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2023 was a challenging year for many restaurant operators as persistent inflation caused many would-be diners to rethink going out for a bite to eat. Today, we take a closer look at three fast-food and fast-casual dining chains – McDonald’s, Chipotle, and Panda Express – to see what – and who – is driving visits to these restaurants.
McDonald’s, Chipotle, and Panda Express each boast thousands of locations across the country. And a closer look at the three chains’ trade areas, analyzed using the STI: Popstats dataset, reveals differences in visitors across each dining chain. The median household income (HHI) of the three chains’ trade areas differed both on a nationwide average basis and when diving into individual states.
Chipotle consistently drew in visitors coming from higher-income trade areas – its nationwide median HHI stood at $75.9K/year. In contrast, Panda Express’ trade area had nationwide median HHIs of $68.2K/year, and McDonald’s, known for its affordability, had a trade area median $61.2K/year, respectively. And these trends persisted across all analyzed states, including New York, Texas, Arizona, North Carolina, and Florida, with Chipotle drawing visitors from the highest-income areas, followed by Panda Express and then McDonald’s.

The past few years have seen consumers shifting their dining patterns as the pandemic with its more flexible schedules and drop in office attendance led many to adjust when, and where, they went out to eat. And though some pre-COVID habits have now returned, other consumer behaviors have proved to be stickier.
For example, McDonald’s saw a significant drop in its share of early morning and lunch visits between 2019 and 2021, likely a result of fewer workers heading into the office and grabbing a coffee or Big Mac for a pick-me-up. But 2023 saw breakfast visits ticking back up, growing from 15.9% to 16.7% YoY, perhaps driven by a gradual return to in-person work.
Meanwhile, Panda Express, which also saw lunchtime visits drop in 2021 – but visits between 11:00 AM and 2:00 PM have steadily increased since and almost reached pre-pandemic levels in 2023. Midday visits also increased while dinnertime (7 PM to 10 PM) visits decreased slightly – perhaps thanks to the chain’s recent focus on building out its to-go options, which allows customers to pick up dinner on their way home instead of heading out to dine on-premises.
Like the other two chains, Chipotle also experienced a decline in lunchtime visits in 2021 – but unlike Panda Express, the lunchtime rush at Chipotle has yet to return in full force, with the share of visits between 11 AM and 2 PM just 36.2% in 2023 compared to 40.0% in 2019. At the same time, mid-afternoon (3 PM to 6 PM) visits picked up, which may be due to the chain’s relatively high prices compared to the other two chains leading some consumers to stick with lower-cost afternoon snacks instead of full meals. And evening visits have also increased since COVID, perhaps driven by the wider QSR trend towards more late-night visits and by some consumers choosing to visit Chipotle for their main meal of the day instead of splurging on an on-the-go lunch.
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McDonald’s, Chipotle, and Panda Express have managed to find their own niche within the crowded and competitive world of quick-service and fast-casual dining. Will their success continue into 2024?
Visit placer.ai/blog to find out.

For grocery stores, last year held plenty of challenges – from high food-at-home prices to increased competition from non-traditional grocery players like dollar stores and superstores. But 2023 also offered the segment plenty of opportunities. Discount chains made a strong showing – and customers spent more time browsing grocery aisles, loading up on essentials and making every trip to the store count.
But which grocery brands were most popular in 2023? Did large national chains dominate the scene, or did regional and local banners also have a role to play? And what can foot traffic analytics tell us about some of the broader trends that shaped brick-and-mortar grocery shopping last year?
We dove into the data to find out.
The nation’s most-visited grocery banner in 2023 was Kroger, which captured almost 19% of annual foot traffic to the nation’s ten most-frequented grocery chains. Safeway, owned by Albertsons, also made the top ten list.
But significantly, several regional chains also garnered significant nationwide visit share – including Texas cult-favorite H-E-B, midwestern Meijer, and East Coast Food Lion and ShopRite. Aldi, the no-frills budget chain that keeps prices low by offering a limited inventory of mainly private-label products, emerged as the fourth most-visited grocery store in the country. And fan-favorite Trader Joe’s, also known for its high-quality own-label merchandise, drew 6.5% of visits to the top ten brands.
