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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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 past couple of years have been challenging ones for the dining industry as high food prices and economic headwinds led many consumers to cut back on unnecessary indulgences. Still, people can’t eat at home all the time, and there’s always demand for restaurants that serve up good food and a welcoming ambiance – without breaking the bank.
So with Q4 2023 under our belts, we dove into the data to check in with two dining chains that are especially good at giving customers what they want: Shake Shack and Wingstop. How did they perform during the final quarter of 2023? And what lies ahead for them in the new year?
Shake Shack, curiously named after an amusement park ride from 70’s hit movie Grease, continues to impress. Following a robust third quarter, the gourmet burger joint maintained strong positive year-over-year (YoY) visit growth throughout Q4 2023 – finishing out the year with a remarkable 24.3% foot traffic jump in December 2023.
Wingstop, another darling of the dining industry, also ended 2023 with a bang. Whether celebrating the New York Knicks with a special lemon garlic flavor, or jumping on the dry January bandwagon with its own “dry rub January”, the popular chicken restaurant draws crowds by staying up-to-date with popular trends. And throughout Q4 2023, Wingstop saw positive visit growth ranging from 12.8% to 16.3%.
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The ongoing success of these two chains in a difficult overall environment shows that there’s more than one way to win at the dining game. With limited-time offerings like White Truffle Burgers, and sandwiches that feature Kimchi slaw, Shake Shack’s relatively upscale offerings have traditionally drawn affluent audiences. But as the chain has continued to expand, its customer base has diversified – with the median household income (HHI) of its captured market dropping by 8.6% over the past four years. Over the same period, the share of ultra-wealthy families and educated urbanites in the restaurant’s captured market declined, while the share of young professionals and urban low income consumers increased. Wider audiences, of course, means broader appeal – and more people getting addicted to Shake Shack’s delicious offerings.
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Wingstop, for its part, has pursued a somewhat different strategy. Positioned as an affordable eatery straddling the space between fast food and fast-casual, Wingstop draws less well-to-do consumers. Combining foot traffic data with demographics from STI’s PopStats shows that the median HHI of Wingstop’s captured market came in at $62.1K in Q4 2023, well below the nationwide baseline of $69.5K.
But despite targeting a demographic with less discretionary income, Wingstop has carved out a niche for itself as a to-go dining destination for people seeking the perfect place to sit down to a nice, big meal with the family. In Wingstop’s four biggest markets – Texas, California, Florida, and Illinois – the chain’s trade areas featured more persons per household than the statewide averages in Q4 2023. And Wingstop’s captured markets were also over-indexed for families with children – showing that parents are particularly likely to pay the restaurant a visit.
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Though food prices have stabilized and consumer confidence has begun to recover, last year ended on a tough note for restaurants. But while the category as a whole has yet to fully regain its footing, chains like Shake Shack and Wingstop are finding success by leaning into evolving consumer demand.
Will cooling inflation kickstart a dining revival? And what does the rest of 2024 have in store for Shake Shack and Wingstop?
Follow Placer.ai to find out.
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1. Overall dining traffic is mostly flat, but growth is concentrated in specific areas.
While nationwide dining visits were nearly unchanged in early 2025, western states like Utah, Idaho, and Nevada showed moderate growth, while states in the Midwest and South, along with Washington D.C., saw declines.
2. Fine dining and coffee chains are growing through expansion, not just busier locations.
These two segments were the only ones to see an increase in total visits, but their visits-per-location actually decreased, indicating that opening new stores is the primary driver of their growth.
3. Higher-income diners are driving the growth in resilient categories.
The segments that saw visit growth—fine dining and coffee—also attracted customers with the highest median household incomes, suggesting that affluent consumers are still spending on dining despite economic headwinds.
4. Remote work continues to reshape dining habits.
The share of suburban customers at fine dining establishments has increased since 2019, while it has decreased for coffee chains. This reflects a shift towards "destination" dining closer to home and away from commute-based coffee runs.
5. Limited-service restaurants own the weekdays; full-service restaurants win the weekend.
QSR, fast casual, and coffee chains see the majority of their traffic from Monday to Friday, whereas casual and fine dining see a significant spike in visits on weekends.
