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About the Placer.ai Mall Index: The Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Shopping centers started the year off strong with year-over-year growth across all mall formats analyzed: January 2025 visits increased by 5.5% for indoor malls and by 2.9% and 2.7% for open-air shopping centers and outlet malls, respectively, compared to January 2024. The January visit growth is particularly impressive given this year’s arctic blast which kept many consumers home for much of the month.
Relatively few mall-goers visit the mall twice (or more) in one month. Open-air shopping centers have the highest rate of returning monthly visitors – likely thanks to their extensive dining and entertainment options – but even this format only sees around a third of its visitors heading to an open-air shopping center more than once a month.
Comparing the share of returning visitors in January 2024 and 2025 for each format reveals that the share of returning (2+ times) visitors decreased YoY in January 2025, even as overall traffic increased. This means that last month’s visit growth was primarily driven by casual visitors, and could indicate that interest in malls is moving beyond regular patrons as the format now gains new customers – boding well for shopping centers’ potential in 2025.
Even though January visits increased YoY, traffic was still (expectedly) significantly lower than it was in December. The holidays are malls’ busiest season, and traffic between December 2024 and January 2025 dropped 36.1%, on average, across the three formats. And diving into the data reveals several shifts in audience profile and visitor behavior between December and January.
In terms of visitor behavior, dwell time across the three mall formats fell in January compared to December, indicating that all three shopping center types enjoy an increase in both the quantity and the quality of visits over the holiday season. The increase in dwell time in December seemed correlated with the increase in holiday visits: Outlet malls, which received the largest holiday visit boost, also had the biggest difference in dwell time between December and January (73.8 minutes compared to 68.7 minutes, or a 6.9% increase in dwell time in December). Meanwhile, open-air shopping centers, which received the smallest holiday visit boost, also saw the smallest difference in dwell time between December and January.
In terms of audience profile, the holidays seemed to drive more visits from members of households with children to all mall formats. This is likely due to several factors, including parents looking for a one-stop-shop for their gift lists and to the numerous family-friendly holiday activities offered by malls across the country, such as mall Santas and holiday markets.
The January 2025 Mall Index data suggests significant growth potential for malls in 2025. The increase in one-off visits may indicate that malls are attracting a broader audience, signaling an opportunity for retailers and shopping centers to convert these casual visitors into loyal customers. Will malls leverage this momentum to ensure that today’s occasional mall-goers become tomorrow’s repeat shoppers?
Visit placer.ai to find out.

The Kansas City Chiefs and the Philadelphia Eagles will face off in Super Bowl LIX on Sunday in a rematch of the Super Bowl two years ago. And on their journeys to the big game, each team hosted a conference championship in their home stadium – in both the 2023 and 2025 playoffs. How did the visitors to these games compare, and what might it mean for this Super Bowl sequel? Read on to find out.
The AFC and NFC Championships determine the teams that will play in the Super Bowl – and die hard fans travel from near and far to attend big games.
The AFC Championship in both 2023 (for the 2022 season) and 2025 (for the 2024 season) took place at GEHA Field at Arrowhead Stadium – home of the Kansas City Chiefs – with the Chiefs playing the Cincinnati Bengals in 2023 and the Buffalo Bills in 2025. In 2025, GEHA Field at Arrowhead Stadium saw an increased share of visitors traveling less than 30 miles to the stadium (45.1%), compared to 2023 (43.6%). Fans tend to rally around a winning team, and an increase in local attendees suggests a boost in support from the Chief’s core fanbase in the Kansas City, MO area as the team looked to take another step towards winning three straight Super Bowls. But the stadium also received an elevated share of attendees traveling 100-250 miles to the stadium in 2025 (24.7%) compared to 2023 (21.5%) – a distance that includes Omaha, NE, Tulsa, OK, and Wichita, KS – indicating that Chiefs Kingdom has also bolstered its strongholds somewhat further away over the last two years.
