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With summer and back-to-school shopping in the rearview mirror, we dove into the data to check in with a major player on the retail scene – warehouse favorite Costco. How has the chain been faring this year, and what can Costco’s visitation patterns tell us about what lies ahead for it during the all-important fourth quarter of the year?
We dove into the data to find out.
Costco’s wholesale club model seems like it was tailor made for the 2024 consumer. Though prices aren’t rising as rapidly as they did last year, consumers remain eager to cut costs, embracing retailers that allow them to load up on essentials while indulging in affordable splurges that don’t break the bank. And Costco, which provides customers with steep discounts on everything from bulk cereals to patio furniture, is reaping the benefits.
Since January 2024, Costco has enjoyed consistently positive year-over-year (YoY) foot traffic growth, outpacing the wider Superstore and Wholesale Club category every month of 2024 so far. Even in January, when retail visits nationwide were severely dampened by unusually cold and stormy weather, Costco saw YoY visits increase by 5.2% – a remarkable accomplishment.
Why is Costco resonating so strongly with consumers this year? One factor may be the unique blend of mission-driven shopping and treasure hunting offered by the membership club. Costco is all about bulk buying – and when people head out to the wholesaler, they expect to come back with a massive haul of canned goods and pantry staples. But with oft-changing inventory and ubiquitous free samples, Costco also offers a fun shopping experience that encourages customers to try new items and make unexpected purchases as they cruise the aisles.
So it may come as no surprise that people spend much longer browsing the aisles at Costco than they do at other superstores and wholesale clubs. And while competitors like Target, Walmart, and BJ’s Wholesale have seen slight drops in their average dwell times over the past three years, Costco’s average dwell time has remained considerably longer – and remarkably steady.
Costco also drives visits by leaning into special calendar days. Unlike some other retailers, Costco closes its doors on most major holidays, including Memorial Day and Labor Day. But the chain still offers major discounts on the days leading up to and following these special days, driving heightened interest – and foot traffic.
Comparing visits on Tuesday, September 3rd – the day after Labor Day – to a year-to-date (YTD) daily average highlights the power of holiday sales, as well as pent-up demand following the store’s closure, to drive traffic to Costco. September 3rd was Costco’s second-busiest Tuesday of the year so far (up 23.8% compared to a YTD Tuesday average) – outpaced only by the pre-Independence Day July 2nd frenzy. May 28th, the day after Memorial Day, was also unusually busy at Costco, as customers rushed to take advantage of Memorial Day markdowns that lasted well into the following week.
In another sign of Costco’s robust positioning ahead of the all-important Black Friday and Christmas shopping season, visits to Costco on the Tuesday after Labor Day this year (Tuesday, September 3rd, 2024) were 6.1% higher this year than in 2023 (Tuesday, September 5th, 2023).
Costco’s visitation patterns showcase a brand that is positively thriving in 2024. And though it may be too soon to assess the impact of the membership chain’s recent fee hike, the warehouse chain appears poised to enjoy a robust November and December holiday season.
Follow our blog at Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Visits to the home improvement segment thrived during the pandemic, then slowed as high interest rates and rising prices led many consumers to defer big projects. But paint and coating giant Sherwin-Williams has displayed a special resilience, driving visits in what remains a challenging environment for the category.
With prime relocation season winding down, we dove into the foot traffic and audience segmentation data for the chain to uncover the trends that might be behind Sherwin-Williams’ recent success.
Paint and coating giant Sherwin-Williams Company is having a moment. After reporting stronger-than-expected earnings last quarter, the company raised its full-year outlook for 2024. And foot traffic to the company’s eponymous chain, where many of its products are sold exclusively, has been on an upswing.
Since the start of the year, Sherwin-Williams has seen consistently more robust visit growth than the wider home improvement segment compared to an August 2019 baseline – except in May 2024, when home improvement stores see their biggest annual visits spikes. In August 2024, visits to Sherwin-Williams were up 12.4% compared to an August 2019 baseline, while the broader category saw a minor decline of 2.1%.
According to a recent report by Sherwin-Williams management, the company has been outpacing the home improvement category in sales related to new residential projects. And with new home sales beginning to pick up steam, they could be playing a role in Sherwin-Williams’ recent visit surge.
Sherwin-Williams’ outsized August visit growth may also be due in part to its unique seasonal visit patterns. While home improvement chains usually enjoy a major spring foot traffic spike in May, as consumers take on fair-weather projects, Sherwin-Williams sees more prolonged visit boosts lasting throughout the spring and summer – and since 2023 has experienced pronounced upticks in May and August. As a paint store, Sherwin-Williams likely benefits from summer relocations – the period between mid-May and mid-September is the most popular time for moves in the U.S., which often require residences to be repainted.
Diving deeper into the segmentation of Sherwin-Williams’ customer base reveals another factor that could be behind the company’s recent success.
