.svg)
There are so many ways to say Happy New Year in Asian languages, such as “Gong Xi Fa Cai” in Mandarin, which means wishing you prosperity in the coming year, “Saehae Bok Mani Badeuseyo” in Korean, wishing you lots of luck, and “Chuc mung nam moi” in Vietnamese, with a similar meaning of wishing you a joyful year. Along with these auspicious greetings are traditional foods such as dumpling soup, mung bean pancake, BBQ beef, sticky rice cakes, and candied fruits. Within the melting pot that is the USA, one can often find an Asian-themed shopping center in which to partake of the festivities. In Westminster, CA, Asian Garden Mall is one of the largest Vietnamese shopping centers in the U.S. At The Source OC, Korean shops and eateries abound. In the Midwest, one can visit Asia Mall Minnesota, with a pan-Asian panoply of offerings.
Last year, Lunar New Year kicked off on Jan. 22, and we can see that Asian Garden Mall visits skyrocketed on that day (below)
During the summer, there is also a vibrant night market there, open from 7-11pm on the weekends. Finds include pork skewers and buns, grilled scallops, mini shrimp crepes, and sugar cane juice.
The night market takes place in the parking lot of Asian Garden Mall and draws accretive business. What would normally be empty during the Feb-May period without a night market becomes a thriving evening adventure during the summer months.
In comparing Feb-May visits (blue) versus Jun-Sept visits (red) below, the mall also draws from a much larger trade area when the night market is occurring.
In terms of festivities, parades and food stalls abound at celebrations like the Tet festival in New Orleans, which takes place this year on Feb. 16-18 in the Village de l’Est neighborhood. There will be fireworks and a dragon dance and of course vats of simmering pho, crispy spring rolls, and puffy fried bananas. In San Jose, CA, home to one of the US’s largest Vietnamese populations, a Tet celebration will be held in the former Sears parking lot at Eastridge Center from Feb 16-18. There will be a talent contest, a visit from Miss Vietnam California, carnival rides, and of course plenty of food booths and desserts.
One of the newer Korean-themed malls is the Source OC, which opened in 2019. While the majority of the food options transport you to being in Korea, there is also Italian at Il Fiora, Japanese at Izakaya Ichie, and Mexican at La Huasteca. One can indulge in Gangnam House Korean BBQ, Monday to Sunday shaved ice, and Cheesetella Japanese Cheesecake. We saw the Source OC dip during Covid like practically all retail, but it has bounced back and is now exceeding pre-Covid visitation levels. Besides the draw of the food, there is also an indoor golf-simulator, a VR experience, and a children’s playground.
Both Koreatown Plaza and Koreatown Galleria are long-standing stalwarts in the heart of LA, but as Americans of all ethnicities increasingly migrate to suburbs, we will no doubt see more shopping center options catering to ethnic tastes outside of downtowns.
The nation’s first enclosed shopping mall was Southdale Center in Edina, MN, a project that opened in 1956, by Victor Gruen, an Austrian-American who would henceforth be known as the “father of the shopping mall.” His original vision was a community hub with access to many shops as well as medical centers, schools, and even residences. This did not occur in the 50s, but three-quarters of a century later, many mall developers are re-envisioning malls to be places to live, eat, play, and shop as well as have access to essential services and to be that third space for community gatherings and celebrations. How fitting that another recent mall in Minnesota, the Asia Mall has been conceived as a reflection of the local community. It opened in November 2022, inspired by the desire for a one-stop pan-Asian mall to get all groceries as opposed to dashing around Minneapolis, St. Paul, Brooklyn Park, and Brooklyn Center to obtain the desired goods. Food and drinks are procured from various Asian countries, such as Vietnam, China, and Korea and anchored by grocery store Asian Mart 88. Dining includes Pho Mai, Hot Pot City with all-you-can-eat hot pot, Cruncheez Korean hot dogs, and Mochi Dough doughnuts. As part of the trend for including essential services, this mall also has a hair salon, insurance company, and travel agency.