On the NFC side, the Philadelphia Eagles played at their home stadium – Lincoln Financial Field – in both the 2023 NFC Championship (for the 2022 season) against the San Francisco 49ers and the 2025 NFC Championship (for the 2024 season) against the Washington Commanders. And between 2023 and 2025, the share of visitors who traveled between 100-250 miles to Lincoln Financial Field doubled (from 6.0% to 12.0%) – likely thanks to the D.C. area fans who made the trip to cheer on the Washington Commanders in 2025. The share of attendees who traveled between 30-100 miles also increased in 2025 relative to 2023 (23.4% vs. 21.5%), which could reflect visitors from areas adjacent to Philadelphia and Washington D.C. who also support one of the two competing NFC East teams.
During the upcoming Super Bowl at Caesars Stadium in New Orleans, LA, neither team will have home-field advantage. But if past Super Bowls provide any indication, a sizable local audience is to be expected, along with fans traveling from the teams’ hometowns and other large population centers.
Analyzing the audience segmentation of the stadium visitors at the 2023 and 2025 AFC and NFC Championships can provide further insight into the fans that were in attendance – and those who might attend the Super Bowl.
Despite the geographical distance between GEHA Field at Arrowhead Stadium in the Midwest and Lincoln Financial Field in the Mid-Atlantic, their audiences during these high-profile contests were surprisingly similar. Trade area analysis of the two stadiums combined with the Spatial.ai: PersonaLive dataset revealed that the “Ultra Wealthy Families,” “Upper Suburban Diverse Families,” “Wealthy Suburban Families,” and “Young Professionals” segments were the largest audience groups in the captured markets of both stadiums for the 2023 and 2025 Conference Championships. (A venue’s captured market refers to the census block groups (CBGs) from which it draws its visitors, weighted to reflect the share of visits from each one – and thus reflects the profile of the venue’s visitor base.)
This suggests that despite regional differences and ticket-price differentials, for the biggest games, fans in the stands come from relatively similar households. This may also be the case for the Super Bowl, which rotates annually between NFL stadiums.
Moving on from the Conference Championships, the stakes will be even higher this coming Sunday at Super Bowl LIX. How will visitation and demographic patterns stack up?Visit Placer.ai to find out.

Shake Shack and Wingstop, two major names in the fast-casual and quick-service restaurant category, have had a standout year. Both chains enjoyed impressive visits while executing wide-ranging expansion strategies.
We dive into the location analytics for both brands to recap 2024’s success.
Shake Shack and Wingstop performed extremely well in 2024, with visits up 21.7% and 23.0%, respectively, compared to 2023 – thanks in large part to aggressive fleet expansions. Both chains enjoyed their strongest year-over-year (YoY) visit growth in the first half of the year, with H1 2024 visits to Shake Shack up 26.0% and to Wingstop up 28.7% compared to the same period in 2023. And while growth slowed down slightly towards the end of 2024, the two brands still ended the year with 16.8% (Shake Shack) and 11.6% (Wingstop) Q4 YoY visit growth – quite an impressive metric, especially given the wider dining headwinds.
Shake Shack and Wingstop are both in the midst of aggressive fleet expansions: Shake Shack opened 42 new locations and plans to triple that number in the coming years, while Wingstop added at least 138 new locations and also plans on adding hundreds of new stores in the coming years. Both companies have made suburban expansion a central focus of their growth strategies, and psychographic shifts in their captured markets over the past five years suggest this approach is working. Analyzing the chains’ visitor bases using the Esri: Tapestry dataset combined with Placer.ai captured market data reveals that Shake Shack increased the share of “Suburban Periphery” visitors in its trade area from 43.8% in 2019 to 45.4% in 2024. The share of the “Suburban Periphery” segment in Wingstop’s trade area rose from 23.8% to 24.9% during the same period. Wingstop also saw a decline in its share of “Urban Periphery” visitors while the share of the “Principal Urban Center” segment in both chains’ trade areas decreased during the analyzed period – further indicating growth in suburban markets.As more people migrate to the suburbs, offering convenient dining options outside of city centers is likely to remain a winning strategy for both chains.