6. Each dining segment dominates a specific time of day.
Consumer visits are highly predictable by the hour: coffee leads in the early morning, fast casual peaks at lunch, casual dining takes the afternoon, fine dining owns the dinner slot, and QSR captures the late-night crowd.
Overall dining visits held relatively steady in the first five months of 2025, with year-over-year (YoY) visits to the category down 0.5% for January to May 2025 compared to the same period in 2024. Most of the country saw slight declines (less than 2.0%), though some states and districts experienced larger drops: Washington, D.C, saw the largest visit gap (-3.6% YoY), followed by Kansas and North Dakota (-2.9%), Arkansas (-2.8%), Missouri and Kentucky (-2.6%), Oklahoma (-2.1%), and Louisiana (-2.0%).
Still, there were several pockets of moderate dining strength, specifically in the west of the United States. January to May 2025 dining visits in Utah, Idaho, and Nevada increased 1.8% to 2.4% YoY, while the coastal states saw traffic rise 0.6% (California) to 1.2% (Washington). Vermont also saw a slight increase in dining visits (+1.9%).
Diving into visit trends by dining segment shows that fine dining and coffee saw the strongest overall visit trends, with visits to the segments up 1.3% and 2.6% YoY, respectively, between January and May 2025. But visits per location trends were negative for both segments – a decline of 0.8% YoY for fine dining and 1.8% for coffee during the period – suggesting that much of the visit strength is due to expansions rather than more crowded restaurants and coffee shops.
In contrast, full-service casual dining saw overall visits decrease by 1.5%, while visits per location remained stable (+0.2%) YoY between January and May 2025. Several casual dining chains have rightsized in the past twelve months – including Red Lobster, TGI Fridays, and Outback Steakhouse – which impacted overall visit numbers. But the data seems to show that their rightsizing was effective, as the remaining locations successfully absorbed the traffic and maintained performance levels from the previous year. And the monthly data also provides much reason for optimism, with May traffic up both overall and on a visit per location basis – suggesting that the casual dining segment is well positioned for growth in the second half of 2025.
Meanwhile, QSR and fast casual chains saw similar minor visits per venue dips (-1.5% and -1.2%, respectively). At the same time, QSR also saw an overall visit dip (-0.8%) while traffic to fast casual chains increased slightly (+0.3%) – suggesting that the fast casual segment is expanding more aggressively than QSR. But the two segments decoupled somewhat in May, with overall traffic and visits per venue to fast casual chains up YoY while traffic remained flat and visits per venue fell slightly for QSR – perhaps due to the relatively greater affluence of fast casual's consumer base.
Analyzing the income levels of visitors to the various dining segments over time shows that each segment followed a slightly different trend – and the differences in visitor income may help explain some of the current traffic patterns.
The only three segments with YoY visit growth – casual dining, fine dining, and coffee – also had the highest captured market median household income (HHI). Although the median HHI in the captured market of upscale and fine dining chains fell after COVID, it has risen back steadily over time and now stands at $98.0K – slightly higher than the $97.1K median HHI between January to May 2019. This may explain the segment's resilience in the face of wider consumer headwinds. Meanwhile, the median HHI at fast casual and coffee chains has fallen slightly, perhaps due to aggressive expansions in the space – including Dave's Hot Chicken and Dutch Bros – which likely broadened the reach of the segments, driving visits up and trade area median HHI down.
Like fine dining, casual dining also saw its trade area median HHI increase slightly over time – but the segment has still been facing visit dips. This could mean that, even though consumers trading down to casual dining may have boosted the trade area median HHI for the segment, it still might not have been enough to make up for the customers lost to tighter budgets.
The QSR segment saw its trade area median HHI remain remarkably steady – and visits to the segment have also been quite consistent – staying between $70.6K and $70.9K between 2019 and 2025 – which may explain why the segment's visits remained relatively stable YoY.
Diving into the psychographic segmentation shows that, although the fine dining segment attracted visitors from the highest-income areas between January and May 2025, fast casual chains drew the highest share of visitors from suburban areas, followed by casual dining and coffee. QSR attracted the smallest share of suburban visitors, with just 30.5% of the category's captured market between January and May 2025 belonging to Spatial.ai: PersonaLive suburban segments.
