While much of Wild Fork’s product selection is frozen-meat-centric, the chain also offers a robust array of prepared foods.
And consumers seem to be resonating with the brands’ offerings – foot traffic to Wild Fork Foods consistently outpaced overall grocery visits, with YoY visits 33.8% higher in February 2025 than in February 2024, while overall grocery visits dropped by 1.7%. While some of this visit growth can be attributed to an increase in locations, Wild Fork’s strong performance bodes well for the brand.
Clean Eatz takes a different approach with its product offerings. While the chain boasts an on-site cafe, its real strength lies in its prepared meals and meal kits, which can be ordered individually or as part of full meal plans for the week. Each plan includes detailed nutrition information, making the chain an ideal option for those looking to take their diet to the next level.
This health-centric approach seems to be resonating with visitors, with Clean Eatz foot traffic outperforming the fast-casual restaurant segment in all months analyzed. And like Wild Fork, Clean Eatz has expanded over the past year, opening 14 locations between Q3 2023 and Q3 2024.
While Wild Fork and Clean Eatz share similarities in foot traffic trends and expansion efforts, a closer look at visitor demographics reveals key differences that highlight their respective strengths.
Compared to Wild Fork, Clean Eatz receives more of its traffic during the weekday – 77.3% of Clean Eatz’ visits take place on Monday through Friday, in contrast to Wild Fork’s 62.6%. Similarly, a higher share of Clean Eatz visitors visit the chain on their way to or from work – 14.9% and 10.0%, respectively – compared to Wild Fork’s 7.8% and 4.8%.
This suggests that Clean Eatz has become a convenient meal option for busy weekdays, while Wild Fork primarily attracts shoppers making planned stock-up trips.
Examining demographic data reveals additional distinctions between Wild Fork and Clean Eatz’ customers beyond their shopping preferences. While both chains draw visitors from trade areas with relatively high median household incomes (HHI), Wild Fork’s captured market skews wealthier, with a median HHI of $106.3K, compared to $83.9K for Clean Eatz.
Wild Fork’s trade area also includes significantly more "Near-Urban Diverse Families" – middle-class households living in or near cities – while Clean Eatz thrived with suburban audiences, capturing a higher share of the "Blue Collar Suburbs" Spatial.ai: PersonaLive segment.
These differences highlight that there is plenty of room within the prepared foods segment for a wide range of concepts. By aligning their offerings with customer preferences – perhaps by expanding into suburban markets or focusing on premium selections – retailers can carve out their own space and thrive.
Wild Fork and Clean Eatz are making names for themselves in the prepared food and gourmet grocery spaces. By tailoring their offerings to different consumer preferences, they’ve proven that multiple concepts can thrive within the high-protein food segment.
Will the space continue to evolve? Visit Placer.ai to find out.
Eatertainment concepts have grown in popularity as consumers continue to prioritize experiences. We dove into the latest location intelligence for one of the leaders in the space – Dave & Buster’s – to explore the consumer behavior and demographics behind its foot traffic growth.
Throughout the first three quarters of 2024, visits to Dave & Buster’s increased year-over-year (YoY), likely due to an emphasis on remodels aimed at improving the entertainment and dining experience, as well as the brand’s continued expansion. And though the chain experienced a moderate visit gap in Q4 2024, it finished out the year with an overall 3.0% YoY increase in visits. Visits to the chain in 2024 were also up 4.7% when compared to 2019 (pre-pandemic) – an impressive showing given the headwinds that have plagued the wider full-service restaurant space in recent years.
Although visits to Dave & Buster’s have lagged YoY most weeks in 2025 so far, this may have more to do with severe weather experienced in large parts of the country than with a sustained decrease in demand for the chain. Indeed, during the week of March 17th, 2025, visits increased YoY, highlighting the popularity of March Madness and Dave & Buster’s spring break promotions – and perhaps signaling a positive start to the chain’s busy spring season.
In 2024, Friday through Sunday accounted for a large share of Dave & Buster’s visits (62.7%), but compared to 2023, the days with the greatest increases in foot traffic were Monday (8.2%), Tuesday (8.0%), Thursday (6.8%), and Wednesday (5.3%). Meanwhile, Friday and Saturday traffic increased by only 1.8% and 1.0% respectively, and Sunday visits were flat YoY. So although the chain received a majority of its visits on weekends (Friday-Sunday), most of its YoY visit growth came from weekday visits.
This validates Dave & Buster’s promotional strategy of incentivizing weekday visits when locations can leverage available capacity.
Dave & Buster’s focus on weekday promotions has likely resonated particularly well with its core audience – consumers with median household incomes (HHIs) slightly below the nationwide baseline. For many middle-income Americans, the chance to indulge without overspending is crucial in a time of rising prices and economic uncertainty, and Dave & Buster’s has effectively met their needs with its discounted midweek food, drinks, and gameplay options.
