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2025 is shaping up to be the year of the RTO mandate. Local governments and companies across industries – from AT&T to Amazon and Starbucks – have introduced stricter in-person requirements, with some even shifting back to a full five-day, in-office work week. Still, rolling out these mandates hasn’t been entirely smooth sailing, and many workplaces still strive to strike a balance between RTO and WFH.
So how are these trends unfolding on the ground? Did the office recovery continue to stagnate as it did in May, or did the start of the summer reignite RTO momentum? We dove into the data to find out.
After losing a bit of steam in May, office visits regained their stride in June 2025. Foot traffic to the Placer.ai Nationwide Office Index was just 27.4% below pre-COVID (2019) levels – a significant improvement from June 2024, when it was down by 32.9%. While part of this uptick can be attributed to June 2024 having one fewer working day (19, compared to 20 in both 2019 and 2025), the data nevertheless points to meaningful RTO progress.
And looking at monthly fluctuations in office visits since June 2019 further highlights the month’s strong performance. Despite having only 20 working days, June 2025 ranked as the fourth busiest in-office month since the pandemic, trailing only October 2024, July 2024, and April 2025 – each with 22 working days.
Once again, Miami and New York led the RTO charge, with both cities nearing a full post-pandemic recovery. Miami posted just a 4.2% gap compared to June 2019, while New York recorded a 5.3% deficit – putting them both well ahead of the nationwide average. Sunbelt cities such as Atlanta, Dallas, and Houston also outperformed the U.S. overall, reflecting a robust return to workplaces in these regions.
Most of the cities analyzed also saw notable year-over-year (YoY) gains in June 2025 – partly attributable to this June’s extra work day. Los Angeles was the only hub to experience a YoY gap – potentially linked to last month’s local protests, which may have disrupted commuting routines for some employees. Houston, for its part, lapping a storm-ridden June 2024, recorded an impressive 17.2% YoY bump. And though San Francisco remained farthest from its pre-pandemic attendance levels, the city maintained its strong YoY streak, suggesting steady recovery in its tech-heavy landscape.
Overall, June’s data indicates that RTO mandates and hybrid strategies are helping fuel a meaningful rebound in office attendance. While the road to full recovery is still unfolding, these positive trends point to an office environment that is very much alive and evolving.
How will the RTO continue to develop as the year progresses? Follow Placer.ai/anchor for more office visitation insights.

Consumer anticipation of potential tariffs on goods in 2025 has varied across retail categories. Some segments allow consumers to plan purchases far in advance, while others require a “read and react” approach. In general, consumers appear to have followed the latter strategy from late April to June 2025, as year-over-year (YoY) foot traffic returned to levels more in line with long-term trends. Still, this may shift as summer progresses.
One specific category that has been interesting to watch is baby products. Because these purchases are tied to specific life events, they tend to be driven by necessity rather than desire – leaving shoppers with little flexibility to time their buying. At the same time, baby items may face a disproportionate impact from potential tariffs due to their manufacturing sources, giving consumers an incentive to make purchases sooner rather than later.
Against this backdrop, have consumers changed their visit behavior regarding baby products? Data from baby registry Babylist’s physical showroom in Beverly Hills, CA – where customers can test and browse items in person before adding them to a registry – indicates that anticipation of tariffs may indeed be influencing shopping patterns in this space. Starting in April 2025, visits to the showroom began to rise, peaking in May before settling (though still elevated) in June. This trend suggests that new and expecting parents may have pulled forward purchases in order to secure products before potential price hikes, especially on higher-ticket items like strollers, car seats, or furniture.
An analysis of Babylist’s trade area using the STI:PopStats dataset shows that it caters to an affluent demographic: Between January and May 2025, the showroom’s captured market had a median household income of $112.6K, well above both nationwide ($79.6K) and California ($99.3K) baselines. This speaks to the notion that even higher-income consumers could be concerned about future price increases and potential shifts in demand due to tariffs.
Kohl’s provides another window into these shifts. Last fall, Kohl’s launched Babies”R”Us shop-in-shops across nearly 200 locations to expand its assortment and attract and retain shoppers. In our analyses of the program during the first few months post-launch, there hadn’t been much improvement in visitation trends compared to the total store fleet – and for most of early 2025, visits to the stores with Babies”R”Us underperformed the chainwide average.
However, in May and June 2025, Kohl’s locations featuring Babies”R”Us outpaced the chainwide YoY foot traffic. While overall visits were still down, these specific stores saw smaller declines than their counterparts.
One possible factor behind this trend may be the demographic mix at Kohl’s with Babies”R”Us. These stores draw more family-oriented visitor segments – such as Wealthy Suburban Families, Upper Suburban Diverse Families and Near-Urban Diverse Families – than the overall Kohl’s fleet. The family orientation of the Kohl’s + Babies”R”Us stores and the potential focus on the baby category in the midst of potential socioeconomic changes may have combined to help improve the trend at these sites.
How should retailers that carry baby items respond? The baby category is poised to be greatly disrupted due to potential tariff implementation and price increases are likely to hit store shelves. Consumers, for their parts, are clearly aware of potential cost changes and are reacting quickly to adjust their retail behavior. Retailers will need to continue to communicate value and product knowledge to shoppers, especially first-time parents. And creative problem solving will be critical to maintaining product assortment and quality for shoppers over the months and years to come.