But looking at the data since 2019 reveals small but significant changes in the shares of suburban audiences in some categories' captured markets. And although the percentage changes are slight, these represent hundreds of thousands of diners every year.
The data shows that shares of suburban segments in the captured markets of fine dining chains have increased, while their share in the captured market of coffee chains has decreased. The shares of suburban visitors to QSR, fast casual, and casual chains have remained relatively steady.
This may suggest that the COVID-19 pandemic and the subsequent rise of remote and hybrid work models are still impacting consumer dining habits, benefiting destination-worthy experiences in suburban locales such as fine dining chains while reducing the necessity of daily coffee runs that were often tied to commuting and office work. Meanwhile, the stability in QSR, fast casual, and casual dining segments could indicate that these categories continue to meet consistent suburban demand for convenience and everyday dining, largely unaffected by the redistribution seen in the fine dining and coffee sectors.
Although QSR, fast casual, casual dining, fine dining, and coffee all fall under the wider dining umbrella, the data shows distinct consumer behavior patterns regarding visits to these five categories.
Limited service segments, including QSR, fast casual, and coffee tend to see higher shares of visits on weekdays, while full service segments – casual dining and fine dining – receive higher shares of weekend visits. Diving deeper shows that QSR has the largest share of weekday visits, with 72.3% of traffic coming in between Monday and Friday, followed by fast casual (69.8% of visits on weekdays) and coffee (69.4% of visits on weekdays.) Looking at trends within the work week shows that QSR receives a slightly larger visit share between Monday and Thursday compared to the other limited service segments. Meanwhile, coffee seems to receive the smallest share of Friday visits – 16.3% compared to 17.0% for fast casual and 17.2% for QSR.
On the full-service side, casual dining and fine dining chains have relatively similar shares of weekend visits (39.0% and 38.8%, respectively), but fine dining also sees an uptick of visits on Fridays (with 19.1% of weekly visits) as consumers choose to start the weekend on a festive note.
Hourly visit patterns also show variability between the segments. Coffee is the unsurprising leader of early visits, with 14.6% of visits taking place before 8 AM and, almost two-thirds (64.9%) of visits taking place before 2 PM. Fast casual leads the lunch rush (29.4% of visits between 11 AM and 2 PM), casual dining chains receive the largest share of afternoon (2 PM to 5 PM) visits, and fine dining chains receive the largest share of dinner visits, with almost 70% of visits taking place between 5 PM and 11 PM. QSR leads the late night visit share – 4.1% of visits take place between 11 PM and 5 AM – followed by casual dining chains (3.2% late night and overnight visit share), likely due to the popularity of 24-hour diners.
This suggests that each dining segment effectively "owns" a different part of the day, from the morning coffee ritual and the quick lunch break to the leisurely evening meal and late-night cravings.
An analysis of average visit duration also reveals a small but lasting shift in post-pandemic dining behavior. Between January and May 2025, the average dwell time for nearly every dining segment was shorter than during the same period in 2019. This efficiency trend is evident across limited-service categories like QSR, fast casual, and coffee shops, suggesting a continued emphasis on speed and convenience.
The one notable exception to this trend is upscale and fine dining, where the average visit duration has actually increased compared to pre-COVID levels. This may suggest that, while visits to most segments have become more transactional, consumers are treating fine dining more as an extended, deliberate experience, reinforcing its position as a destination-worthy occasion.

1. The Midwest is the only region where Black Friday retail visits outpace Super Saturday.
But several major Midwestern markets, including Chicago and Detroit, actually see higher shopper turnout on Super Saturday.
2. Holiday season demographic shifts also vary across regions.
Nationwide, electronics stores see a slight uptick in median household income (HHI) in December – yet in certain markets, electronics retailers such as Best Buy see a drop in captured market median HHI during this period.
3. Back-to-school shopping starts earliest for clothing and office supplies retailers in the South Central region, likely tied to earlier school schedules.
But back-to-school visits surge higher for these retailers in the Northeast later in the season.
4. The share of college students among back-to-school shoppers varies by region.
In August 2024, “Collegians” made up the largest share of Target’s back-to-school shopping crowd in New England, and the smallest in the West.
5. Mother’s Day drives the biggest restaurant visit spikes in the Middle Atlantic Region, while Father’s Day sees its biggest boosts in the South Atlantic states.
