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About the Placer 100 Index for Retail & Dining: The Placer 100 Index for Retail and Dining is a curated, dynamic list of leading chains that often serve as prime tenants for shopping centers and malls. The index includes chains from various industries, such as superstores, grocery, dollar stores, dining, apparel, and more. Among the notable chains featured are Walmart, Target, Costco, Kroger, Ulta Beauty, The Home Depot, McDonald’s, Chipotle, Crunch Fitness, and Trader Joe's. The goal of the list is to provide insight into the wider trends impacting the retail, dining and shopping center segments.
October’s positive visitation trends continued in November, with overall visits to the Placer 100 Retail & Dining Index up 0.9% year-over-year (YoY) – a strong start to the holiday season.

Some of the November uptick was likely driven by Black Friday – visits to the Placer 100 Index were up 2.2% YoY overall for Black Friday Weekend 2024, with Sunday seeing a particularly pronounced visit spike of 5.3%.
And zooming out to the week before Black Friday reveals that the visit boost started even earlier – YoY visits increased as early as the Saturday before Thanksgiving, with traffic remaining positive throughout the week leading up to the retail milestone. The early growth in visits highlights the success of early promotions in driving visits this year.

Once again, Chili’s Grill & Bar topped the Placer 100 Index, likely thanks to the ongoing popularity of the chain’s Big Smash Burger, 3 For Me value meal, and Triple Dipper offering. The chain’s even more remarkable visit growth in November was likely also due to Chili’s free Veteran’s Day meals to veterans and active duty personnel, which generated a 135.4% increase in visits on Monday, November 11th relative to the previous three Mondays’ average.
November’s Placer 100 Index winners also included several value-driven chains – such as Aldi’s, HomeGoods, and Crunch Fitness – as well luxury brands such as Nordstrom and Jared Jewelers – perhaps a testament to the still bifurcated consumer market.

Barnes & Noble also made the November 2024 top 10 list, with 13.0% overall visit growth and 9.8% more visits per location, on average, than in November 2023. The legacy book retailer, on an upward trajectory since 2021, has gained significant momentum this year – and the strong November numbers indicate that the company is headed into a promising holiday season.
The chain is seeing more than just impressive visit growth – since November 2023, the share of visitors coming to Barnes & Noble from their home location or headed straight home after a trip to the book retailer has also grown. This visitation pattern suggests that Barnes & Noble is becoming a primary destination for consumers rather than an incidental stop on the way to or from another errand – underscoring the chain’s restored relevance in the wider retail landscape.

Who will dominate the holiday season and top the Placer.ai 100 Retail & Dining Index in December 2024?
Visit placer.ai to find out.

After reaching new heights in October 2024, how did the office recovery fare in November? We dove into the data to find out.
In November 2024, visits to office buildings nationwide were 62.4% of what they were in November 2019, down from 66.7% in November 2023. This marks the most substantial drop in office foot traffic since January 2024 – and a sharp decline from October 2024.
But though significant, November’s downturn is likely a reflection of this year’s record-breaking Thanksgiving travel rather than of any real office recovery slowdown. Millions of Americans took to the skies and roads to spend the holiday with loved ones. And with remote work making it easier than ever before for professionals to plug in from virtually anywhere, many likely extended their trips without taking extra days off – leading to fewer office visits in the days leading up to the holiday.

Taking a look at regional trends, Miami continued to outshine other cities in November 2024, with visits at 84.0% of pre-pandemic levels – perhaps due in part to strict return-to-office (RTO) policies implemented by major players within the city’s growing tech and finance sector. New York came in second with recovery at 81.9%, while San Francisco continued to lag behind other major cities. But with major projects like the September 2024 grand opening of the revamped Transamerica Pyramid set to revitalize the city’s Financial District, more accelerated recovery may be ahead for this West Coast hub.

Indeed, San Francisco was among November 2024’s regional leaders for year over year (YoY) office visit growth. Nationwide, office building foot traffic was down 6.5% YoY. But in San Francisco, visits increased 1.6% – likely bolstered by recent RTO mandates from major local employers like Salesforce. The city’s temperate climate may also have played a role in encouraging residents to stay local for the holidays. Miami, too – a popular holiday destination in its own right – saw visits increase 1.7% YoY.
Denver, meanwhile, experienced its fourth snowiest November on record, which may have contributed to a larger portion of its workforce embracing remote work during the month – and an 11.3% YoY visit decline. And in New York, extended “workcations” by remote-capable finance employees, as well as potential disruptions in public transit and increased congestion during the holiday season, may have fueled a larger-than-average drop. Given the Big Apple’s strong overall recovery trajectory, we will likely see a rebound to more robust YoY growth by January, when the holiday season winds down.

While Thanksgiving travel created a temporary headwind for office recovery, cities like Miami and San Francisco demonstrate that the story is far from uniform. And looking ahead to the coming months, the office recovery still appears poised to continue apace.
For more data-driven office recovery analyses, follow Placer.ai.