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And drilling down deeper into the data for each of the fifty states shows that each region of the country had its own local favorite. Kroger banners – including Kroger, Smith’s, King Soopers, Dillons, Fry’s Food Stores, Fred Meyer, and Pick n’ Save – topped the charts in 14 states. In one of these (Oregon), Kroger’s Fred Meyer was tied for first place with Safeway, an Albertsons banner. In addition to Oregon, Albertsons banners took the lead in nine more states, mainly in the Western region of the U.S., while Ahold Delhaize banners ranked first in seven Northeast and South Atlantic states. And a variety of more local chains held sway throughout much of the Midwest and parts of the South.

Who were the shoppers driving visits to brick-and-mortar grocery stores in 2023? Location intelligence shows that overall, visitors to grocery chains last year tended to come from areas with slightly higher median household incomes (HHIs) than the nationwide average. Less affluent consumers, perhaps, were more likely to seek out lower-cost grocery alternatives like dollar stores. At the same time, there remained significant HHI gaps between chains, likely reflective in part of regional differences.
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And comparing the overall median HHI of grocery chains’ captured markets to that of previous years reveals a small but distinct decline in the relative affluence of likely grocery visitors, from $76.2K in 2019 to $73.8K in 2023. Over the same period, the share of “Flourishing Families” in the chains’ captured markets (A psychographic segment encompassing affluent middle-aged families and couples) decreased slightly, while the share of “Singles and Starters” increased.
These shifts may be partially due to the more widespread adoption of online grocery shopping among certain audience segments in the wake of COVID. While ecommerce only accounted for an estimated 7.2% of grocery spending as of May 2023 – with high delivery fees continuing to deter many Americans from going the online route – higher-HHI consumers may be particularly willing to prioritize convenience over price.
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For grocery stores, 2023 was all about value – with many customers flocking to discount chains and going out of their way to maximize savings. Still, traditional mainstays like Kroger and Albertsons continued to capture the biggest pieces of the grocery pie.
What does 2024 have in store for the grocery space? Will shoppers place less emphasis on savings as inflation continues to ease? And which chains will emerge as nationwide and regional winners?
Follow Placer.ai’s data-driven retail analyses to find out.

While brutally cold weather blasts much of the continental U.S. this week--including the Midwest, Deep South, and Montana--one might just dream about moving to the balmy shores of Hawaii, where temperatures have been hovering in the high 70s of late. Besides being home to the Ala Moana Center, the most-visited open-air shopping center in the US over the holidays, there is also constant redevelopment and improvement occurring on the island of Oahu.
For instance, the International Market Place on Kalakaua Ave, once known for decades as a touristy collection of kiosks, has upped its game and now boasts a Tesla showroom and a Balenciaga store at its entrance. Were it not for the commanding Banyan Tree that has been preserved, one would hardly recognize this iteration of the shopping venue compared to 10 years ago. Since it re-opened in early 2017, traffic has steadily been climbing. Hawaii tourism was hit hard by COVID in Spring 2020, but by July 2021 we begin to see a marked increase, to be repeated and exceeded in subsequent Julys as well. The summer of 2023 boasts a record in traffic originating from domestic visitors for the International Market Place.
Just down the street is the Royal Hawaiian Center, which encompasses three separate buildings that are connected by skywalks. Since its opening in 1980, it too has seen numerous changes, though its commitment to sharing the spirit of Aloha remains the same. The food options are extensive and come from all corners of the globe, such as Wolfgang’s Steakhouse, Tsurutontan Udon Noodle, Tim Ho Wan dim sum, and Wicked Maine Lobster. There was a massive spike in visitation in July 2021, which has since decreased a bit, but is still above pre-COVID levels.
There are definitely some unique, only-in-Hawaii treats, such as the shaka waffle ice cream cone at Kokoro Cafe at the Royal Hawaiian Center.

The other notable shift at the Royal Hawaiian Center is the bountiful array of luxury shopping available. From Hermes to Fendi, Harry Winston to Tiffany, designer showcases beckon from the street as well as from the interior corridors.