Mother’s Day diners also tend to travel farther to celebrate, suggesting an extra effort to treat mom.
6. Western states proved particularly responsive to McDonald’s recent Minecraft promotion.
During the week of A Minecraft Movie’s release, the promotion drove significantly higher visit spikes in the West than in the Eastern U.S.
Retailers rely on promotional events to fuel sales – from classics like Black Friday and back-to-school sales to unique limited-time offers (LTOs) and pop-culture collaborations. Yet consumer preferences and behavior can vary significantly by region, making it critical to tailor campaigns to local markets.
This report dives into the data to reveal how consumers in 2025 are responding to major retail promotions, exploring both broad regional trends and more localized market-level nuances. Where is Black Friday most popular, and which areas see a bigger turnout on Super Saturday? Where are restaurants most packed on Mother’s Day, and where on Father’s Day? Which region kicks off back-to-school shopping – and where are August shoppers most likely to be college students? And also – which part of the country went all out on McDonald’s recent Minecraft LTO?
Read on to find out.
Promotions aimed at boosting foot traffic on key holiday season milestones like Black Friday and Super Saturday are central to retailers’ strategies across industries. The day after Thanksgiving and the Saturday before Christmas typically rank among in-store retail’s busiest days, last year generating foot traffic surges of 50.1% and 56.3%, respectively, compared to a 12-month daily average. And
But a closer look at regional data shows that these promotions land differently across the country. In the Midwest, Black Friday outperformed Super Saturday last year, fueling the nation’s biggest post-Thanksgiving retail visit spike – a testament to the milestone’s strong local appeal. Meanwhile, in the Western U.S. Black Friday trailed well behind Super Saturday, though both milestones drove smaller upticks than in other regions. And in New England and the South Central states, Super Saturday achieved its biggest impact, suggesting that last-minute holiday specials may resonate especially well in that area.
Digging deeper into major Midwestern hubs shows that even within a single region, holiday promotions can produce widely different responses.
In St. Louis, Indianapolis, and Minneapolis, for example, consumers followed the broader Midwestern pattern, flocking to stores on Black Friday exhibiting less enthusiasm for Super Saturday deals. By contrast, Chicago and Detroit saw Super Saturday edge ahead, with Chicago’s Black Friday peak falling below the nationwide average of 50.1%. examples highlight the power of local preferences to shape holiday campaign results.
Holiday promotions don’t just drive visit spikes; they also spark subtle but significant changes in the demographic profiles of brick-and-mortar shoppers, expanding many retailers’ audiences during peak periods. And these shifts, too, can vary widely across regions.
Outlet malls, department stores, and beauty & self-care chains, for instance, which typically attract higher-income consumers, tend to see slight declines in the median household incomes (HHI) of their visitor bases in December. This dip may be due to promotions drawing in more mid- and lower-income shoppers during the peak holiday season. Electronics stores and superstores, on the other hand, which generally serve a less affluent base, see modest upticks in median HHI in the lead-up to Christmas.
But once again, drilling further down into regional chain-level data reveals more nuanced regional patterns. Take Best Buy, a leading holiday season electronics destination. In some of the chain’s biggest, more affluent markets – including New York, Los Angeles, and Chicago – the big-box retailer sees small dips in median HHI during December. But in Atlanta and Houston – also relatively affluent, but slightly less so – December saw a minor HHI uptick, hinting at a stronger holiday rush from higher-income shoppers in those cities.
Back-to-school promotions also play a pivotal role in the retail calendar, with superstores, apparel chains, office supply stores and others all vying for shopper attention. And though summer markdowns drive increased foot traffic nationwide, both the timing of these shifts and the composition of the back-to-school shopping crowd differ among regions.
Analyzing weekly fluctuations in regional foot traffic to clothing and office supplies stores shows, for example, that back-to-school shopping picks up earliest in the South Central region, likely due to earlier school start dates.
But the biggest visit peaks occur in the Northeast – with clothing retailer foot traffic surging in New England in late August, and office supplies stores seeing an even bigger surge in the Middle Atlantic region in early September. Retailers and advertisers can plan their back-to-school deals around these differences, targeting promotions to local trends.