Analyzing Sherwin-Williams’ potential market with data from STI: PopStats shows that the chain is positioned to serve average-income consumers, with median household incomes (HHIs) just under the nationwide baseline of $76.1K. But though the median HHI of Sherwin-Williams’ potential market declined slightly over the past several years, the median HHI of its captured market has increased. (A chain’s potential market refers to its overall trade area, weighted to reflect the size of each Census Block Group (CBG) therein. A chain’s captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the chain in question, and thus reflects the characteristics of the chain’s actual visitor base.)
This indicates that Sherwin-Williams is doing an especially good job this year at driving traffic from areas within its markets that feature larger shares of higher-income residents – those likely to be moving into a new home or renovating.
Will Sherwin-Williams’ impressive foot traffic growth continue in the months ahead? If shelter inflation indeed eases, as some analysts suspect, more consumers may be inclined to repaint their homes or upgrade their living situation altogether – driving even more demand for the brand.
For updates and more retail foot traffic insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

The fitness industry continues to thrive. Even as consumers reduce discretionary spending, many see gym memberships as an essential indulgence. And while value may be key for some fitness buffs, others are willing to splurge on pricier health clubs.
We dove into the data for two premium fitness chains – Life Time and Orangetheory – to better understand what’s driving their recent success.
It’s no secret that value has dominated the consumer mindset this summer – including in the fitness category. And low-cost chains like Crunch Fitness and Planet Fitness remain popular choices for gym-goers. Still, upscale gyms are carving out their share of visit gains.
Since April 2024, Life Time and Orangetheory have driven consistent year-over-year (YoY) visit growth. In Q2 2024, foot traffic increased 5.4% to Life Time and 7.8% to Orangetheory compared to 2023.
Life Time encourages community and aims to be more than just a place to exercise – which is reflected in the cost of membership. The luxurious amenities at its “athletic country clubs” are complemented by events and nearby coworking spaces and even residential complexes at some locations. And increased foot traffic suggests that more consumers are opting into Life Time’s lifestyle.
Orangetheory takes a different approach to fitness. Aside from a premium membership tier which offers unlimited classes, the Orangetheory model allows members to pay monthly for a set number of guided workouts at its boutique-style gyms. Orangetheory prices aren’t cheap, but considering the personal attention and real-time biofeedback gym-goers enjoy, it’s no wonder the concept is resonating with consumers.
Digging deeper into the data reveals that visitors to Life Time and Orangetheory are highly engaged with the brands, frequently visiting the club or taking regular classes. And the more members are engaged, the more likely they are to renew or upgrade memberships.
In Q2 2024, 86.0% of Life Time’s visits were made by frequent visitors (those that visited at least four times a month) – a higher share than that of value fitness chains (78.3%).
Meanwhile, 63.0% of Orangetheory’s visits came from frequent visitors. This slightly lower share may be due to the fact that Orangetheory offers pre-purchased class packs – which allow gym-goers to spread out their workouts over a longer period of time. And this allows Orangetheory to drive traffic from casual gym-goers who may avoid monthly gym memberships altogether.
While Life Time and Orangetheory experience different shares of frequent visits, analyzing the demographic characteristics of each provides further insight into the audiences from which they drive traffic.
Perhaps unsurprisingly, Life Time’s captured market featured the largest share of high-income households in Q2 2024 (i.e. those with HHIs above $150K), followed by Orangetheory. And value gyms were more likely to draw consumers with HHIs below $100K.
But notably, Life Time, Orangetheory, and value gyms all drew diverse audiences. Some 40.5% of Life Time’s captured market was made up of households with HHIs below $100K – while 19.7% of value gyms’ captured markets were made up of households with HHIs over $150K. And the captured markets of all three had similar shares of households making between $100K and $150K.
So while the highest income consumers may be most likely to visit the upscale chains, those making $100K-$150K are almost as likely to visit a value-focused gym.
Value-focused gyms and upscale health clubs each have a place in the wide fitness landscape, with demand for both growing strong. Will the industry continue to be a winner as 2024 comes to a close?
Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Convenience stores, or c-stores, have been one of the more exciting retail categories to watch over the past few years. The segment has undergone significant shifts, embracing more diverse offerings like fresh food and expanded dining options, while also exploring new markets and adapting to changing consumer needs.
We took a closer look at how the segment is faring as Q3 2024 draws to a close.
Convenience stores are increasingly viewed not only as places to fuel up, but as affordable destinations for quick meals, snacks, and other necessities. And analyzing monthly visits to the category shows that it is continuing to benefit from its positioning as a stop for food, fuel, and in some cases, tourism.
Despite lapping a strong H1 2023, visits to the category either exceeded last year’s levels or held steady during all but one of the first eight months of 2024 – highlighting the segment’s ongoing strength. Only in January 2024 did C-stores see a slight YoY dip, likely reflecting a weather-induced exaggeration of the segment’s normal seasonality.