When we last checked in on the home furnishing retail category, we noted that we had started to see a divergence among several of the various subcategories, with houseware retailers seeing great visits year-over-year relative to furniture retailers. At the time, we hypothesized that housewares were outperforming because of several reasons, including (1) consumers’ willingness to spend around holiday periods last year due to post-pandemic home entertaining trends; (2) the departure of Bed Bath & Beyond and other retailer from the market driving visits to other housewares retailers; and (3) urban residential migration trends among younger families increasing demand for houseware trends. The divergence in visitation trends continued through the back half of 2023, with housewares continuing to outperform through December.
One of the home furnishing subcategories that flew under the radar in 2023 is mattresses. As shown above, this retail category didn’t quite keep pace with houseware retail visit trends, but outperformed value and full-priced furniture. What’s behind this outperformance? For starters, our data indicates that migration trends may play a role. We reviewed visitation trends for pure-play mattress retailers across the top 25 CBSAs in the U.S. (ranked by population) during the Black Friday promotional period (early November 2023 to early December 2023) and found that several of the top performing markets–New York, San Francisco, Minneapolis, Chicago, Detroit–had seen total population declines since the pandemic (according to Placer's Migration Trends Report) but also experienced a rebound in population growth this past summer, creating increased demand for mattresses. However, population trends continued on a downward trajectory in the second half of 2023 in a number of these markets, indicating this demand may not be sustainable.
What should home furnishing retailers expect in 2024? From a year-over-year visitation standpoint, we expect the subcategories to remain roughly the same in terms of rankings through the first half of the year, with housewares continuing to lead, followed by mattresses, value furniture, and then full-priced furniture. Continued migration trends across the U.S.--especially smaller markets–should continue to stimulate demand for housewares and mattresses (although Temu and other online retailers will also compete for houseware spending in the year ahead). Migration trends should also create demand for value furniture retailers, as should new smaller-format and smaller-market store openings from IKEA and others. Full-priced furniture will continue to face headwinds in the form of elevated mortgage rates (compared to last year), sluggish new housing development trends, and stagnant housing turnover, suggesting that visitation trends could be challenged for much of 2024 (despite facing easier comparisons).

What does 2024 hold for malls and shopping centers? We dove into the data to unearth the trends likely to shape the space in the coming year.
The move towards greater tenant diversity in malls shaped the shopping center space in recent years, and the trend appears set to be taken to the next level in 2024. Placemaking – crafting public spaces that go beyond utilitarian needs to foster social interaction and exchange – is at the forefront of many urban development initiatives, and the trend is already boosting retail performance in successful placemaking projects.
Fenton, a mixed-use district in Cary, N.C., opened in June 2022. The project showcases the potential of placemaking to transform an underutilized space into a vibrant “live-work-play” community with something for individuals and families of all ages. The retail and entertainment village includes shops, restaurants, seasonal attractions, entertainment venues, and other diverse offerings that are establishing Fenton as a community hub and a prime destination for residents. Visits were up 53.2% between July and December 2023 compared to the same period in 2022, while median dwell time increased from 64 to 83 minutes.
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Across the country, in Phoenix, AZ, Park Central Mall – the state’s first open-air shopping center – was also redesigned as a mixed-use development Park Central. The complex includes restaurants, office space, medical facilities, and bioscience research labs, with more hospitality and housing under construction. And although the project first reopened in 2019, visits to the revitalized Park Central continue to grow – between 2022 and 2023, foot traffic to Park Central increased by 32.8% while median dwell time grew from 75 to 80 minutes.
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In 2023, malls attracted relatively high income shoppers – and as the trend is likely to continue in 2024, with high-income shoppers displaying significantly stronger consumer confidence than their middle- and low-income counterparts.
Households in the potential market trade areas of Indoor Malls, Open-Air Lifestyle Centers, and Outlet Malls tended to have higher incomes relative to the nationwide median – and the median HHI was even higher in the malls’ captured market trade area. This means that many of these malls are located within relatively affluent communities (hence the relatively high potential market median HHI) and attract the higher-income shoppers within those areas (as shown by the even higher captured market median HHI).