It also appears the concept of one-stop-shop, be it for Asian groceries or for warehouse-sized purchases, is prized by the inhabitants of Eden Prairie who really value efficiency. Asia Mall does half the visits of the nearby Costco, which is impressive. Besides home and work, visitors of Asia Mall are most likely to visit Costco before or after a shopping trip (below).
How did off-price leaders T.J. Maxx, Marshalls (both owned by TJX Companies), Burlington, and Ross perform in last year? And how is 2024 shaping up for the category? We dove into the foot traffic data to find out.
Off-price apparel retailers typically employ a straightforward method: sell excess or off-season merchandise that would otherwise remain unsold at a discount, benefiting both shoppers and manufacturers.
This retail model has consistently performed well, as evidenced by the consistent growth in visits to T.J. Maxx, Marshalls, Ross, and Burlington over the past few years. And despite the overall sluggishness experienced by much of the apparel retail category in 2023, visits to these stores continued to increase year-over-year (YoY) in every quarter analyzed.
.png)
January 2024 YoY visit growth slowed slightly – perhaps due to Q1 2023’s exceptionally strong performance. But despite the difficult comparison, foot traffic for most chains remained close to 2023 levels while YoY January visits to Ross increased 5.5%, highlighting the resilience of the off-price sector.
.avif)
The demographic and psychographic makeup of a chain’s trade area – which shows the types of visitors who frequent the chain – can be determined by looking at the chain’s potential or captured market. A chain’s potential market is calculated by weighing the Census Block Groups (CBGs) feeding visits to the chain according to the size of the CBG, while the captured market weighs each CBG according to the relative number of visits to the chain originating from that CBG.
Using these tools to analyze the median household income (HHI) in the trade areas of the four chains reveals a divergence between the two TJX-owned chains T.J. Maxx and Marshalls, on one side, and Ross Dress for Less and Burlington, on the other. The median HHI in T.J. Maxx and Marshalls’ potential market is higher than the potential median HHI for Ross and Burlington – and the two TJX brands’ captured market median HHI is even higher. Meanwhile, the median HHI in Ross and Burlington’s captured market is lower than the median HHI in their own potential markets.
The variance in median HHI between the chains may have to do with differences in branding and product selection. Marshalls and T.J. Maxx tend to have the higher price points, with T.J. Maxx in particular expanding its designer offerings over the past few years through its Runway stores. Ross and Burlington, known for their no-frills approach to clothing shopping, have relatively lower price points – and may see more customers seeking bargains over high fashion.
.png)
While an analysis of trade area median HHI highlights differences between the chains’ visitor bases, a deeper exploration of Marshalls, Ross, and Burlington’s trade areas suggests that the retailers also share common ground – specifically, their popularity with middle-income families. For almost all brands, the captured market share of households categorized by the Spatial.ai: PersonaLive dataset as “Family Union” and “Cultural Connections” was larger than the potential market share. T.J. Maxx, which had a slightly lower share of “Cultural Connection” households in its captured market relative to its potential market, was the sole exception.
All four chains continue to add stores to their fleets – Ross opened 97 stores in fiscal 2023, and Burlington is looking to expand in over 60 former Bed Bath and Beyond locations. Focusing on trade areas with diverse families, then, may serve Marshalls, Ross, and Burlington. And T.J. Maxx, which has been enjoying a resurgence of interest from younger shoppers, might consider expanding into areas that attract young professionals.
%20(1).avif)
Off-price apparel retailers continue to succeed despite – or perhaps because of – a challenging economic climate. Will their success continue into 2024?
Visit placer.ai to keep up-to-date on the latest data-driven retail trends.
With shopping center vacancy rates now lower than they were pre-COVID, we dove into the demographic and psychographic trade area data for leading Indoor Malls, Open-Air Shopping Centers, and Outlet Malls to understand who visited malls in 2023.