Indeed, examining monthly fluctuations in visits to c-stores (compared to a January 2021 baseline) shows that foot traffic to the category tends to peak in summer months – perhaps driven by summer road trips and vacations – and slow down significantly in winter. Given summer’s importance for convenience stores, the category’s August YoY visit bump is a particularly promising indication of c-stores’ robust positioning this year.
While some C-store chains, like 7-Eleven, have a nationwide presence, others are concentrated in specific areas of the country. But as the popularity of C-stores continues to grow, regional chains like Wawa, Buc-ee’s, and Sheetz are expanding into new territories, broadening their reach.
Wawa, a beloved brand with roots in Pennsylvania, has become synonymous with its fresh sandwiches, coffee, and a highly loyal customer base. Wawa has been a major player in the c-store space in recent years, with a revamped menu driving ever-stronger foot traffic to its Mid-Atlantic region stores. Between January and August 2024, YoY visits to the chain were mostly elevated. And the chain is now venturing into states like Florida – where its store count has grown significantly over the past few years – as well as Georgia and Alabama.
Meanwhile, Texas favorite Buc-ee’s, though known for its enormous stores and mind boggling array of dining options, has a relatively small footprint – but that might be changing. The chain, which also outpaced its already-strong 2023 performance this year, is opening locations in Arkansas and North Carolina, further building on its reputation as a destination for travelers. And Sheetz, another regional chain with a strong presence in Pennsylvania, is also expanding, with plans to open locations in Southern states like North Carolina and Tennessee.
This trend toward regional expansion offers significant opportunities for growth, not only by increasing store count, but also by reaching new consumer bases and target audiences. Customer behavior differs between markets – and by expanding into new areas, c-stores can tap into unique local visitation patterns.
One metric that highlights local differences in consumer behavior is dwell time, or the amount of time a customer spends inside a convenience store per visit. In some regions, visitors tend to move in and out quickly, while in others, customers linger for longer periods of time.
Analyzing convenience store dwell times by state highlights substantial differences in visitor behavior. During the first eight months of 2024, coastal states (with the exception of Oregon) tended to see shorter average dwell times (between 7.5 and 11.8 minutes). On the other hand, in states like Wyoming, Montana, and North Dakota, average dwell times ranged between 21.2 and 28.2 minutes.
Interestingly, the states with the longest dwell times also have some of the highest percentages of truck traffic on interstate highways – suggesting that these longer stops are perhaps made by long-haul truckers looking for a place to shower, relax, and grab a bite to eat.
Even as regional favorites expand their reach, nationwide classic 7-Eleven is taking steps to further cement its growing role as a prime grab-and-go food and beverage destination. And like other dining destinations, the chain relies on limited-time offers (LTOs) to fuel excitement – and visits.
One of the most iconic, and beloved c-store LTOs is 7-Eleven’s Slurpee Day, which falls each year on July 11th. The event, during which all 7-Eleven locations hand out free slurpees, tends to drive significant upticks in foot traffic – and this year was no exception. Visits to the convenience store jumped by a whopping 127.3% on July 11th, 2024 relative to the YTD daily visit average – proving that good deals will bring customers in the door.
The convenience store sector continues building on the impressive growth seen in 2023. As many chains double down on expanding both their regional presence and their offerings, will they continue to drive growth in the coming years?
Visit Placer.ai to keep up with the latest data-driven convenience store updates.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Darden Restaurants, Inc. is a major player in the restaurant industry, operating restaurants across a wide range of dining styles and price points. Recently, Darden announced plans to acquire Tex-Mex chain Chuy’s, a move that would add some 100 new locations across 16 states to the Darden portfolio.
We took a closer look at how the dining brand has performed over the past few months, and dug deeper into what impact the Chuy’s acquisition might have on Darden.
Darden's 2024 performance has been strong, with only three months – January, April, and July – showing YoY visit declines. January’s 2.9% decline was likely driven by unseasonably cold weather, while Easter weekend shifted visits across multiple retail categories in April 2024. And though July visits experienced a modest dip of 0.5% YoY, the drop was quickly offset by a 5.1% YoY increase in August.
This trend points to a recovery in consumer dining behavior, particularly in the full-service restaurant sector, where growth is being driven by consumers opting for higher-quality dining experiences over fast food options.
Darden owns and operates nearly 2,000 restaurants nationwide. Its three core brands – Olive Garden, LongHorn Steakhouse, and Cheddar’s Scratch Kitchen make up the bulk of these locations.
All three restaurant chains enjoyed overall positive momentum over the past few months, with LongHorn emerging as a standout performer. The chain saw its foot traffic increase in all months analyzed, with August 2024 visits elevated by 10.4% YoY.