While expansions helped drive the overall visit numbers up, the two chains also received several traffic spikes throughout the year driven by limited time offers (LTOs) and special menu launches. This strategy has recently proven successful for a number of QSR and fast-casual chains – Wendy’s, for example, finished 2024 with a 2.8% YoY increase in Q4 visits (0.7% YoY increase for 2024 as a whole) thanks in large part to its Krabby Patty Kollab LTO. Shake Shack received the most significant visit increase relative to its 2024 weekly visit average during its holiday special which included offers of free burgers every day from mid-December through Christmas Eve. Diners eagerly responded to the promotion, with weekly visits surging by 24.4% during the week of December 16th, 2024 relative to 2024’s weekly average. Similarly, Wingstop’s National Wing Day promo led to a 17.2% visit increase over the week of July 30th. Other promotional activities also influenced visits at these dining chains. For example, Shake Shack’s summer barbecue menu, which included a unique perk – a limited offer of “stain insurance” for customers who got excess BBQ sauce on their clothes – drove visits 13.8% higher than the weekly visit average. Similarly, Wingstop’s Summer of Flavor bundle drove visits to the chain during the week of July 22nd, 2024 by 6.6% relative to the 2024 weekly visit average. These promotions highlight the importance of creating buzz and offering exclusive deals to attract both new and returning customers.
Both Shake Shack and Wingstop enjoyed impressive visits in 2024 while expanding their fleets – but can the two chains continue this success into 2025? Visit Placer.ai/blog to keep up with the latest data-driven dining insights.

In December 2024, Saks Fifth Avenue finalized its acquisition of Neiman Marcus – forming a new parent company Saks Global. We dove into the foot traffic patterns and audience segmentation for the two department stores in order to better understand Saks Global’s positioning following the deal.
Nordstrom, Bloomingdale’s, Saks Fifth Avenue, and Neiman Marcus are four of the leading players in the luxury department store space. Analysis of the retailers’ relative visits share in 2024 reveals that Nordstrom claims the lion's share of combined visits between the four department stores (68.4% in 2024), distantly followed by Bloomingdale’s (14.9%). On their own, Saks (7.3%) and Neiman (9.5%) drive the smallest shares of visits, but together, the two department stores account for a greater share of visits than Bloomingdale’s, making Saks Global the second largest luxury department store player by share of visits.
In addition to a larger share of visits, by acquiring Neiman Marcus, Saks appears to gain an audience with a greater affinity for “accessible luxury”. Although a sizeable share of Saks’ visitors also visited a Nordstrom store (40.4%), an even larger share (just over half, or 50.1%) of Neiman’s visitors also visited the accessible luxury department stores. Some have posited that Saks Fifth Avenue could be positioned as an “accessible luxury brand”. However, the data suggests that Neiman may be better suited to compete for visits from “accessible luxury” shoppers.
Diving deeper into the retailers’ quarterly visit patterns further highlights how Saks stands to gain through its acquisition of Neiman. Of the four luxury department stores analyzed, Saks Fifth Avenue received the smallest share of its visits in Q4, while Neiman received the largest share of its visits over the holiday shopping season. So by acquiring Neiman, Saks Global benefits from a greater share of visits during a critical retail moment.
Along with visit share gains and a larger holiday boost, the acquisition of Neiman Marcus gives Saks Global access to a more affluent audience than Saks Fifth Avenue’s. Analysis of Saks Fifth Avenue and Neiman Marcus’s trade areas combined with STI:PopStats data reveals that both retailers drive traffic from households with above-average incomes – but Neiman’s audience seems to be slightly more affluent: In Q4 2024, the median household income (HHI) of Neiman’s captured market was $112.8K/year, approximately $10K/year higher than Saks Fifth Avenue’s ($102.9K/year). A more affluent audience may better position Saks Global in the exclusive luxury space, particularly as it launches Authentic Luxury Group – a platform that aims to accelerate the growth of upscale brands like Barneys New York.