With middle-income shoppers expected to tighten their budgets in 2024, high-income consumers will likely remain a significant share of mall-goers in 2024 as well.
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Malls used to be the place for teens to hang out on weekends – and it looks like shopping centers are once again attracting younger generations of consumers. Between 2019 and 2023, the share of “Young Professionals” and “Young Urban Singles” in the captured market trade areas of Indoor Malls, Open-Air Shopping Centers, and Outlet Malls increased. At the same time, the share of older segments – “Suburban Boomers” and “Sunset Boomers” – decreased.
As Gen-Z shoppers rediscover physical stores and increasingly seek out the mall-going experience, the share of younger consumers visiting shopping centers may well grow larger in the upcoming year.
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Last year’s ongoing inflation brought a unique set of challenges to a brick-and-mortar space still recovering from the pandemic’s impact. But 2023 ended with a surge in consumer confidence, and 2024 may well bring a positive shift to malls and the wider retail landscape. And shopping centers – especially those that offer a diversity of experience and succeed in catering high-income and/or younger shoppers – can take advantage of the opportunities in the year ahead.
For more data-driven insights, visit placer.ai/blog.

Few things are as universally loved as freshly baked bread. And the options for where to find a loaf are plentiful, from local artisan shops to bakery chains to grocery store bread counters. Is there room in the crowded bakery scene for everyone? We take a closer look at the visitation data for a few bakery chains that are on the rise to find out.
Paris Baguette, the South Korean bakery and cafe chain, inaugurated its first U.S. store in Los Angeles in 2005. True to its name, the chain offers a menu inspired by classic French boulangeries with a Korean twist – think mochi donuts sold alongside croissants.
Paris Baguette hopes to operate 1,000 stores across the country by 2030; to that end, it embraced a franchising approach in 2015 to accelerate growth and store openings. Visitation patterns suggest that this move has proven itself to be a winning one.
Examining the change in monthly visits to Paris Baguette locations since November 2019 underscores the brand’s remarkable growth. The chain operated 77 stores in the U.S. in November 2019; today, that number has nearly doubled. And visits have soared accordingly, with December 2023 seeing 96.7% more monthly visits than December 2019.
As Paris Baguette continues to see its success rising, the bakery chain appears well-positioned to maintain its momentum and achieve its ambitious expansion plans.
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85°C Bakery, often dubbed the "Starbucks of Taiwan," made its way to the U.S. in 2008. The chain, which operated 59 U.S. stores as of March 2023 in addition to its significant international presence, seeks to solidify its standing in the American market.
Named after the ideal coffee-brewing temperature, 85°C has enjoyed year-over-year (YoY) foot traffic growth throughout most of 2023. And the chain, which currently operates in the West and in Texas, announced plans for an East Coast expansion in August 2023, signaling its intent to reach new consumer segments.
Diving into the visitation data reveals that 85°C not only enjoys strong monthly foot traffic but also draws more family households (defined by the Spatial.ai: PersonaLive dataset) to its trade areas compared to the statewide average. In California, Texas, and Washington, the trade areas show an overrepresentation of "Near-Urban Diverse Families," "Ultra Wealthy Families," and "Wealthy Suburban Families." This suggests that families – particularly affluent ones – are drawn to the chain.
As 85°C continues expanding, including into new markets and dining concepts – such as the recent addition of a dumpling shop – the chain hopes to continue bringing its Taiwanese flavors to a wider audience.
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Tartine and Porto’s are two Los Angeles natives with very different approaches to dough. Tartine, the brainchild of breadmasters Chad Robertson and Elizabeth Prueitt, is thought to have brought sourdough bread into the mainstream in the U.S. Porto’s, on the other hand, began as an immigrant-owned bakery in the 1970s, bringing the taste of Cuba to California.
And the two chains, while both based in the same city, see significant differences in their visitor demographics. Analyzing visitors to both bakery brands using the STI: Popstats dataset reveals that, while 29.1% of Porto’s captured market* trade area was made up of households with children – very close to the California median of 29.6% – only 17.3% of Tartine’s captured market* trade area was made up of households with children. And the median household income (HHI) also showed significant variance between the brands, with Tartine visitors earning significantly more than Porto’s and the California median HHI.
