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Last week, Chipotle’s Q1 2024 update featured a number of positives, including visitation trends that outperformed the broader restaurant category and strong contribution from new store openings. More than 5% of the company’s 7% comparable sales growth during the quarter was driven by transaction growth, and year-over-year visitation trends have accelerated thus far in April. (Recall that our year-over-year visitation data includes contribution from stores opened during the past year as well as improvements in visits per location).
Impressively, there were multiple sources driving Chipotle’s transaction growth during the quarter. The company’s strong track record for menu innovation under CEO Brian Niccol continued during the most recent quarter, with the company spotlighting Barbacoa and the return of Chicken Al Pastor as a limited time offer. Management will continue to explore new menu additions, and is currently developing a new product pipeline for the next 18-24 months.
While menu innovation is important, it’s clear that throughput (the amount of customers that can be served with Chipotle’s assembly line process) is becoming a major factor in visitation traffic outperformance. We believe this has been driven by lower employee turnover rates—the company noted that it is experiencing the lowest turnover rates since Niccol joined the company in March 2018. According to management, throughput reached the highest levels in four years because of more consistent staffing, which aligns with our visit per location data for the past five years (below).
Chipotle noted that its throughput improved by nearly 2 entrees in its peak 15 minutes compared to last year with each month showing an acceleration. According to the company, “the restaurants run more smoothly as our teams are properly trained and deployed, which allows them to keep up with demand without stress. This leads to more stability and therefore more experienced teams that execute better every day, and this can be seen in our latest turnover data which is at historically low levels.” Our data also shows that visitation trends are improving during its peak hours, but that its peak hours are also changing. Historically, the hours between 12:00 PM-2:00 PM have represented Chipotle’s most frequently visited hours, but post-pandemic, we’ve seen visits shift to the 6:00 PM-8:00 PM timeframe (below). Return-to-office trends partly explain these trends, as do Chipotle’s push into smaller, more suburban/rural markets.
When we look at visit per location trends by hour, we see that most of the improvement during the Q1 2024 compared to Q1 2023 took place during the later afternoon and evening dayparts.
Looking ahead, Chipotle sees an opportunity to improve peak hour throughput, including adjusting the cadence of digital orders to better balance the deployment of labor (thus eliminating the need to pull a crew member from the front makeline to help the digital makeline during peak periods). The company also plans to bring back a coaching tool for its associates that it had in place prior to the pandemic. With more and more retailers embracing generative AI to help educate and train their employees-–a trend we heard consistently at this week’s Analytics Unite conference–we would expect Chipotle to also adopt generative AI with its updated coaching tool, potentially unlocking greater throughput improvements in the process.

The widespread adoption of hybrid work continues to be one of the most significant paradigm shifts since the COVID pandemic. As employees visit offices less frequently, or not at all, corporate users are opting for less but better space which is driving office vacancy rates to record highs.
But even as utilization for many office buildings remains below capacity, some buildings are clearly prospering. So what sets these thriving properties apart from the pack? We looked at outperforming office buildings in four major metro areas – New York, Chicago, San Francisco, and Dallas – to find out.
The post-pandemic office recovery has been uneven across the country. As of February 2024, a significantly larger share of workers in the New York-Newark-Jersey City and Dallas-Fort Worth CBSAs were back in the office, while office visits in the Chicago-Naperville-Elgin and San Francisco-Oakland-Berkeley CBSAs remained subdued.
But throughout the country, the reality is much more nuanced as some office buildings struggle to maintain occupancy,others are thriving. We identified four office buildings in four major metropolitan areas where the recovery in utilization was significantly stronger than the respective metro:
What sets these buildings apart from the pack?

One factor that isn’t driving the office recovery at these high-occupancy office buildings is different weekly visitation patterns.
Location intelligence for offices nationwide indicates that hybrid workers appear to prefer coming to the office mid-week: The bulk of weekly visits occur on Tuesdays, Wednesdays, and Thursdays, with fewer visits taking place on Monday and even less visits on Fridays. And this was also the weekly visitation pattern in the four CBSAs analyzed as well as in the high-occupancy office buildings. In fact, the outperforming office buildings had even more of their visits concentrated mid-week compared to the visit patterns in the wider CBSA.

It seems, then, that the higher visits to these outperforming offices is not due to more employees coming in on typical WFH days. Instead, more workers are likely coming in mid-week to make up for the lull on Mondays and Fridays.
So who are these visitors? And could they hold the key to these buildings' strong recovery numbers?
Focusing on the period between March 2023 and February 2024 reveals that in all the labor catchment areas of the analyzed Office Indexes, the share of one-person households was larger than the nationwide share of 27.5%. And during the same period, the share of one-person households in the catchment areas of the high-performing office buildings was even greater – almost 50% of households in the captured market of 2010 Flora St. in Dallas consisted of one-person households.
On the other hand, families with children were underrepresented in the catchment areas of the office indexes relative to the nationwide average of 27.1% – and the share of households with children was even lower in the catchment areas of the high-occupancy office buildings.
This indicates that those with young children at home were generally less likely to go into the office – and so the office buildings seeing the strongest post-COVID recovery are those that serve a large contingent of single employees. On the flip side, there is often a motivation for young singles to visit the office more frequently, whether driven by the desire for training and mentorship or the prospect of meeting a significant other in or around the workplace.