Diving into the demographics of the trade areas of the various mall types in 2023 reveal both similarities and differences between the typical visitor to Indoor Malls, Open-Air Shopping Centers, and Outlet Malls.
In all three mall types, the median trade area household income (HHI) in the three mall types was higher than the nationwide median HHI of $69.5K (according to the STI: Popstats 2022 dataset). But Open-Air Shopping Centers drew the highest income visitors, with a trade area median HHI of $87.8K in 2023. The trade area of Open-Air Shopping Centers also had the lowest share of Households with Children and the highest share of singles (One-Person and Non-Family Households).
Outlet Malls lay at the other end of the spectrum, with a trade area median trade HHI of $73.9K, the highest share of Households with Children, and the lowest share of single households. And the median HHI and household composition for the trade area of Indoor Malls stood between those of the other two types.
.avif)
Even though Outlet Malls tend to draw the highest, and Open-Air Shopping Centers draw the lowest share of family visitors (Households with Children), diving deeper into various family segments reveals a more nuanced picture.
For example, the trade areas of Outlet Malls do indeed contain the highest shares of the “Family Union” and “Promising Families” segments – defined by Experian: Mosaic as blue-collar families and young families in starter homes, respectively. But Open-Air Shopping Centers tend to draw the highest share of the more affluent “Flourishing Families” segment – perhaps thanks to the Open-Air Shopping Centers’ higher trade area median HHI.
So while the demographic analysis can provide an overall snapshot of the various mall types’ audience, diving into the psychographics can yield a higher-resolution picture of the types of shoppers frequenting each shopping center category.
.png)
For the most part, malls – especially Indoor Malls and Open-Air Shopping Centers – succeeded in exceeding or staying close to 2022 visit levels last year, despite the economic headwinds. And while January data indicates that the space may be entering a challenging period, there are plenty of reasons to think that the dip in early 2024 foot traffic is just a temporary setback driven by a unique set of circumstances. As the year continues to unfold, tracking visits in this sector will offer more insights into the state of the 2024 consumer.
For more data-driven retail insights, visit placer.ai/blog.
When we last checked in with the home improvement category, high interest rates and a cooling housing market had impacted visits to retailers The Home Depot, Lowe’s, and Tractor Supply. As 2024 gets underway, what might lie ahead for these chains? We take a look at the data to find out.
Home Depot and Lowe’s, two of the largest home improvement retailers in the country, command a significant share of the industry. The two chains experienced ups and downs over the past few years, from a pandemic-era spike in visits to a more recent slowdown as rising prices and slowing home sales led many would-be shoppers to rethink a renovation.
The turbulence in the Home Improvement space continued in 2023. In the first half of the year, foot traffic to The Home Depot and Lowe’s showed modest increases on a year-over-year (YoY) basis – but that momentum slowed into the years’ second half as home sales dropped to a six-month low.
Visit performance to these retailers may well improve in 2024. Should home sales pick up as mortgage rates continue on their expected downward trajectory, home improvement chains would likely see an increase in visits as new homeowners grab equipment for renovations.
.avif)
Analyzing median household income (HHI) of visitors to The Home Depot and Lowe’s, segmented by potential and captured markets, may provide insights into The Home Depot's stronger year-over-year foot traffic performance. (A chain's potential market looks at the Census Block Groups (CBGs) where visitors to a chain originate, weighted according to the CBG’s population. In contrast, captured market visit data reflects figures weighted by the actual number of visits from each CBG.)
The trade area median HHI tends to be higher for Home Depot than for Lowe’s in the chains’ potential markets – and the differences grow even more pronounced when analyzing the captured market. The Home Depot’s potential market median HHI stood at $71.5K/year – just slightly higher than Lowe’s $69.6K/year. But The Home Depot’s captured market median HHI was $74.3K/year in 2023 – around 4% higher than the chain’s potential market median HHI. Meanwhile, Lowe’s captured market median HHI of $69.0K/year was around 1% lower than its potential market median HHI.