*A business’s captured market refers to the trade area with each census block weighted according to its share of visits to the chain or venue in question.
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The variance in demographics across these two iconic Los Angeles bakeries serves as testament to the city's diverse culinary landscape and ability to embrace and sustain a wide array of eateries.
The four bakeries prove that there is plenty of room in a crowded kitchen for different kinds of bakeries to succeed, from tiny artisan bakeries to major chains.
For more data-driven dining insights, visit placer.ai/blog.

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.

Sports leagues like the NBA, NFL, and MLB boast billion-dollar revenues – and the venues where these games unfold hold significant commercial potential in their own rights. Many stadiums host concerts and other shows in addition to regularly held sporting matches and can accommodate tens of thousands of spectators at once – creating massive retail, dining, and advertisement opportunities.
This white paper analyzes location intelligence metrics for some of the biggest stadiums across the country to reveal the commercial potential of these venues beyond simple ticketing revenue. Where do visitors of various stadiums like to shop? Do specific sporting and cultural events impact the nearby restaurant scene differently? How can stadium operators, local businesses, and advertisers tailor their offerings to a stadium’s particular audience and make the most of the stadium and the space throughout the year?
We take a closer look below.
The three major sports leagues – the National Basketball League (NBA), Major League Baseball (MLB), and the National Football League (NFL) – play at different points of the year, and the number of games each league holds during the season also varies.
MLB leads in game frequency, with each team playing 162 games during the regular season, which runs approximately from April through September. Basketball season is also around six months – roughly from mid-October to mid-April – but each NBA team plays only 82 games a season. And the NFL has both the shortest season – 18 weeks running from early September to early January (with the pre-season starting in August) – and the fewest number of matches per team. Understanding the monthly visitation patterns for the various types of stadiums can help advertisers, stadium operators, and other stakeholders ensure that they are leveraging the full potential of the venue throughout the year.
Unsurprisingly, the sports arenas serving the different leagues see visit spikes during their leagues’ respective season. But comparing visit numbers throughout the year to the average monthly visit numbers for each category in 2023 reveals that the relative visit increases and decreases during the on- and off-season vary for each type of stadium.
MLB stadiums display the steadiest visit strength during the on-season – perhaps due to MLB’s packed game schedule. MLB tickets also tend to be relatively affordable compared to tickets to pro football or basketball matches, which may also contribute to MLB’s consistently strong visit numbers throughout the season. During the MLB off-season, baseball fields – which tend to be uncovered – are relatively empty.
The seasonal visit spike to NBA arenas is less steady. The beginning and end of the season see strong peaks, and visits slow down slightly during the mid-season months of January and February. Visits then drop during the off-season spring and summer, but the off-season visit dip is not as low as it is for MLB fields – perhaps because the NBA arenas’ indoor nature make them suitable locations for concerts and other non-basketball events.
Meanwhile, NFL stadiums see the least dramatic drop in visits during the NFL off-season, as these venues’ enormous size also make them the ideal location for concerts and other cultural events that draw large crowds. These arenas’ strong almost year-round visitation numbers mean that sponsors and advertisers looking to expand beyond sports fans to reach a diverse audience may have the most success with these venues.
Although MLB offers the most budget-friendly outing, combining STI: Popstats demographic metrics with trade area data reveals that MLB stadium visitors reside in higher-income areas when compared with visitors to NBA or NFL stadiums.
Baseball fans tend to be older than fans of the other sports, which could partially explain MLB stadium visitors’ higher household income (HHI). The combination of lower ticket prices, higher median HHI among fans, and many games per season offers baseball stadiums significant opportunities to engage effectively with their fan bases.
But while NBA and NFL stadium attendees may not come from as high-income areas as do MLB stadium visitors, fans of live basketball and football still reside in trade areas with a higher HHI compared to the nationwide median. So by leveraging stadium space, advertisers and other stakeholders can reach tens of thousands of relatively high-income consumers easily and effectively.
Sports fans are known to be passionate, engaged, and willing to spend money on their team – but stadium visitors also shop for non-sports related goods and services. Retailers and advertisers can draw on location analytics to uncover the consumer preferences of stadium visitors and tailor campaigns, sponsorships, and collaborations accordingly.