Further analysis of segmentation data reveals that Neiman Marcus also brings a more family-oriented audience to the Saks ecosystem. In Q4 2024, 26.2% of households in Neiman Marcus’ captured market were households with children – relatively near the 27.0% nationwide benchmark. Meanwhile, only 23.7% of households in Saks Fifth Avenue’s captured market were households with children. This suggests that the acquisition of Neiman allows Saks Global to drive more traffic from family-oriented households previously underserved by the Saks Fifth Avenue banner. Several Saks and Neiman locations are in close proximity to each other, so it’s conceivable that Saks Global will consolidate its real estate footprint in the future. If so, understanding audience segmentation could help the new parent company decide which retailer best serves the local market.
Saks Fifth Avenue’s acquisition of Neiman Marcus strengthens Saks Global’s position in luxury retail, boosting its visits share and access to a more affluent, family-oriented audience.How will the merger impact the luxury department store space moving forward? Visit Placer.ai to find out.

2024 represented a year of transformation in U.S. luxury retail. After years of evading the impact of inflation and changing consumer behavior, ultra luxury brands and retailers began experiencing some of the challenges plaguing the wider retail space over this past year. Consumers of all income groups pulled back on spending and shifted focus towards value, which is inherently at odds with the luxury retail experience. Despite the aspirational nature of social media, many consumers who had been testing the waters of the luxury market can’t sustain their demand. There’s also been a rebound of the “accessible” luxury market, with brands like Coach and other smaller chains capturing the attention of the consumer.
How did 2024 end in terms of luxury retail visitation? Generally, visitation to luxury retail brands was down throughout the year, with visits for 2024 as a whole down 4% year-over-year. This is in stark contrast to the growth in visits we observed in 2022 and 2023, a clear signal that there’s been a shift in consumer demand for luxury brands here in the U.S. The elasticity of luxury visits waned in 2024, which could be attributed to a few factors; changes in demand for specific brands this past year or lower general demand for the categories.
The most interesting shift this past year was in the segmentation of visitors to luxury retailers. Using PersonaLive visitor segments, we observed changes in the types of demographic consumer segments visiting luxury brands. The percentage of visits by Ultra Wealthy Families increased over the past three years, with the cohort making up 20% of luxury retailers’ captured market in 2024, the largest of any visitor segment.
At the same time, we noted decreases in the share of Near-Urban Diverse Families, Young Urban Singles, and City Hopefuls in luxury retailers’ trade areas. These groups fall more into the aspirational customer segment for luxury brands, meaning that they might not be frequent shoppers or may have saved up for a large purchase. Luxury retailers now have to rely more on their traditional consumer base and have narrowed their pool of potential visitors.
Beyond the retailers themselves, luxury shopping centers also saw visitation decelerate in 2024. Looking at three key luxury centers, Americana Manhasset in Manhasset, NY, Bal Harbour Shops in Miami, and Highland Park Village in Dallas, each center slowed down compared to prior years. These shopping centers house ultra luxury brands, such as Hermes, Dior, and Chanel, as well as new luxury entrants like LoveShackFancy and beauty chain Bluemercury as well as upscale dining options; despite this strong mix of tenants, it’s clear that changing consumer behavior has impacted these centers, even those that still saw growth early in the year.
There weren’t any observable changes in visitor behavior in terms of how long visitors stayed or what day of the week they visited. All three luxury shopping centers rely heavily on weekend visitors, and as consumers pull back on the frequency of discretionary purchases, there might be less incentive to visit overall. More than 50% of Americana Manhasset and Highland Park Village’s trade area is made up of Ultra Wealthy Families, and that high concentration that once benefited luxury retailers may now present hurdles in sustaining traffic growth.
Luxury brands, despite the changing tides, are the true retail trend setters, and have the ability to pivot as needed to meet changing consumer demands. In 2024, we saw the triumphant rise of brands such as Miu Miu, Louis Vuitton and Hermes as consumers concentrated their purchases around the hottest labels. The luxury market faces more uncertainty in 2025 as the consumer fluctuates to adapt to changes across the U.S. and the need to provide a high touch experience and inherent value is critical to garner the attention of shoppers.

RBI and Yum! Brands own and operate some of the country’s most beloved and well-known dining chains. We took a look at the visit data for 2024 to see how the two companies fared in a period of economic headwinds and uncertainty.