About the 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.
In June 2025, shopping center traffic fell slightly following two straight months of year-over-year (YoY) visit growth – although indoor malls continued to show the strongest performance, with just a 0.7% drop in YoY June visits. (Open-air shopping centers and outlet malls saw YoY visit declines of 1.6% and 4.4%.)
The course reversal may suggest that the visit growth in April and May was at least partially driven by a pull-forward of consumer demand in anticipation of tariff-driven price hikes. By June, many of those purchases had likely already been made, and the resulting downturn in mall visits might represent a natural normalization of traffic rather than a new weakness in consumer demand.
Still, despite the June slow-down, shopping center traffic was mostly positive in H1 2025. Indoor malls led the pack, with YoY visits up 1.8%, while open-air shopping centers saw visits grow 0.6% YoY and outlet mall traffic remained relatively flat at -0.8%. And all mall formats experienced a rise in average visit duration – with indoor malls once again seeing the largest average dwell time increase of 3.3% – suggesting an improvement in visit quality and consumer engagement.
But while indoor malls led in terms of short-term growth, comparing current visitation to pre-COVID patterns revealed the longer-term strength of the open-air format – the only shopping center type to surpass pre-pandemic levels, with visits up 0.3% compared to H1 2019. At the same time, indoor malls' average visit duration has recovered more closely to 2019 levels – perhaps suggesting that visit quality is improving at indoor malls faster than the visit quantity.
Looking at quarterly visit data since the pandemic also highlights the visitation success of open-air shopping centers and the recent comeback of indoor malls.
Open-air shopping centers are the only type of mall where visits consistently met or exceeded pre-pandemic levels over the past two years, with Q2 '25 visits 2.7% higher than in Q2 '19. But indoor malls narrowed the gap significantly this past quarter – with Q2 '25 visits just 1.1% lower than in Q2 2019, marking their strongest performance since 2020 – suggesting that the post-pandemic indoor mall story is still being written.
While June's softness may reflect natural demand normalization after spring's tariff-driven shopping surge, the broader YoY H1 2025 trends show shopping centers generally exceeding last year's visit levels with average visit duration also on the rise. And while visit quantity and quality is generally not quite back to pre-COVID levels, the data suggests that the recovery story is very much still being written.
For more data-driven retail insights, visit placer.ai/anchor.

Summer 2025 has arrived, and airports are gearing up for travelers heading out on long-awaited vacations.
We analyzed airport traffic on a nationwide, statewide, and DMA level to assess how the sector stands ahead of one of the year's busiest travel periods.
Summers are typically busy periods for airports as people head out to visit family and friends and take advantage of summer vacations. But going into the 2025 summer travel season, airport visits (excluding traffic from international visitors) have been lagging, with year-over-year (YoY) visits down since February 2025. And while some of the dip may be attributed to a normalization of traffic following the post-COVID recovery, the softer airport visitation trends could also indicate a slower travel season ahead.
Still, diving into airport visits by state reveals pockets of growth – specifically in New England and in the Northwest. Maine, Vermont, and Rhode Island led the country in terms of YoY visit growth in May 2025, with Connecticut and New Hampshire also seeing positive YoY airport visit trends. In the Northwest, May 2025 airport visits also increased YoY in South Dakota, Wyoming, Montana, Oregon, North Dakota and Idaho.
The strong airport performance in these states indicates that certain regions – perhaps those with outdoor recreation appeal – are still seeing robust visitor activity despite the wider cool down.
Plotting May 2025 YoY airport visits by DMA on a map provides a visual representation of this trend – and highlights other pockets of airport visit growth throughout the country.
For example, while overall airport visits in Florida declined 4.3% YoY in May 2025, airport visits in Tampa-St. Petersburg, Panama City, and Ft. Myers-Naples DMAs all increased. And California, which saw an overall 3.0% dip in airport visits, also saw airport visit bumps in several DMAs, including Bakersfield, Monterey-Selinas, Fresno-Visalia DMAs.
These localized bright spots suggest that while the broader travel recovery may be plateauing, specific markets continue to show resilience and growth potential.
The overall decline in airport visits may suggest a cooling in domestic tourism ahead of summer 2025, perhaps marking the end of the broad-based travel surge of recent years. This shift away from widespread growth suggests that travelers are becoming more discerning in their travel choices, perhaps favoring destinations that offer authentic experiences, natural beauty, or seasonal advantages.
For more data-driven consumer insights, visit placer.ai/anchor.