Following weaker foot traffic performances in September and October, mall visits swung positive in November: Indoor malls, open-air shopping centers, and outlet malls received year-over-year (YoY) visit boosts of 6.4%, 4.8%, and 3.8%, respectively. The strong YoY growth across all mall types underscores the continued attraction of brick-and-mortar retail – particularly during the holiday season.

While much of the November boost is likely due to the malls’ strong Black Friday performance, foot traffic data indicates that early deals also drove visits before the big day: Comparing daily visits during the week before Black Friday (from Friday November 22nd to Wednesday November 27th) to visits during the equivalent days in 2023 (November 17th to 22nd 2023) reveals that malls received more pre-Black Friday mall visits this year than in 2023.
This willingness to shop ahead of Black Friday instead of waiting for the best deals on the day itself may highlight the effectiveness of retailers’ early promotions– or it could signal the readiness of some consumers to spend more freely this holiday season.

Still, despite the positive pre-Black Friday showing, the majority of the November visit boost can likely be attributed to malls’ impressive Black Friday Performance. All three formats saw YoY visit growth over Black Friday weekend, with open-air shopping centers seeing the largest visit increases – foot traffic for this sub-category was up 6.0% compared to Black Friday weekend 2023. In fact, this year’s Black Friday numbers were so strong that visits to indoor malls and open-air shopping centers even exceeded pre-pandemic Black Friday weekend.

These numbers reveal that, despite the rise in early Black Friday deals and online shopping, many consumers still want to experience the excitement of Black Friday bargain hunting in person. And this powerful kickoff to the 2024 holiday season indicates that the unique experiential offering of malls – combining shopping, dining, and entertainment all under one roof – continue to play a central role in the wider retail landscape.
For more data-driven retail insights, visit placer.ai.

Hot on the heels of last year’s Barbenheimer phenomenon, 2024 brought us “Glicked”— the powerhouse pairing of Gladiator II and Wicked that lit up movie theaters across the country. How did these box office juggernauts – followed just a few days later by Disney’s much-anticipated release of Moana 2 – impact movie theater foot traffic during the Thanksgiving holiday weekend?
We dove into the data to find out.
On its premiere day (Friday, November 22nd, 2024) “Glicked” drew a 69.2% increase in movie theater visits compared to the daily average between June 1, 2023 and December 1, 2024. By Saturday, November 23rd, foot traffic surged by a dramatic 147.3%, solidifying the weekend as one of the most memorable of the year. And on Wednesday, November 27th, the release of Moana 2 drove an impressive 142.6% foot traffic increase.
But the real box office magic came on Black Friday (November 29th), when the combined power of Glicked, Moana 2, and the holiday shopping frenzy fueled an epic 263.2% surge in theater visits – making November 29th the third busiest for theaters since June 1st 2023. Foot traffic to movie theaters on this year’s Black Friday even outpaced the unforgettable levels seen on Barbenheimer Saturday (July 22nd, 2023), when visits soared to 241.0% above the daily average.

Black Friday is always a busy time for movie theaters. In 2019, movie theater visits on Black Friday (November 29th, 2019) were up 80.2% compared to an average 2019 Friday – while in 2022 and 2023 (November 25th, 2022 and November 24th, 2023), they were up 40.8% and 39.4% compared to an average Friday for each of those years.
And in 2024, Black Friday cinematic foot traffic surged past previous years’ benchmarks – surpassing even pre-pandemic levels. On November 29th, 2024, visits to movie theaters were 13.1% higher than on Black Friday in 2019 – and the effect lasted through the weekend, pushing visits up 9.5% and 27.8% on the Saturday and Sunday after Thanksgiving compared to the equivalent period of 2019.

But the Black Friday foot traffic surge wasn’t distributed equally throughout the day. Unsurprisingly given the holiday weekend, morning and early afternoon screenings saw the most impressive visit increases – with foot traffic up an incredible 524.0% between 11:00 AM and 2:00 PM compared to an average year-to-date (YTD) Friday. Afternoons (2:00 PM–5:00 PM) weren’t far behind, with visits climbing 389.9%. But impressively, even though Friday evenings are typically busy times for movie theaters year round, visits on the evening of Black Friday surged by more than 200% between 5:00 PM and 11:00 PM.

Black Friday’s box office boost also wasn’t evenly spread across the map. Leading the charge was the Philadelphia-Camden-Wilmington area, where theater visits soared by an astonishing 373.5% compared to its 2024 year-to-date average. Close on its heels were Washington, D.C. (322.8%) and New York (321.9%), proving that East Coast audiences were all in for some big-screen magic.
Interestingly, Black Friday was less resonant on the West Coast, particularly in California, where the cultural pull of the big shopping day seems to be less strong. Los Angeles, for example, saw a more modest boost in visits, reflecting the region’s typically lighter Black Friday enthusiasm.

Black Friday, it turns out, isn’t just about shopping – it also has the power to supercharge movie theater foot traffic. And while Gladiator II, Wicked, and Moana 2 all drew crowds on their opening days, the strategic timing of their pre-holiday releases drove a Black Friday visit surge for the ages. Whether driven by the thrill of a new hit or the magic of the holiday season, people are returning to theaters – and in record numbers.
For more data-driven consumer behavior insights, visit placer.ai.