Though K-12 families drive much of the back-to-school rush, college student shoppers also play a substantial role. And here, too, their participation varies by region.
For instance, the “Collegians” segment accounted for 2.2% of Target’s shopper base nationwide over the past year – rising to 3.0% in August 2024. But regionally, the share of “Collegians” soared as high as 4.0% in New England versus just 2.2% in the West. So while retailers in New England may choose to lean into the college vibe, those in Western states may place greater emphasis on families with children.
When it comes to dining, Mother’s Day and Father’s Day are the busiest days of the year for the full-service restaurant (FSR) category, as families treat their parents to a hassle-free meal out. And eateries nationwide capitalize on this trend by offering a variety of deals and promotions that add a little extra charm (and value) to the experience.
Nationwide, Mother’s Day drives more FSR foot traffic than Father’s Day – except in parts of the Pacific Northwest, where Father’s Day traditions run especially deep. Still, the size of these holiday boosts varies substantially by region.
This year, for instance, Mother’s Day (May 11, 2025) drove the largest FSR surge in the Middle Atlantic, with the South Atlantic and Midwest not far behind. Father’s Day, by contrast, saw its biggest lift in the South Atlantic. Mother’s Day proved least resonant in the West, whereas Father’s Day had its smallest impact in New England.
Dining behavior also differs between the two occasions. Mother’s Day celebrants display a slight preference for morning FSR visits and a bigger one for afternoon visits, while Father’s Day crowds favor evenings – perhaps reflecting a preference for sports bars and later dinners with dad. Another interesting nuance: On Mother’s Day, a larger share of FSR visits originate from between 3 and 50 miles away compared to Father’s Day, suggesting that families go the extra mile – sometimes literally – to celebrate mom.
While established dates like Black Friday or Mother’s Day naturally spur promotions, brands can also craft their own moments with limited-time offers (LTOs). And much like holiday campaigns, these retailer-led events can produce varied outcomes across different regions.
Fast food restaurants, for example, have leaned heavily on limited-time offers (LTOs) and pop-culture tie-ins to fuel buzz in what remains a challenging overall market. And McDonald’s recent Minecraft promotion, launched on April 1, 2025 to coincide with the April 3 release of A Minecraft Move, shows just how impactful the practice can be.
Nationally, the Minecraft promotion (featuring offerings for both kids and adults) drove a 6.9% lift in visits during the movie’s opening week. But the impact of the promotion was far from uniform across the U.S. Many of McDonald’s Western markets – including Utah, Idaho, Nevada, California, Texas, Arizona, Colorado, and Oregon – recorded visit lifts above 10.0%. Meanwhile, Kentucky saw a 2.1% dip, and several other Eastern states registered modest gains below 3.0%. The McDonald’s example illustrates the power of regional tastes to shape the success of even the most creative pop-culture collabs.
Whether it’s properly timing holiday and back-to-school discounts, recognizing where Mother’s Day or Father’s Day will resonate more, or pinpointing markets that respond best to pop-culture tie-ins, the data reveals that effective promotions depend heavily on local nuances. And by analyzing regional and DMA-level trends, retailers and advertisers can craft compelling, relevant campaigns that heighten engagement where it matters most.

1. Experiential and niche retailers can deliver anchor-level traffic. At Towne East Square Mall, the addition of a Scheels in 2023 significantly increased foot traffic and long-distance travelers, while Barnes & Noble at Coronado Center in Albuquerque has become a key driver of both foot traffic and higher-spend demographics.
2. Size isn’t everything – especially for dining venues. At Glendale Galleria and Northridge Fashion Center, smaller restaurants attracted more foot traffic than some traditional anchors.
3. Refocusing on tenants’ actual traffic contributions enables a flexible anchor approach. Balancing weekend draws like Scheels with weekday favorites such as Costco or Chick-fil-A can help maintain steady visitor flow throughout the week. Similarly, onsite fitness clubs can shift traffic to earlier in the day – an opportunity to adjust store hours and capture additional morning shoppers.
4. Temporary pop-ups can form an integral part of a visit-focused anchor strategy. The Barbie Dreamhouse Living Truck Tour generates mall visit spikes well above typical Saturday levels. Operators can integrate these events into their overall anchor strategies, offering preferential terms to high-performing pop-ups.