Restaurant Brands International (RBI) and Yum! Brands are leaders in the fast food and fast casual dining segment. Each company operates four restaurants with major footprints across the country – RBI owns Tim Hortons, Burger King, Firehouse Subs, and Popeyes, and Yum! manages Pizza Hut, Taco Bell, KFC, and The Habit Burger Grill.
Yum! Brands enjoyed visit and visits per location growth in all but one quarter, capping off Q4 2024 with an 0.8% increase in visits and a 1.6% increase in visits per location on a YoY basis. RBI’s visits and visits per location, meanwhile, hovered at or just below 2023’s levels in all but one quarter of the year, highlighting the challenges facing the dining segment in 2024.
Of the four RBI brands, Popeyes enjoyed the strongest visitation patterns throughout 2024.The chain has been a standout for the past few years – likely owing to its popular chicken sandwiches – and Popeyes performed well in 2024 as well, with YoY visit growth during most quarters.
Following Popeyes in visit growth was Tim Hortons – Canada’s leading coffee chain – which saw positive momentum in the first half of 2024, though visits dipped in the latter half of the year. And though Burger King’s visits were sluggish, the chain has been focusing on optimizing its store fleets with strong results.
While overall visits across RBI’s brands were slightly below 2023 levels, their ability to remain close to last year’s numbers – and even achieve growth in some quarters – signals resilience.
Yum! Brands delivered a strong performance in 2024, buoyed by Pizza Hut and Taco Bell’s consistent growth. Taco Bell in particular stood out, driving foot traffic through promotions like its highly popular Taco Tuesday special. The chain experienced quarterly YoY visit growth throughout the year, culminating in a 2.1% increase in Q4 2024 relative to 2023.
Pizza Hut also experienced impressive visitation growth in 2024, especially in Q2. In contrast, KFC faced challenges with declining visits, while The Habit Burger Grill’s traffic remained steady, closely tracking 2023 levels.
RBI and Yum! Brands experienced ups and downs throughout 2024, with some of their chains thriving while others showed modest visit declines.
With the new year well underway, how might RBI and Yum! work to drive increased visits to their restaurants?
Visit Placer.ai for the latest data-driven dining updates.

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.

“Retail media networks have turned retailers into ad moguls. That’s a huge change and nobody yet understands all the implications of it.”
Constantine von Hoffman, MARTECH
Companies operating consumer-facing brick-and-mortar venues traditionally relied on selling goods and services as their primary revenue stream. But recently, leading retailers such as Walmart and Target have begun to leverage their immense store fleet into a powerful advertising platform.
Online retailers have been tapping into the advertising power of their digital sites for years by relying on various automated tools to show third-party advertisements to relevant consumer segments. But now, retailers with a strong offline presence can also leverage physical marketing impressions and focus their campaigns while reaching consumers at the point of purchase. Retailers have long recognized the intent that drives a store visit, and understanding the full value of leveraging that visit to its full extent is an important new frontier.
Major retailers are continuing to see their physical visits outnumber their online ones.
And in spite of the gloomy predictions regarding the future of brick and mortar retail, major retailers are continuing to see their physical visits outnumber their online ones. Monthly numbers of visitors to Walmart and Target significantly outpace the brands’ online reach, according to web data from Similarweb. So although, up until recently, these brands have focused their media placements on their digital channels, it is becoming increasingly clear that these chains’ physical stores hold powerful – and currently untapped – advertising potential.
Online visitor data source: similarweb.com
And with the recent rise in digital advertising costs, retail media networks are becoming more attractive for companies looking to make the most of their ad budget. Retail media networks can also help brands reach rural communities, elderly Americans, and other consumer segments that are currently underserved by digital advertisers.
This white paper explores several retailers on the cutting edge of the retail media network revolution. Keep reading to find out how advertisers can use retail media networks to promote to hard-to-reach consumers, segment their ad spending, and optimize their campaigns.
Residents of rural areas use the internet less frequently, and have lower levels of technology ownership than their urban and suburban counterparts. As a result, companies that stick to digital advertising may have a harder time reaching rural consumers. Brick and mortar retailers popular in smaller markets can fill in the gaps and help brands promote their products and services to this hard-to-reach audience.