The income disparity between the visitor bases of the two chains may provide context for The Home Depot’s foot traffic strength compared to Lowe’s – The Home Depot’s wealthier customers may be more insulated from the effects of inflation. And as inflation eases and demand for home renovations creeps up, Lowe’s may yet see visits tick up as its customers return to the chain.
.png)
Tractor Supply Co. – another major home improvement chain – also offers a variety of products geared toward farm and ranch living, including animal feed and farm equipment. The company was a surprising pandemic winner, seeing its sales and foot traffic grow significantly as people moved to the countryside.
The chain's popularity has remained strong even as the pandemic-induced migration trends subside and the influx of city-dwellers to rural areas slows down. Visits to Tractor Supply remained consistently high throughout 2023, with only two months experiencing YoY foot traffic lags. Tractor Supply visits also outpaced visits to the home improvement category as a whole, indicating sustained demand for farm products.
.avif)
A deeper exploration of the three home improvement chains’ psychographic compositions indicates that Tractor Supply’s popularity with rural segments (as defined by the Spatial.ai: PersonaLive dataset) may be fueling some of its sustained visit success.
All three chains saw a higher share of rural visitors in their captured market compared to their potential market – indicating that rural consumers are particularly interested in home improvement tools and products. And of the three chains, Tractor Supply served the largest share of rural visitors by far. The share of rural audience segments in Tractor Supply’s potential markets significantly exceeded the share of these segments in the trade areas of Lowe’s and The Home Depot’s, and the relative share of rural segments in Tractor Supply’s captured market was even more impressive.
Lowe’s, which has bolstered its rural presence over the past year, had the second-highest percentage of rural segments in both its potential and captured markets – although its share of rural visitors was still considerably lower than Tractor Supply’s.
Meanwhile, The Home Depot saw the smallest share of rural visitors across all rural segments analyzed. The company’s captured market had just slightly more Rural High Income and Rural Low Income visitors relative to its potential market, and there was no difference between its captured and potential market shares of Rural Average Income consumers.
The impressive over-representation of rural customers to Lowe’s and Tractor Supply suggest that the rural potential for home improvement chains is significant – and chains that tap into the segment may see further foot traffic to their stores.
.avif)
The home improvement space has seen plenty of variance over the past few years, from the pandemic-fueled DIY highs of 2020 and 2021 to the overall slowdown brought on by inflation in 2023. Will visits begin to pick up again into 2024?
Visit placer.ai/blog for the latest data-driven retail insights.
How did Target, Walmart, Costco, Sam’s Club, and BJ’s Wholesale Club perform offline last year? Who visited the chains in 2023? And what does 2024 have in store for the space? We dove into the foot traffic and trade area composition data to find out.
The superstore and wholesale space performed well across the board in 2023, with leading retailers seeing consistent year-over-year (YoY) quarterly visit growth throughout the year. Costco led the pack in terms of overall YoY visit performance, followed by Sam’s Club and BJ’s Wholesale Club. The wholesale clubs’ strength may be due in part to the chains’ attractive gas prices, which were likely particularly tempting to 2023 consumers looking to stretch their budget.
Visits to Target also remained above the chain’s 2022 baseline during all four quarters, and Walmart – which closed several stores last year – mostly beat its 2022 visit performance, with the exception of Q4 where traffic remained essentially on par with last year’s levels.
%20(1).png)
Visits to four out of five of the analyzed superstores and wholesale clubs dipped slightly in January 2024 relative to January 2023, perhaps due to comparisons to a strong Q1 2023 performance or to post-holidays consumer cutbacks. But despite the challenging circumstances, the YoY drops remained minimal – so the softer start to the year is not necessarily an indication of things to come.
And in contrast to the subdued visit performance in the rest of the category, Costco foot traffic exceeded its January 2023 visit baseline – revealing the potential for the superstore space to grow in a positive direction in 2024.