Visitation data to the top five most visited MLB stadiums during 2023 showed differences between the apparel and sporting goods shopping preferences of the various stadiums’ attendees. While 39.4% of visitors to Truist Park also visited DICK’s in 2023, only 30.8% of Yankee Stadium visitors stopped by the sporting goods retailer in the same period. Similarly, while 29.9% of visitors to Yankee Stadium frequented Kohl’s, that percentage jumped to 47.3% for Busch Stadium visitors.
Harnessing location intelligence to see the consumer preferences of a stadium’s visitor base can help retailers, stadium operators, and even team managers choose partnerships and merchandising agreements that will yield the most effective results.
Sports and snacks go hand in hand – what would a baseball game be without a hot dog or peanuts? But while every stadium likely provides a similar core of traditional game day eats, each venue also offers a unique set of dining options, both on- and off-premise. And by leveraging location analytics to gain visibility into stadium-goers dining habits, stadium operators and local food businesses can understand how to best serve each arena’s audience.
Mapping where stadium visitors dine before and after games can help stakeholders in the stadium industry reach more fans.
The chart below shows the share of visitors coming to a stadium from a dining venue (on the x-axis) or going to a dining venue after visiting the stadium (on the y-axis). The data reveals a correlation between pre-stadium dining and post-stadium dining – stadiums where many guests visit dining venues before the stadium also tend to have a large share of guests going to dining venues after the event. For example, the AT&T Stadium in Arlington, Texas, saw large shares of visitors grabbing a bite to eat on their journey to or from the stadium, while the M&T Bank Stadium in Baltimore, Maryland saw low rates of pre- and post stadium dining engagement.
These trends present opportunities for both local businesses and stadium stakeholders. For example, venues with high dining engagement can explore partnerships with local restaurants, while those with lower rates can build out their in-house dining options for hungry sports fans.
Stadiums looking to enhance their food offerings – or local entrepreneurs thinking of opening a restaurant near a stadium – can also get inspired by stadium visitors’ dining preferences. For example, psychographic data taken from the Spatial.ai: FollowGraph dataset reveals that visitors to MetLife Stadium in East Rutherford, New Jersey have a much stronger preference for Asian cuisine compared to New Jersey residents overall. With that knowledge, the stadium can enhance the visitor experience by expanding its Asian food offerings.
On the other hand, MetLife Stadium goers seem much less partial to Brewery fare than average New Jerseyans, so the stadium operators and restaurateurs may want to avoid offering too many Brewery-themed dining options. Stadium stakeholders can reserve the craft beers for Caesars Stadium, M&T Bank Stadium, and Soldier Field Stadiums, where visitors seem to enjoy artisanal brews more than the average resident in Louisiana, Maryland, and Illinois, respectively.
All of the stadiums analyzed exhibited unique visitor dining tastes, a reminder that no customer or fan base is alike. Aligning on- or off-site dining options with offerings that align with a given customer base’s preferences can improve overall visitor satisfaction and boost revenues.
Zooming in to look at consumer behavior around individual events reveals further variability in dining preferences even among visitors to the same stadium, with different types of events driving distinct dining behaviors.
State Farm Stadium in Glendale, Arizona, is home to the Arizona Cardinals. The stadium hosted the 2023 Super Bowl, but the NFL stadium also acts as a concert venue for acts ranging from Taylor Swift to Metallica. And location intelligence reveals that the dining preferences of stadium visitors vary based on the events held at the venue.
During the Super Bowl, sports bars such as Yard House and Buffalo Wild Wings saw the largest increase in visits compared to the chains’ daily average. A month later, attendees at Taylor Swift's concert gave fried-chicken leader Raising Cane’s a significant boost.
Local restaurants can leverage location analytics to see what types of events are popular with their visitor base and craft collaborations and advertising campaigns that resonate effectively with their patrons.
Sports stadiums and arenas are not just spaces for sports and music enthusiasts to gather; they also offer significant commercial opportunities for the surrounding communities. Stadium operators and local businesses can fine-tune their offerings by utilizing location analytics to better connect with their visitor bases and uncover new retail opportunities.