Brick and mortar retailers popular in smaller markets can help brands advertise to hard-to-reach audiences.
Dollar General saw significant success over the pandemic, with the current economic climate continuing to benefit the brand. Between January and August 2022, nationwide visits to Dollar General venues were 35.6% higher than they were between January and August 2019, while the number of visitors increased 25.4% in the same period.Visit numbers aggregate the visits to the chain’s various locations in a given period, while visitor numbers track the number of people who enter the brand’s stores.
The company has also been operating a media network since 2018. The Dollar General Media Network (DGMN) enables advertisers to reach Dollar General consumers across the company’s channels to build awareness both digitally and in physical spaces. Advertisers with DGMN can display in-store bollard, blade, and wipe stand signs, security pedestals, basket bottomers, and shelfAdz to deliver in-store messaging from parking lot to purchase. Recently, Dollar General announced that its ad platform was now working with 21 new advertising partners, including Unilever, General Mills, Hershey’s, and Colgate-Palmolive.
Embracing the Power of the Small Market
Advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Dollar General has been serving rural residents for years, with the majority of the company’s stores located in communities with fewer than 20,00 residents. And while the brand is growing nationwide, Dollar General’s strength is particularly evident in small markets – which means that advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Comparing year-over-three-year (Yo3Y) visit change to Dollar General stores in metropolitan and micropolitan core based statistical areas (CBSAs) highlights the company’s success in smaller markets. According to the United States Office of Management and Budget, metropolitan and micropolitan CBSAs have over and under 50,000 residents, respectively. Since January 2022, monthly Yo3Y visit growth to Dollar General venues in select Texas micropolitans has consistently outpaced foot traffic to nearby metropolitan areas. While the Sherman-Denison metro area saw August 2022 foot traffic hit a solid 24.5% increase over August 2019, the Gainesville, Texas micro area – around 35 miles east of Sherman – saw its foot traffic increase 54.5% in the same period.
Dollar General’s presence across a significant number of smaller markets means that advertising partners can use the growing DGMN to increase awareness and drive purchase consideration among these harder-to-reach consumers.
In the digital space, three tech giants – Alphabet (previously Google), Meta (previously Facebook), and Amazon – enjoy over 60% of the digital ad revenue in the United States. This means that companies are competing for impressions on a small number of platforms – and smaller brands geared at specific consumer segments may need to spend significant advertising budgets to outbid the larger players. Retail media networks create additional advertising platforms, and enable advertisers to diversify their ad spend, increase their (physical) impressions, focus on more specialized channels to better reach their audience, and potentially reach customers at their highest point of intent.
Retail media networks create additional advertising platforms and potentially reach customers at their highest point of intent.
Albertsons launched its retail media network, Albertsons Media Collective, in November 2021 with the goal of delivering “digitally native, shopper-centric and engaging branded content to the company’s ever-growing network of shoppers.” Currently, the grocer’s media network is primarily digital, but Albertsons’ head of retail media products Evan Hovorka recognizes the importance of leveraging in-store assets to deliver a unique advertising experience. The company is testing out smart carts that link with “Albertsons for U” loyalty program to display ads to shoppers – and Albertsons is likely to find more ways to reach in-store consumers as it continues to develop its retail media network.
The chain is also one of the most popular grocers nationwide. With the exception of March and April 2022, when inflation and high gas prices temporarily halted growth, the brand’s monthly visits and visitor numbers have consistently exceeded pre-pandemic levels. Monthly visits for Albertsons in August 2022 were up 5.7% and monthly visitors were up 5.4% on a Yo3Y basis. This means that advertisers with Albertsons can increase their reach and grow their physical ad impressions just by displaying their ads in Albertsons locations and tapping into the chain’s growing visitor base.
Looking beyond Albertsons' nationwide average foot traffic trends reveals some important regional differences. Between January and July 2022, visits to the brands increased 4.6% in Wyoming on a Yo3Y basis, while foot traffic to the brand’s locations in Oregon jumped 18.5% compared to January through July 2019. This means that a brand looking to reach consumers in Oregon can contract with Albertsons’ media network to show its ads to a fast-growing pool of visitors.