5. New tenants can boost traffic for existing stores in similar categories. After Aldi joined Green Acres Commons in February 2020, visits to an existing BJ’s Wholesale Club trended upwards. This synergy highlights how overlapping audiences can become a strength, creating a larger overall customer base.
Malls, it seems, are cool once again. After languishing in the wake of the pandemic, shopping centers across the country are thriving – reinventing themselves as prime “third places” where people can hang out, shop, and grab a bite to eat.
One key driver behind this resurgence is a shift in how malls view their anchor tenants. While traditional mainstays like Macy’s and JCPenney still play an important role, specialized offerings – from popular eateries to fitness centers and immersive retailtainment destinations – are increasingly taking center stage. These attractions maximize the experiential value that brick-and-mortar venues can deliver, driving visits and sales for the center as a whole.
Against this backdrop, this report leverages the latest location intelligence data to explore the types of tenants that can function as mall anchors in 2025. Should mall operators still focus on general merchandisers to draw crowds, or can dining chains and more niche retailers also do the job? How important is square footage in identifying the anchor-like tenants in a shopping center? And how can a visit-focused approach help mall operators select effective anchor or anchor-like tenants – whether to fill big-box spaces or to leverage the leasing perks traditionally reserved for major large-format chains?
One of the most important functions of a mall anchor is to ensure steady visitation – providing its smaller tenants with a constant flow of potential customers. And as the role of the mall continues to evolve, analyzing the actual foot traffic impacts of different types of businesses can help identify the kinds of non-traditional anchors best suited to fulfill that purpose.
Experiential venues, for example, are particularly well-poised to serve as powerful anchors in today’s retail environment – as illustrated by the visit surge experienced by Towne East Square Mall in Wichita, KS following the addition of a Scheels in July 2023.
By blending traditional retail with immersive experiences, Scheels has emerged as a true experiential destination. And this pull has also helped the mall draw more long-distance visitors willing to travel to enjoy Scheels’ offerings. In 2024, 41.9% of the mall’s customers traveled more than 50 miles to visit, compared to 35.8% back in 2018 when Sears occupied the same lot.
Traditionally, anchors aimed to please the widest possible audiences – with department stores, big-box chains, and grocery stores leading the way. But visitation data shows that niche concepts can also deliver anchor-level traffic if they’re compelling enough to attract dedicated fans.
The experience of the Barnes & Noble at Coronado Center in Albuquerque, NM is a case in point. After being written off as all but obsolete, Barnes & Noble has staged an impressive comeback in recent years, finding success through a more curated, localized approach to book selling. And despite not being a formal anchor, the Coronado Center Barnes & Noble accounted for 7.9% of visits to the mall in 2024 – outperforming both Macy’s and JCPenney.
Year-over-year data also shows foot traffic surging at the Coronado Center Barnes & Noble, lifting overall visitation to the mall. And demographic data reveals that the bookstore draws a more affluent audience than either the center as a whole or the two department stores – attracting a crowd with more spending power.
This example also illustrates how smaller tenants can sometimes draw larger crowds. Even though Barnes & Noble occupies a smaller onsite space than either Macy’s or JCPenney, it is proving a powerful visit driver out of proportion to its physical size.
Dining chains are also adept at punching above their square footage – often attracting crowds disproportionate to their size.
Despite its relatively small footprint, for example, the In-N-Out Burger at Glendale Galleria drew an impressive 8.6% of visits to the mall complex in 2024, outpacing some of the mall’s official anchors like DICK’s Sporting Goods, Macy’s, and JCPenney. Still, the onsite Target drew even larger crowds at 14.4% of visits.
A similar pattern emerged at Northridge Fashion Center, where Porto’s Bakery and Cafe captured a notable 15.6% of visits to the complex in 2024 – more than some of the center’s traditional department stores.
These examples underscore the potential for dining chains, which typically require less space, to serve as micro-anchors by consistently attracting outsized crowds – a key consideration for mall operators looking to sustain visitor traffic.
Refocusing on tenants’ actual foot traffic contributions also opens the door to a more flexible and dynamic approach to anchor selection and management – one that considers each venue’s unique visitation patterns.