.png)
Analyzing monthly visits to leading superstore and wholesale clubs in 2023 compared to each chain’s monthly visit average reveals different consumer patterns for each brand.
While all chains saw their monthly visits peak in December, Target experienced the most significant holiday peak, with a 33.9% increase in monthly visits compared to its 2023 monthly average – more than double the increases of the other four chains analyzed. Target also saw the strongest August visit growth relative to its 2023 monthly average as parents and students likely flocked to the chain in search of Back-to-School apparel and supplies.
In June and July, Walmart’s relative visit growth exceeded that of the other four chains – possible thanks to consumers stocking up on summer supplies. And the wholesale clubs saw larger relative increases in November, as those chains’ bulk grocery offerings may have helped consumers shop for a crowd ahead of Thanksgiving dinner.
.avif)
The trade areas of all five chains analyzed included a higher share of Households with Children when compared to the nationwide average. But the two superstore brands – Walmart and Target – also had larger percentages of 1-Person and Non-Family (roommate) Households when compared to the nationwide average, while the three wholesale clubs had smaller shares.
So while average wholesale clubs and their large selection of bulk packaged items cater primarily to families, superstores seem to attract a wider range of shoppers, including consumers shopping for one and living alone or with roommates.
.png)
Diving into the psychographic composition of the trade areas highlights additional differences between the various chains’ audiences.
The trade areas of Walmart and of its subsidiary Sam’s Club had the highest share of Spatial.ai: PersonaLive’s small town and rural audience segments, including “Small Town Low Income,” “Rural Low Income,” “Rural Average Income,” and “Rural High Income.”
Suburban segments were more distributed. Walmart and Sam’s Club served a higher share of “Blue Collar Suburbs” while Target and Costco drew more “Wealthy Suburban Families” – and BJ’s Wholesale Club received the largest percentage of “Upper Suburban Diverse Families.”
BJ’s trade area also included the largest shares of almost all the urban segments with the exception of “Educated Urbanites” – defined by Spatial.ai as “well educated young singles living in dense urban areas working relatively high paying jobs” – for which Target came out on top.
.avif)
The leading superstore and wholesale clubs performed well in 2023 as consumers relied on their bulk-packaging and value-pricing to stretch their increasingly strained budgets.
What does 2024 have in store? Visit the placer.ai blog to find out.
It only comes around once every 12 years, and for those born in the Year of the Dragon, they are considered to be the luckiest of the Zodiac signs. This year’s element is wood, and thus a Wood Dragon year can portend good fortune, action, and expansion. Let’s take a look at some Asian concepts, brands, and shopping centers and see if our Placer trends indicate whether they might be in for a lucky, powerful year.
Tea drinks, especially those including tapioca pearls otherwise known as boba have created billionaires in China, and global expansion means that you can get your fill of the chewy goodies all over the world nowadays. Some of the largest chains in the US include Kung Fu Tea, with over 350 locations; Gong Cha; Sharetea with more than 500 stores in 15 locations; Boba Guys known for their famous strawberry puree matcha tea latte; and It’s Boba Time, Happy Lemon, YiFang Taiwan Fruit Tea, and Boba Loca.
Tea has been an integral part of our global history. As a precious commodity, it was traded along the Silk Road, leading to increased transcontinental commerce. In American history, the Boston Tea Party was perhaps not so much about tea itself but about taxation and representation, but in any words, it was definitely a catalyst towards American independence. And now, thousands of years later, tea continues to be a tour de force for antioxidants, anti-aging, and an overall delicious base for a bevy of creative drinks. Economists often talk about the “latte index” - used to estimate purchasing power parity in 16 countries around the world compared to the cost of a tall Starbucks latte in NYC.
With the way things are going with teas, could a boba index not be far behind? We examined year-over-year traffic for some of the leading tea/boba chains compared to specialty coffee chains. Boba has seen gains compared to last year, usually at a higher percentage than coffee. Both beverage type chains have trended upwards in 2023, although coffee had a bit of a dip in the latter part of the year.