A larger visitor count translates to an increase in unique ad impressions, while more visits from fewer visitors can drive repeated exposures.
Diving deeper into the data reveals an additional layer of insight. Some states with only moderate visit growth are seeing a surge in visitor numbers, while other states are seeing a drop in visitor numbers but a rise in visits. A larger visitor count translates to an increase in unique ad impressions and more people exposed to the ads, while more visits from fewer visitors translates to more overall impressions that can drive repeated exposure among a smaller group of visitors. So advertisers can use segmented foot traffic data to decide where to focus their marketing depending on the goal of the campaign.
For example, Wyoming's moderate increase in visits hides a significant spike in visitors, which means that advertisers to Albertsons venues in Wyoming can get their impressions before a large number of different potential consumers. Meanwhile, Oregon's 18.5% increase in visits is the result of just a 9.4% increase in visitors – so Albertsons is cultivating an increasingly loyal following in the Beaver State, and the grocer’s advertising partners can expect that the same visitors will be exposed to their brand repeatedly.
So companies that want to increase unique ad impressions and build awareness can advertise to Albertsons customers in Wyoming, where their ads will be seen by a large number of new people. But in Oregon, companies may want to promote a campaign that focuses on moving Albertsons visitors through their funnel.
In order to accurately assess the ad distribution patterns in each location, brands operating retail media networks need to understand both visits and visitors trends in each region and for the chain as a whole.
Advertisers with retail media networks can use foot traffic data to refine their geographic audience by identifying the consumer preferences of a given brick-and-mortar brand on a store or city level.
In August 2020, CVS Pharmacy launched its media network, the CVS Media Exchange (cMx). The company estimates that 76% of U.S. consumers live within five miles of at least one store, and the cMx allows partners to tap into the chain’s reach by giving advertisers access to CVS’ online and offline channels, including in-store ads.
Although CVS has been closing locations recently, the brand is still one of the strongest players in the brick-and-mortar retail space. Its 2022 visit numbers have consistently exceeded pre-pandemic levels nationwide, and data from CVS locations in leading cities shows that its Yo3Y visits per venue and visitor numbers are even higher.
CVS’s nationally distributed fleet means that the brand’s locations in different regions attract distinct consumer bases.
CVS carries a varied product mix of daily essentials in addition to its healthcare offerings, so the brand attracts a wide range of consumer segments. And the chain’s nationally distributed store fleet means that CVS has locations in different regions that attract distinct consumer bases who do not all have the same lifestyle preferences. By using foot traffic data to understand the regional consumer preferences of CVS consumers beyond the store, advertising partners can refine their market and make the most of the cMx.
Different regions have different fitness cultures. Chains catering to health-conscious consumers can use retail media networks and foot traffic data to focus their efforts on areas where inhabitants exhibit a high demand for regular workouts.
Analyzing cross-visit data from CVS locations across five major urban centers in the U.S. shows that the percentage of those who also visited gyms or fitness studios varied significantly across each DMA. In the New York area, 62.7% of those who visited CVS in Q2 2022 also visited a fitness venue during that period, in contrast with only 38.0% of CVS visitors around Dallas-Ft. Worth, TX in the same period. This information can help advertising partners in the health and wellness space decide where to place their campaigns.
Looking at cross-visit data on a city-wide level can provide a sense of the consumer culture in each area, but advertisers that dive into foot traffic data for individual stores can refine their messaging even further.
On average, 43.8% of CVS visitors in the Chicago DMA also visited a gym in Q2 2022. But drilling down to the top CVS locations in the city reveals that the rate of cross-visits varies significantly from location to location. Both the E 53rd Street and W 103rd Street locations have a relatively high share of visitors who visit fitness locations – 52.5% and 49.2%, respectively. Meanwhile fitness cross-visits were at just 36.6% for the South Stony Island Avenue location. Advertisers promoting health and wellness related products and services may want to focus on the 103rd St. and 53rd St. CVS locations.