But in addition to young singles and cost-conscious families (such as the “Family Union” segment, encompassing middle-income, middle-aged families in blue-collar occupations), the brand also appeals to several more affluent consumer segments. In 2024, Dave & Buster’s captured market featured higher-than-average shares of both the “Suburban Style” and “Flourishing Families” segments, which include different groups of affluent, middle-aged couples and families. This broad appeal across a diverse range of consumer groups positions the brand on solid footing as it continues to navigate a challenging economic environment.
Dave & Buster's has seen increased customer traffic, likely due to strategic renovations and an expanded footprint. While weekend visits remain dominant, weekday growth indicates successful promotional efforts that resonate with diverse consumer groups.
For more data-driven consumer insights, visit Placer.ai.
Forget water, soda, or tea – coffee reigns supreme in the United States. A recent study reveals that coffee surpasses even water as the nation's most consumed beverage. This continued demand is fueling a robust coffee shop sector that continues to thrive despite economic headwinds.
We took a closer look at industry-wide trends to understand how the segment is performing.
The coffee segment has seen consistent visit growth over the past few years, demonstrating remarkable resilience – a trend fueled by steady consumer demand. Analyzing the baseline change in quarterly visits from Q1 2019 underscores this growth – and also reveals distinct seasonal patterns.
Visits to coffee shops plummeted during the pandemic, as consumers hunkered down at home and many independent coffee shops went out of business – but swiftly rebounded as consumers sought affordable luxuries and a sense of normalcy. Between 2021 and early 2024, coffee foot traffic continued to climb, as chains from Starbucks to Dutch Bros expanded their footprints. The visit growth followed a fairly predictable seasonal rhythm, slowing in the first quarter of the year and peaking in Q4. But though visits in Q4 2024 were slightly higher YoY, they remained relatively flat compared to Q2 and Q3 2024, possibly signaling that the industry may be reaching a plateau.
Looking at the data by region reveals that coffee shop visit growth has been widespread throughout the country, with most CBSAs experiencing growth relative to 2023.
Some areas – like parts of the Midwest and South – experienced especially pronounced growth, suggesting heightened interest in coffee chains in these regions. Coffee visit growth in the South in particular may be partially a reflection of greater market penetration following chain expansions and inflows of domestic migration over the past several years. And while some areas of the country saw YoY declines, most CBSAs saw continued growth, highlighting the consistent appeal of coffee chains across a wide range of markets.
There are hundreds of coffee shops nationwide catering to every kind of coffee drinker – from chains with 2-3 locations specializing in artisanal blends to major players like Starbucks and Dunkin'. And diving into the visit split between small, mid-sized, and large coffee chains shows that mid-sized coffee chains – many of which are drive-thru focused – are gradually claiming a greater share of the market.
Between 2019 and 2024, the share of visitors to mid-sized coffee chains grew from 10.8% to 17.6%. Some of this growth can be attributed to Dutch Bros’ ascendance – but other fast-growing coffee chains like BIGGBY Coffee are contributing to this growth.
Smaller coffee chains also saw their visit share increase, albeit more modestly, from 3.2% in 2019 to 4.4% in 2024. This trend suggests that, while Starbucks and Dunkin' continue to dominate, there remains plenty of room – and interest – for smaller, independent chains to thrive.
Indeed, diving into visitor behavior at small, mid-sized, and large chains highlights the distinct niches these segments effectively fill. Between 2023 and 2024, short visits (<10 minutes) increased more than longer visits at mid-sized and large chains, while large chains actually saw a drop in longer visits, likely a result of increased emphasis on drive-thru and mobile ordering.
Meanwhile small chains saw a greater YoY increase in long visits (+13.4%) than in short ones (+9.1%), suggesting that smaller coffee shops are increasingly filling the niche of a relaxed, destination-oriented experience.
These shifts highlight the different needs that coffee shops can fill within a community, with some offering speed and convenience, while others can meet the desire for a relaxed and personalized coffee experience.
The success of the overall coffee segment highlights the continued consumer demand for affordable luxuries even as economic uncertainty persists, and the benefits of a diverse market that accommodates different visitor needs.
Will the coffee segment continue to thrive into 2025? Visit Placer.ai for the latest data-driven dining insights.
College students make up a small portion of the U.S. population, but they wield an outsize influence in the consumer market. Despite being notoriously budget-conscious, collegians value enjoyment and willingly splurge on experiences. And as tomorrow’s affluent consumers, today’s college students can deliver big future rewards for brands that successfully build lasting relationships with the segment.
So with spring break upon us, we dove into the data to see how today’s college crowd allocates its dining dollars. Where do they like to eat out? And how can brands best cater to their preferences?
Tight budgets notwithstanding, students are always on the hunt for delicious treats that don’t break the bank. And while overindulgence in beer and pizza traditionally led to the dreaded “freshman fifteen”, location analytics show that today’s college students are a bit more discerning. They balance cost with a desire for elevated experiences – while also prioritizing healthier options.