To be fair, one can often order a coffee at a tea store and vice versa, but there are certainly toppings and color sensations at tea stores that are uniquely suited to social media, such as butterfly pea, which is an intense shade of violet, or various vibrant toppings such as popping boba in pink and orange. In some creations, the tea is even dispensed with entirely, such as Tiger Sugar’s brown sugar boba milk with a deep caramel flavor, or their highly-coveted ice cream bar version of the drink.
For those wishing for an authentic taste of an Asian shopping mall experience during Lunar New Year, there are many options around the US including Chinese shopping malls in the west like Focus Plaza/San Gabriel Square in San Gabriel Valley, Diamond Jamboree in Irvine, Shanghai Plaza in Chinatown Las Vegas, and Great Wall Mall in Kent, WA as well as in the east like Tangram and New World Mall in Flushing, NY.
Of these malls, Diamond Jamboree is the most visited. It has local favorites like The Kickin' Crab, Hai Di Lao, and Pepper Lunch. For dessert, head on over to Meet Fresh, with its refreshing grass jelly or chewy taro balls or SomiSomi for the cutest fish-shaped pancakes and a delectable choice of soft-serve flavors like ube and sesame.
Next is Shanghai Plaza, which is located in Las Vegas Chinatown. At Shanghai Taste, one can slurp xiao long bao soup dumplings, and another favorite - sheng jian bao - which is basically the love child of the more well known bao zi (meat bun) and the aforementioned xiao long bao. Somehow, it manages to have the fluffiness of the outer dough with a burst of soup and filling inside. Add the slight crunchiness of a pan-fried base and your mouth will be amazed by the variety of flavors and textures.
San Gabriel Square, also known as Focus Plaza, is the granddaddy of San Gabriel Valley larger-than-life malls. Also lovingly named “Chinese Disneyland” it offers a famous restaurant Five Star Seafood, a 99 Ranch, as well as other restaurants and jewelry stores. It opened in 1990 and became the place where one could go to buy laserdiscs for karaoke machines, as well as buy delicacies like honey-dried mangoes or salted plums. Nearly 25 years later, it is poised for renovation as it competes with other Chinese malls in the Greater Los Angeles and Orange County area for hot new restaurants and bakeries.
Moving across the country, we have Tangram in Queens, NY. Who doesn’t love an Asian food hall, with its dizzying array of hawkers, smells, and bustle? Tangram opened its Food Hall in January 2023, with a mix of international cuisine such as Joju for Vietnamese sandwiches, Zaab Zaab for Thai food, and Na Tart for egg tarts. One unique offering at Xi’an Famous Food is their piece de resistance lamb noodles. Topped with melt-in-your-mouth lamb, the broth is composed of both cumin and chili, and the hand-pulled noodles offer you that perfect texture referred to as “qq” in Chinese, whose closest renditions for noodles in another language might be “al dente.” This food hall spans 24,000 square feet and is lit with neon to mimic the non-stop night market energy in cosmopolitan Asian cities.
Great Wall Mall in Kent, Seattle is another Pan-Asian shopping center, despite its Chinese-centric name. Anchored by a 99 Ranch market, it also includes Chinese and Vietnamese restaurants, a Korean clothing store, hair and nail salons, and home decor. Architecturally, the outside is flanked by a fortress-style wall that mimics the Great Wall of China.
Last, but not least, we have New World Mall. Another sprawling food hall awaits, with over two dozen eateries to choose from. The exciting part of visiting food halls is the ability to get to the level of regional cuisine. Whether its Chongqing xiao mian featuring spicy Sichuan noodles or knife-cut noodles from Lanzhou, one has the opportunity to try a variety of cooking styles, nuances in similar-sounding dishes, and basically explore an entire country through its diversity of tastes.
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.