Diving into a customer’s behavior and preferences outside the store can help retail media network operators and advertising partners find the areas and locations best suited for each type of ad.
Cross-visit data is one way to identify consumer preferences beyond the physical store. Advertisers can also analyze digital preferences of offline visitors to focus their marketing on the most appropriate locations.
Advertisers can also analyze digital preferences of offline visitors to focus on the most appropriate locations.
Over the past couple of years, Macy’s has been finding ways to reinvent itself and optimize its store fleet – and foot traffic data indicates that the retailer's efforts are paying off. In the first half of 2022, Macy’s exceeded its H1 2021 overall visit and average visits per venue numbers and posted a positive year-over-year (YoY) visitor count. In Q2 2022, despite the wider economic challenges, Macy’s visitors, visits, and average visits per venue saw YoY increases of 3.4%, 4.0% and 9.9% increases.
Like CVS, Macy’s launched its media network in August 2020, and by February 2021 the Macy’s Media Network was already generating $35 million annually. In addition to advertising on the company’s digital channels, Macy’s also offers partners the use of in-store screen displays, package inserts, and the brand’s iconic billboard in New York City’s Herald Square.
Advertisers can optimize their advertising by analyzing the differences in consumer profiles between a chain’s various stores.
Advertisers that understand the differences in consumer profiles between a chain’s various stores can optimize their advertising efforts. While looking at variations in cross-visit trends is one way to identify interested brick-and-mortar consumers, diving into visitor’s digital behavior and online preferences can also provide valuable insights.
Tools such as Spatial.ai’s GeoWeb, which tracks online engagement with various trends and topics by neighborhood, can reveal how offline consumers behave online. An index score of 100 indicates that consumers in an area have an average interest in a given topic, while scores over (or under) 100 indicate that consumers are more (or less) interested in the topic when compared to the national average interest.
We used Spatial.ai’s GeoWeb tool to analyze the online behavior of consumers in the True Trade Areas (TTA) of five Macy’s locations in the Philadelphia, PA DMA – and found that residents of the different TTAs stores showed differing indexes. For example, the Macy’s in the King of Prussia Mall location showed a high index of 161 in “Men’s Business Clothes Shoppers,” while the Cottman Ave. location had an only slightly above average index of 102. This means that advertisers of men’s business apparel may see more results by focussing their advertising on visitors to the King of Prussia location.
Advertisers that use retail media networks do a lot more than just reach in-store shoppers. Stores exist in the physical world, so advertisers can also reach passers-by through physical venues’ windows, blade signs – or in the case of Macy’s, through its Herald Square Billboard. Here too, foot traffic data can reveal the consumer preferences of people walking by the sign.
We looked at the online behavior in the TTA around the traffic pin on the corner where the billboard is located (Broadway/6th Ave and 34th Street in New York) to understand which advertisers might benefit most from a billboard at that location. While the “Men’s Business Clothes Shoppers” category was over-indexed compared to the national average, as would be expected in midtown Manhattan, “Women’s Fashion Brand Shoppers” had an even higher index. “Gen Z Apparel Shoppers” were over-represented, but “Leather Good Shoppers” and ”Athleisure Shoppers” were under-represented. So a brand that carries both elegant wear and athleisure may want to display its less casual clothing lines on the billboard.
Understanding how consumers behave both on and offline can help retail media networks and advertising partners promote their campaigns most effectively.
To transform their physical store fleet into a media network, brands and companies need to analyze the reach of each venue. The same chain operating in multiple regions may be reaching different types of consumers in each area, or even in various neighborhoods of the same city. These distinct audiences may have contrasting products, brands, and shopping preferences.
Retailers that leverage their brick and mortar presence can transform the advertisement space as it exists today.
Retailers can also partner with advertising partners who wish to promote goods and services not carried by the retailer. For this to succeed, the retailer will need to analyze how consumers behave outside of its stores. Understanding what characterizes the overall behavior of consumers in each locations’ trade area will allow the retailer to reach a larger audience and truly compete with the digital giants. And by leveraging their brick and mortar presence, brick and mortar retail can transform the advertisement space as it exists today.