The dining industry showcased its agility over the past couple of years as it rapidly adapted to shifts in consumer preference brought on by COVID and rising prices. And with a new year around the corner, the pace of change shows no signs of slowing down.
This white paper harnesses location analytics, including visitation patterns, demographic data, and psychographic insights, to explore the trends that will shape the dining space in 2024. Which dining segments are likely to pull ahead of the pack? How are chains responding to changes in visitor behavior? And where are brands driving dining foot traffic by taking advantage of a new advertising possibility? Read on to find out how dining leaders can tap into emerging trends to stay ahead of the competition in 2024.
Comparing quarterly visits in 2023 and 2022 highlights the impact of the ongoing economic headwinds on the dining industry. The year started off strong, with year-over-year (YoY) dining visits up overall in Q1 2023 – perhaps aided by the comparison to an Omicron-impacted muted Q1 2022. And while overall dining growth stalled in Q2 2023, several segments – including QSR, Fast Casual, and Coffee – continued posting YoY visit increases, likely bolstered by consumers trading down from pricier full-service concepts.
Foot traffic slowed significantly in Q3 2023 as inflation and tighter consumer budgets constrained discretionary spending. Overall dining visits fell 2.4% YoY, and full-service restaurants – with their relatively high price point compared to other dining segments – seemed to be particularly impacted by the wider economic outlook. But the data also revealed some bright spots: Fast Casual still succeeded in maintaining positive YoY visit numbers and Coffee saw its Q3 visit grow an impressive 5.4% YoY. As the return to office continues, a pre-work coffee run or lunchtime foray to a fast-casual chain may continue propelling the two segments forward.
Restaurant visitation patterns have evolved over the past few years. Although an 8 PM seating was once the most coveted slot at fine-dining restaurants, recent visitation data suggests that sitting down to dinner earlier is rising in popularity.
But among the QSR segment, the opposite trend is emerging, with late-night visits rising. Analyzing hourly foot traffic to several major QSR chains reveals that the share of visits between 9 PM and 12 AM increased significantly between Q3 2019 and Q3 2023. Even Taco Bell – already known for its popularity among the late-night crowd – saw a substantial increase in late-night visits YoY – from 15.4% to 20.3%.
Who is driving the late night visit surge? One reason restaurants have been expanding their opening hours is to capture more Gen-Z diners, who tend to seek out nighttime dining options. But location intelligence reveals that younger millennials are also taking advantage of the later QSR closing times.
An analysis of the captured market for trade areas of top locations within one of Taco Bell’s major markets – the Chicago-Naperville-Elgin, IL-IN-WI Metropolitan area – reveals a year-over-four-year (Yo4Y) increase in “Singles & Starters.” The “Singles & Starters” segment is defined by Experian: Mosaic as young singles and starter families living in cities who are typically between 25 and 30 years old. As consumers continue to prioritize experiential entertainment and going out with friends, late-night dining may continue to see increased interest from young city-dwellers.
Millennials and Gen-Z consumers aren’t only heading to their favorite fast food joint for a late-night bite – these audience segments are also helping drive visits on the weekends. Smoothie King is one chain feeling the benefits of young, health-conscious consumers.
The chain, which opened in New Orleans, LA, in 1973 as a health food store, has since grown to over 1,100 locations nationwide and is currently expanding, focusing on the Dallas-Fort Worth CBSA. The area’s Smoothie King venues have seen strong visitation patterns, particularly on the weekends – weekend visits were up 3.4% YoY in Q3 2023. The smoothie brand’s trade areas in the greater Dallas region is also seeing a YoY increase in weekend visits from “Young Professionals” – defined by the Spatial.ai PersonaLive dataset as “well-educated young professionals starting their careers in white-collar or technical jobs.”
While some dining chains are appealing to the late-night or weekend crowd, others are driving visits by appealing to sports lovers. How have recent rule changes around student athletes changed the restaurant game, and how can college football teams drive business in their hometowns?