Cheddar’s Scratch Kitchen and Olive Garden, too, experienced growth in all but two of the analyzed months, with August 2024 visits elevated by 3.1% and 6.9%, respectively, YoY. These trends point to consistent – and perhaps growing – consumer demand, a solid position as the holiday season approaches.
In July 2024, Darden announced its intention to acquire Chuy’s, an Austin-based Tex-Mex chain, a move that could add 101 stores to Darden’s already extensive portfolio. And while the acquisition is still pending, digging into the demographic and psychographic data offers some insight into what might make Chuy’s at home with the Darden family.
One defining factor of Darden’s restaurant portfolio might be its range – the chain offers dining options that appeal to people across a variety of income brackets. Its core brands – Cheddar’s Scratch Kitchen, Longhorn Steakhouse, and Olive Garden – cater to a customer base with household incomes similar to the nationwide median of $76.1K. But Darden’s broader portfolio includes several chains that appeal to wealthier patrons – visitors to Eddie V’s Prime Seafood, for example, came from trade areas where the median household income (HHI) was $105K.
Chuy’s visitor base, meanwhile, hails from trade areas with a median HHI of $86.2K. So the addition might help the restaurant group build on its core audience while appealing to higher-income diners who may be looking to “trade down” to a more casual, affordable meal without compromising on quality. This alignment allows Chuy’s to seamlessly fit within Darden's strategy, providing a diverse range of dining experiences while expanding its reach into higher-income markets.
Darden’s acquisition of Chuy’s also appears to be a strategic play to attract younger diners, a segment that continues to drive interest in Mexican and Teex-Mex cuisine. And examining the demographics of visitors across all Darden brands reveals that Chuy’s is particularly popular among “Young Professionals”, with 9.4% of its diners coming from trade areas classified as such by the Spatial.ai: PersonaLive dataset.
As young diners continue to be a category of interest for Darden, the Chuy’s acquisition may be the ticket to Darden maintaining its visit dominance in the coming years.
Darden continues to drive foot traffic across its wide portfolio of brands, offering something for every kind of diner. With plans to expand its core audience underway, will the restaurant group continue to improve its monthly visits?
Visit Placer.ai to keep up with the latest data-driven dining news.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

How did the Placer 100 Index for Retail & Dining fare in August 2024? We dove into the data to find out.
The final days of summer were a critical retail moment, with all eyes on back-to-school traffic performance. Analyzing year-over-year (YoY) foot traffic performance for the Placer 100 Index for Retail and Dining shows that since May 2024, visits have been on a positive growth trajectory – reaching a summer highpoint of 3.0% in August.
Back to school, it seems, was a significant driver of retail and dining foot traffic. And recent indications that consumer confidence has turned a corner may bode well for the fast-approaching holiday season.
How much of an impact did back-to-school activity have on retail and dining visits in August 2024? Further analysis of the Placer 100 Index reveals that the top-performing metro areas last month were college towns, which suggests that a surge in students out and about – shopping for back-to-school essentials and dining out – was a likely driver of local foot traffic.
The State College, PA Metro Area, home to Penn State University, for example, saw a 14.5% YoY change in overall retail and dining visits in August 2024. And other college towns with large student populations were also top YoY visit performers during the month. Blacksburg-Christiansburg, VA (14.2%), home to Virginia Tech, Ithaca, NY (12.1%), home to Cornell University, and Bloomington, IN (12.1%), home to Indiana University Bloomington – to name a few – all experienced significant visit growth compared to August 2023.
While the Placer 100 Index experienced foot traffic gains last month, digging deeper into the data reveals that in August 2024 consumers continued to prioritize value as they dined and shopped.
In addition to rapidly growing discount grocer Aldi, four value-focused chains were among August 2024’s top YoY visit performers. Five Below (17.5%), Big Lots (15.7%), HomeGoods (13.8%), and Ollie’s Bargain Outlet (13.7%) all showed impressive YoY traffic – and three out of the four were also among the top chains in terms of YoY visit-per-location growth.
One of the biggest YoY visits and visits-per-location winners in August 2024 was Big Lots, which recently announced voluntary Chapter 11 proceedings and an ownership transition while continuing to rightsize. With soon-to-be-closed locations offering steep markdowns, the chain has been driving significant traffic. And since Big Lots offers small-ticket items as well as big-ticket home furnishings, a back-to-school push likely contributed to the chain’s jump in August visits.
HomeGoods was also among the top chains in August 2024, with both YoY visits and visits-per-location (9.8%) growth. The chain’s social media campaign featuring college students furnishing their living spaces appears to have buoyed foot traffic during the homestretch of back-to-school shopping.
With summer in the rearview mirror, the focus shifts to fall and the fast-approaching holiday season. Will retail and dining visits sustain their momentum in the critical months ahead?
Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

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.