Against this backdrop, it may come as no surprise that fast-casual chains hit the college sweet spot between indulgence and affordability. In 2024, the share of STI:Landscape’s “Collegian” segment in the captured market trade areas of fast-casual chains nationwide stood at 54% above the nationwide baseline – meaning that this demographic’s representation among fast-casual’s visitor base was 54% above average. Specialty drinks – think healthful smoothies, boba teas, and juices – also stood out as particularly popular among the college crowd. Meanwhile, the share of college students in the captured markets of full-service restaurants (FSR), traditional coffee spots, and quick-service chains (QSR) was significantly lower – though still on par with, or slightly above, the nationwide baseline.
Within the specialty drink and fast-casual segments, certain chains attract a particularly strong college following, including Noodles & Company – which likely draws students with its unique twist on comfort foods like mac and cheese. Playa Bowls and Kung Fu Tea are also especially popular among undergrads on the hunt for wholesome, convenient pick-me-ups.
Even within categories that typically see fewer college patrons, such as FSR and QSR, select brands maintain a strong hold on this market. Wine club Postino and KPOT Korean BBQ & Hotpot – both of which offer elevated, unique experiences that deliver plenty of bang for the buck – are popular among collegians. Several mass-market FSR and QSR chains, including Waffle House, Texas Roadhouse, The Cheesecake Factory, Chili’s Grill & Bar, Raising Cane’s, Culver’s, Papa John’s Pizza, and Taco Bell also draw significantly higher-than-average college crowds. And within the coffee space, chains like Dutch Bros, and Scooter’s Coffee that offer specialty beverages like smoothies and energy drinks pull in above-average shares of college crowds.
How do college students interact with the dining brands they love? Zooming in on college town venues that cater specifically to the student crowd can shed light on the unique eating-out behaviors of this demographic.
Nationwide, the share of college students in coffee shops’ captured markets is just over the segment’s overall share in the population (+6%). But Starbucks locations near college campuses are positively teeming with students. A remarkable 81.9% of the captured market of the Starbucks near Indiana University, for example (on S. Indiana Ave in Bloomington, IN), belonged to STI:Landscape’s “Collegian” segment in 2024 – 5386% above the national average. Similar patterns were observed at locations near Texas A&M University and Penn State, where the segment made up 70.3% and 61.3%, respectively, of the locations’ visitor bases.
And these students tended to linger far longer than visitors to other Starbucks locations, either to study or hang out with friends – between 28.0 and 34.0 minutes on average, compared to 14.1 minutes for the chain as a whole.
Students also crave quick bites to power them through late-night study marathons and parties. Although most Taco Bells are busiest in the afternoons and early evenings, the one on S. Providence Rd. in Columbia, MO (near Mizzou) – with 68.5% of its market composed of “Collegians” – saw nearly half of visits take place after 8:00 PM last year. The same pattern held true at Taco Bell sites near the University of Florida in Gainesville and Texas A&M in College Station.
Collegian consumer activity typically peaks in August, when back-to-school shopping surges. And this holds true for college town restaurants as well. In 2024, visits to Chili’s locations serving college students – such as the Texas Ave S. location in College Station, TX, where the “Collegian” segment comprises 57.8% of its market – saw a notable visit spike in August. But in December, Chili's busiest month nationwide, things slowed down considerably at the analyzed campus-adjacent locations, as students headed back home for the holidays.
From hearty fast-casual fare to specialty drinks, late-night burritos, and lengthy coffee shop study sessions, college students blend cost-consciousness with a desire for quality and experience. And their loyalty to brands that strike this balance – while catering to their unique preferences and behaviors – can be massive, especially once they leave campus and their spending power grows.
Visit Placer.ai for more data-driven consumer insights.
Why has Old Navy introduced occasionwear? Examining the product selection available at the six brick-and-mortar apparel chains most frequently visited by Old Navy visitors (T.J. Maxx, Kohl’s, Marshalls, Ross Dress for Less, DICK’s Sporting Goods, and Macy’s) can shed light on the apparel needs of Old Navy’s consumer base.
Old Navy shoppers seem to like activewear – all six of Old Navy’s biggest brick-and-mortar competitors in the apparel space carry a large selection of sportswear and athleisure. In fact, the apparel selection at DICK’s Sporting Goods – the fifth most frequently visited chain among Old Navy visitors – is limited to only athletic wear. Old Navy already holds a strong competitive position in this category with its popular activewear collection.
But some Old Navy shoppers may be visiting brick-and-mortar apparel chains in search of the perfect evening dress – five of the top six retailers competing with Old Navy for apparel visits carry evening wear. So expanding its product line to include prom dresses and similar items may help Old Navy recapture some of the traffic lost to competitors from customers in search of occasionwear.
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.