As value continues to dominate consumer behavior in 2025, full-service restaurants (FSRs) are finding creative ways to adapt to rising costs and shifting consumer priorities. We dove into the data to find out which FSR segments are winning this year and what’s driving these trends.
Despite ongoing anxiety about the economy, FSR visitation trends show that consumers continue to seek out opportunities to enjoy sit-down meals outside the home. During the first five months of 2025, casual dining chains and upscale restaurants both saw largely positive year-over-year visit growth, with only February and March registering YoY declines. And crucially, in May 2025 – a pivotal month for FSRs thanks to Mother’s Day, the industry’s busiest day of the year – both segments saw increases in total visits and average visits per location.
Still, there remain important differences between the two FSR categories. For casual dining, average visits per location grew faster than segment-wide foot traffic, reflecting a reduction in the number of locations over the past year as some brands implemented rightsizing initiatives. The positive gain in per-location gain suggests that those efforts are paying off, boosting visitation at remaining sites.
Meanwhile, for upscale dining chains, the opposite dynamic occurred – overall visit growth outpaced average visits per location. Even so, per-location visits rose YoY here as well, indicating that continued expansion is meeting robust demand.
A closer look at trends in casual dining – by far the larger of the two FSR segments – shows significant differences among cuisine types. Much like upscale concepts, casual dining steakhouses saw total foot traffic growth rise faster than per-location visits as chains like Texas Roadhouse and LongHorn Steakhouse continued to grow while maintaining momentum at existing locations. Against a backdrop of soaring beef prices, the draw of affordable, high-quality steaks remains particularly strong.
American-style restaurants, for their parts – many of which have focused on rightsizing – recorded especially robust per-location visit growth, buoyed by compelling value offers from major players like Chili's and Applebee's. And Italian-themed casual dining also performed well YoY.
However, not all casual dining categories have fared as well. Breakfast-oriented chains experienced a modest YoY decline, while the Mexican segment suffered the steepest dip – likely due in part to On the Border Mexican Grill & Cantina’s recent Chapter 11 filing, which was accompanied by the closure of dozens of locations. The segment has likely also been impacted by stiff competition from popular fast-casual brands like Chipotle and Qdoba that offer tasty, quality Mexican-inspired cuisine at more of a bargain.
The rising popularity of steakhouses is further underscored by shifts in casual dining visit share. Since 2019, steakhouses have seen their slice of total visits to the above categories climb from 14.0% to 18.1% in 2025, primarily at the expense of American-style concepts, whose share declined from 45.4% to 43.7% over the same period. Still, American chains have regained some ground over the past year, thanks in part to Chili’s strong comeback.
Looking ahead, the steady increases in per-location visits for both casual and upscale dining signal the industry’s overall resilience. What lies in store for FSRs as 2025 wears on?
Follow Placer.ai/anchor to find out.

As competition intensifies from drive-thru rivals and at-home coffee trends, Starbucks is doubling down on unique in-store experiences and AI-powered service improvements to reignite customer visit frequency.
But how likely are these moves to revitalize the company? We dove into the data to find out.
As the “Back to Starbucks” plan continues to take shape under CEO Brian Niccol, Starbucks finds itself banking on a familiar recipe for success: innovation. The company's recent announcement that it is testing a new protein-enhanced cold foam is a key example of its strategy to re-engage customers. The coffee chain also hopes to boost efficiency and free up employees to engage more with customers through its new “Green Apron” service model.
These moves suggest that Starbucks is focused on driving more consistent and loyal visits through thoughtful menu additions and the restoration of its “coffeehouse feel” rather than relying on temporary discounts – which often provide only a short-term lift without fostering lasting repeat business.
This strategic pivot is crucial as the company works to revitalize its brand. And while Starbucks' plans to return to its "coffeehouse roots" will take time to fully implement, it is building from a position of underlying strength. Data shows that the total number of unique customers visiting Starbucks has remained remarkably consistent over the past several years.
However, the core challenge lies in the fact that individual visit frequency has stagnated, meaning those loyal customers are simply coming back less often, turning instead to competitors or at-home coffee. This presents a clear opportunity: If Starbucks can give its large, established customer base new reasons to visit, it can unlock significant growth. And the narrowing of the company’s visit gap in 2025 so far – with both January and April seeing positive year-over-year visit growth – further underscores the company’s underlying strength.
The urgency for Starbucks’ turnaround is amplified by competition from all sides. The market has seen a surge in new, efficient drive-thru coffee concepts like Dutch Bros, 7 Brew, PJ’s Coffee and others that cater to consumers seeking speed and convenience. Simultaneously, Starbucks faces continued pressure from the at-home coffee trend, with many consumers opting to get their caffeine fix from grocery store purchases. By focusing on unique, in-store-only innovations like protein-boosted beverages, Starbucks aims to give customers an experience they can't replicate at home or get from a faster rival, providing a compelling reason to make that return visit.
For more data-driven dining insights visit Placer.ai/anchor.

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.