Seasonal factors, for example, can make certain anchors more powerful at specific times of the year, while different venues shine on particular days of the week.
At Jordan Creek Town Center in West Des Moines, Iowa, for instance, Scheels and Costco each delivered just under 20.0% of the complex’s overall visits in 2024. But the two retailers’ daily patterns differed significantly: Scheels saw bigger crowds on weekends, while Costco was the primary weekday destination.
Understanding differences like these can help operators optimize their tenant mix to maintain a balanced flow of shoppers throughout the week.
Another example of the impact of differing weekday traffic patterns is offered by the impact of mall-based Chick-fil-A locations on the distribution of mall visits throughout the week.
Despite its relatively small size, Chick-fil-A draws substantial traffic to malls. And after adding Chick-fil-A locations, both Northridge and Miller Hill Malls saw meaningful drops in the share of visits to the centers taking place on Sundays – even as the wider indoor mall segment saw slight upticks.
Recognizing this trend could prompt mall operators to compensate by adding more weekend-friendly traffic drivers – or to lean into this distinction by taking additional steps to bolster the mall’s role as a go-to weekday destination.
The power of different mall traffic magnets also varies throughout the day. Increasingly, shopping centers are turning to fitness centers as experiential anchors. And since many people work out early in the morning, these gyms are having a significant impact on the distribution of mall visits across dayparts.
The addition of gyms to Northshore Mall in Peabody, MA and Jackson Crossing in Jackson, MI, for instance, led to a significant rise in visits between 7:00 AM and noon. And though the rest of the stores in these malls typically open at 10:00 or 11:00 AM, this shift presents the centers with a significant opportunity.
By adjusting opening hours to accommodate these early-morning patrons, malls can capitalize on this added traffic, driving up visits and sales for relevant tenants – especially health-focused retailers such as juice bars and sporting goods stores.
Adopting a broader, visit-focused view of anchoring also allows mall operators to apply some of the strategies typically reserved for anchors to non-conventional traffic-generating businesses, to ensure a consistent flow of traffic year-round.
Pop-up stores and events, for example, generally don’t follow the same seasonal trends as other retailers – instead, they generate short-term visit boosts during their runs, whenever in the year that may be. And a visit-focused anchor strategy can leverage some of the perks traditionally reserved for anchor tenants – such as preferential leasing terms – to complement traditional full-time anchors during slower retail periods.
The Barbie Dreamhouse Living Truck Tour is a prime example of a traffic-driving pop-up. By bringing exclusive merchandise to malls across the U.S., the truck generates plenty of buzz, drawing crowds eager to snatch up limited-edition items and immerse themselves in all things Barbie. As a result, malls hosting the tour often see significant visit spikes, with foot traffic surging well above typical Saturday levels. Well-timed pop-ups like these can help balance out traffic throughout the year, offsetting traditional slow periods.
A visit-focused approach to anchor management can also help mall operators assess the potential impact of new tenants on existing stores operating in similar categories. For example, mall owners often worry that new tenants operating in similar categories might cannibalize existing businesses. But a visit-focused anchor approach reveals that a well-chosen addition can sometimes benefit current tenants – especially if they cater to similar audiences.
In February 2020, for instance, value supermarket Aldi opened at Green Acres Commons in Valley Stream, NY – a center that already hosted budget-friendly BJ’s Wholesale Club. While BJ’s visits were relatively flat in 2018 and 2019, they began to rise after Aldi’s opening (and following a pandemic-induced dip). Cross-shopping data also shows that Aldi customers were more likely to visit BJ’s than the average Green Acres patron last year.
This synergy may be due in part to the two retailers’ similar visitor bases: In 2024, the Aldi and BJ’s stores in Green Acres Common drew shoppers with comparable economic profiles. This suggests that overlapping audiences can become a strength if aligned brands attract new shoppers, who then explore multiple stores in the same center.
Looking ahead, effective mall anchors will be defined less by physical footprint and more by their capacity to maintain consistent, valuable foot traffic. While traditional department stores remain pivotal, smaller or niche brands can often rival – or surpass – large-format retailers. And by thinking out of the anchor box and choosing tenants that cultivate a balanced visitor flow and align with local preferences, operators can position their centers as true go-to destinations.