College sports have long been a major moneymaker, with top-tier teams raking in billions of dollars annually. And as of 2021, college athletes can enjoy a piece of the significant fan following of college sports thanks to the change in the NCAA’s Name, Image, and Likeness (NIL) rules, which now allows student athletes to sign endorsement deals.
Since then, multiple restaurants have jumped on the opportunity to partner with student athletes, some of whom have millions of followers on Instagram and TikTok. Chains like Chipotle, Sweetgreen, Slim Chickens, and Hooters have all signed college athletes to various brand deals.
How can brands ensure they partner with athletes their customers will want to engage with? Analyzing a chain’s audience by looking at the interests of residents in a given chain’s trade area can reveal which type of athlete will be the most attractive to each brand’s customer base. For example, data from Spatial.ai: Followgraph provides insight into the social media activity of consumers in a given trade area and can highlight desirable partnerships.
Examining the trade areas of Chipotle, Sweetgreen, Slim Chickens, and Hooters, for instance, reveals that Sweetgreen’s visitors tended to have the largest share of Women’s Soccer followers. Conversely, Sweetgreen’s trade area had lower-than-average shares of College Football Fans or College Basketball Fans, while residents of the trade areas of the other three chains showed greater-than-average interest in these sports. Leveraging location intelligence can help companies choose brand deals that their customers resonate with and find the ideal athletes to represent the chain.
Finding the right college athlete partnership is one way for dining brands to appeal to college sports enthusiasts. But dining chains and venues located near major college stadiums also benefit from the popularity of their local team by enjoying a major game day visit boost.
One of the country’s most popular college football teams, the Ohio State Buckeyes, can draw millions of TV viewers, and its stadium has a capacity of 102,780 – one of the largest stadiums in the country. And while tailgating is a popular activity for Buckeyes fans, nearby restaurants are some of the biggest beneficiaries of the college football craze. Panera experienced a 235.3% increase on game days as compared to a typical day, Domino’s Pizza visits grew by 283.3%, and Tommy’s Pizza, a local pie shop, saw its visits jump by a whopping 600.9%.
This influx in diners also causes a major shift in game day visitor demographics, as revealed by changes in visitors at dining venues located near stadiums of two of the nation’s best college football teams – the Ohio State Buckeyes and Ole Miss Rebels. Based on Spatial.ai: Personalive data for the captured market of these dining venues, game day visitors tended to come from “Ultra Wealthy Families” when compared to visitors during a typical non-game day in September or October.
The analysis indicates that popular sporting events create a unique opportunity for restaurants near college stadiums to attract high-income customers game day after game day, year after year.
While some spend game day tailgating or visiting a college restaurant, others hold a viewing party – with a six-foot submarine. And the sub’s popularity extends beyond Superbowl Sundays. Sandwich chains including Jersey Mike’s, Firehouse Subs, Jimmy John’s, and Subway (recently purchased by the same company that owns Jimmy John’s) have seen sustained YoY increases in visits and visits per venue in the first three quarters of 2023.
Some of the growth to these chains may be related to their affordability, a draw at all times but especially during a period marked by consumer uncertainty and rising food costs. And subway leaders seem to be seizing the moment and striking while the iron is hot – Jersey Mike’s opened 350 stores in 2023 and still saw its YoY visits per venue grow by 6.6%. And Subway reported ten consecutive quarters of positive sales, a promising sign for its new owner.
The love for a healthy, affordable sandwich extends across all income levels, with all four chains seeing a range in their visitors' median household income (HHI). Out of the four chains analyzed, Jersey Mike’s – which has long prioritized a suburban, middle-income customer – had the highest trade area median household income of the four chains at $77.3K/year. Subway, known for its affordability, had the lowest, with $62.9K/year. The variance in median HHI combined with the strong foot traffic growth shows that when it comes to sandwiches, there’s something for everyone.
Persistent inflation and declining consumer sentiment may pose serious challenges for the dining space, but emerging trends are helping boost some restaurants. Customers seeking out a late-night bite drive visits to QSR chains, and health-conscious diners are boosting foot traffic to smoothie bars and sandwich shops. Meanwhile, sports sponsorships and game-day restaurant visits can provide a boost to dining businesses that take advantage of these opportunities.