Holiday shoppers in November 2024 turned out in greater numbers than last year, particularly at malls. Following a strong spring and summer year-over-year performance (despite April having one fewer weekend and Easter falling in March, as well as July having one less weekend than 2023), and a weaker early fall, it seems many consumers held off on their mall visits until November.

Indoor malls saw the highest total visits, followed by open-air lifestyle centers and outlet malls.

Deal-hunting was a major theme this year, drawing shoppers in large numbers to outlet malls. For most of November, Arundel Mills in Hanover, MD, led in total visits. However, when it came to post-Thanksgiving steps and walking off turkey-induced calories, Ontario Mills in Southern California claimed the top spot. Sawgrass Mills in Florida secured third place, while the Assyrian fortress-themed Citadel Outlets in Los Angeles landed fourth—complete with a massive Black Friday traffic jam on the 5 Freeway. Gurnee Mills in Illinois rounded out the top five for national outlet mall traffic.

We watched Moana 2 on Black Friday at the Outlets of Orange, the sixth most-visited outlet mall in America. Judging by the unbelievably crowded parking lot, it might be worth checking the Placer app for historical traffic comparisons. The silver lining to the 25-minute parking hunt? With half an hour of previews now the norm, no one missed a moment of the movie! The mall was bustling, with lines stretching around the corners of some stores. Crowds filled the main thoroughfare, and eager shoppers formed long queues at popular spots like Victoria’s Secret and Pink.

Shoppers at juniors' retailers like American Eagle needed a bit of patience, as did those heading to Skechers.

Great Lakes Crossing Outlets in Michigan secured seventh place, while Dolphin Mall in Miami, FL rounded out the top eight.
From November 1 to December 1, the top five most-visited indoor malls were Mall of America in Minnesota, Roosevelt Field in New York, Westfield Valley Fair in California, Del Amo Fashion Center in California, and Woodfield Mall in Illinois. However, Black Friday brought a shift in rankings. Woodfield Mall claimed the top spot for Black Friday visits, with the other malls each moving down one position compared to their overall November visitation rankings.

From November 1 to December 1, Ala Moana Center in Hawaii consistently held its #1 spot among open-air shopping centers, including on Black Friday. If you're enjoying the aloha spirit this holiday season, don’t miss unique Hawaiian stores like Honolulu Cookie Co., Island Slipper, and Malie Organics. The rankings saw some shifts on Black Friday, with Irvine Spectrum climbing from third place throughout November to the #2 spot. Easton Town Center secured third place, while St. Johns Town Center and Victoria Gardens rounded out the fourth and fifth spots, respectively, on the busiest shopping day of the year.


Black Friday 2024 provided valuable insights into consumer behavior as we look ahead to 2025. Placer’s blog highlighted a +2.7% increase in Black Friday weekend visits compared to last year, with shoppers focusing on value while also seeking unique and differentiated products, evidenced by strong year-over-year trends at off-price retailers like HomeGoods, Marshalls, and T.J. Maxx. Pandemic-era categories like home furnishings and sporting goods may also be seeing signs of a resurgence.
The standout takeaway, however, was the evolving role of malls. Mixed-use developments and placemaking, a key trend for malls heading into 2024, proved pivotal this Black Friday weekend. Open-air and indoor malls saw larger year-over-year visit increases (6.7% and 5.0%, respectively) than retailers across all property types (up 2.7%). This was a trend echoed by operators like Simon, further underscoring the mall’s continued relevance in modern retail.

Retailers remain integral to malls, but seasonal attractions, entertainment options, and a more diverse tenant mix have transformed malls into community hubs and prime destinations for both residents and tourists. These attractions have a symbiotic effect, driving greater foot traffic to mall tenants compared to standalone stores of the same brands.
Need evidence that this strategy works? Consumers are staying longer. Our data shows that open-air malls experienced a 7.2% increase in dwell time over Black Friday weekend, while indoor malls saw a 5.1% rise. As we've highlighted before, the longer consumers spend at a mall, the more likely they are to make a purchase.

A strong box office undeniably played a role in Black Friday visit trends and dwell time. Our data shows a nearly 250% increase in visits to movie theaters this Black Friday compared to last year (below). However, the data also reveals that many malls with unique holiday attractions and effective marketing strategies experienced increased visits, indicating that mall traffic was driven by more than just blockbuster movies.

Taken together, our data reinforces that malls have become more vital than ever to modern retail, evolving from traditional shopping hubs into multifaceted destinations that blend commerce, entertainment, and community experiences. Changes in tenant mix have introduced a diverse array of retailers, including digitally native brands, experiential stores, and unique local offerings, catering to broader consumer tastes. Increased visitor attractions, such as dine-in theaters, fitness studios, and immersive art installations, create compelling reasons that drive repeat visits for more than just shopping. Mall-focused events, from seasonal pop-ups to live performances, further enhance the draw by fostering engagement and creating a sense of occasion. This strategic evolution has positioned malls as essential anchors in the retail ecosystem, blending convenience and experience to meet the demands of today’s shoppers.

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.