Much has been written on the challenging impact that return-to-office mandates can have on working parents – and especially on working mothers – so it may not come as a surprise that employees from family households are underrepresented in office buildings in 2024.
But the fact that one-person households are even more prevalent in the labor markets of the overperforming buildings (as compared to the wider CBSA Office Index) indicates that businesses and office assets can thrive even without wooing working parents back to the office.
So who are these singles driving the return to the office? Some of this segment may be made up of Gen-Zers seeking the networking and mentorship opportunities provided by an in-person office setting. But it’s not just younger workers leading the return to the office – the data indicates that executives and managers also make up an outsized portion of the outperforming buildings’ catchment areas. In all four CBSAs analyzed, the catchment area of the high-occupancy building included a significantly larger share of people in a managerial or executive role compared to the average catchment area composition of the wider CBSA Office Index.
Many of these executives are likely choosing – rather than being forced – to work on-site. Some might be looking to encourage their staff to return to the office by leading by example, while many are likely leveraging their space to host clients, driving foot traffic to these locations higher. But whatever factors are driving the trend – it appears that office buildings looking to bounce back in the new normal need to make sure they are drawing back the managerial ranks.

Analyzing the popular industries and occupations in the catchment areas of the office buildings and industries also reveals that the overperforming buildings serve a much higher share of employees working in finance, insurance, and real estate. A larger share of the catchment area population of the high-occupancy office complexes also works in professional services – including high-tech jobs – compared to the office index in the wider CBSA.

Many financial institutions and tech companies have asked employees to return to the office at least three days a week, which could explain why these industries are overrepresented in the catchment area of the high-occupancy buildings. This data may indicate, then, that while some of the foot traffic is coming from executives choosing to return to their pre-COVID work habits, the return-to-office mandates – whether full or part-time – are likely also helping these buildings stay ahead of the curve.
Although the proliferation of office vacancies across the country can make it seem like the return to office battle has already been lost, several buildings are bucking the trend. Location intelligence indicates that a combination of partial return-to-office mandates along with a larger-than-usual share of visitors from executives and non-parental households is helping these office complexes thrive.

Sweetgreen and First Watch both went public in 2021 and have since steadily increased in popularity – and in store count. So with 2024 well underway, we checked in with the two brands to see how they fared in Q1 and to explore some of the factors underlying their success.
Despite the dining challenges of much of 2023 and early 2024, sweetgreen posted impressive visits between April 2023 and March 2024, with the chain’s YoY traffic increases ranging from 21.4% to 51.6%.
The remarkable visit surge was partially driven by the sweetgreen’s significant expansion, which could explain the slight dips in average visits per location for much of 2023 while consumers around sweetgreen’s newer restaurantes familiarized themselves with the brand’s offerings. But since December 2023, YoY visits per location have been positive – with the exception of a weather-induced slump in January – indicating that the chain’s newer venues have established themselves within their community.
This narrowing of the gap between visits and visits per location may also signal the success of sweetgreen’s strategic shift towards prioritizing "quality over quantity” – slowing down expansion and investing in an enhanced customer experience.

As a salad and grain-bowl chain, sweetgreen holds special appeal for wellness-focused younger consumers, including singles and members of the coveted Gen Z demographic. But as the chain has expanded, it has also succeeded in reaching new audiences.
Sweetgreen has been explicit about its goal of reaching Gen Z consumers. And analyzing the demographic makeup of the chain’s captured market reveals that sweetgreen’s trade area includes a relatively large share of one-person households (that tend to be on the younger side) But analyzing shifts in the chain’s captured market composition over the past five years also reveals that the share of one-person households has been decreasing – while remaining above the nationwide average of 28.0% – and the share of households with children has increased. So even as sweetgreen continues serving its core consumers, the chain’s expansion has also allowed sweetgreen to reach new audiences.

First Watch is also in expansion mode, and with plans to open some 50 more restaurants this year the chain shows no signs of slowing down. And, like sweetgreen, First Watch’s expansion has driven significant growth to the chain’s overall visits – and the chain’s average visits per location numbers are up as well, indicating that the new venues are finding a receptive audience.
By staying nimble on its feet and continually changing up its menu offerings, First Watch has succeeded in differentiating itself from other breakfast chain giants – and appears poised to enjoy continued success throughout the year.

First Watch’s expansion has also helped the company reach new types of diners even as the chain continues catering to its core audience. The share of the Spatial.ai: PersonaLive’s “Upper Suburban Diverse Families” segment in First Watch’s captured market has held steady over the past five years, even as the share of the “Blue Collar Suburbs” and “Urban Low Income” segments increased. It seems, then, that First Watch has also succeeded in leveraging its store fleet expansion to reach new audience segments – without sacrificing its core patrons.
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Sweetgreen and First Watch’s expansions have helped the companies increase visits and reach new segments – without sacrificing their core audiences. What does the rest of 2024 have in store for the chains?
Visit our blog at placer.ai to find out.

Dining took a hit over the past few years, with major challenges from COVID to rising costs weighing on the category. And perhaps no food-away-from-home segment was more impacted than Full Service Restaurants (FSR) – which stagnated as consumers traded down and sought out more affordable ways to treat themselves.
But new years present new opportunities – and there are signs that sit-down restaurants may be springing back to life. So with 2024 underway, we dove into the data to explore the current state of FSR. Is cooling inflation prompting a rise in Full Service Restaurant activity? How did FSR leaders like Dine Brands (owner of casual dining favorites Applebee’s and IHOP), Bloomin’ Brands (owner of popular grill and steak chains like Outback Steakhouse and Carrabba’s Italian Grill along with high-end Fleming’s Prime Steakhouse & Wine Bar), and Texas Roadhouse fare in Q1?
With some 1500 locations nationwide, Applebee’s has long been a mainstay of the American casual dining scene. Like other FSR chains, Applebee’s experienced a setback during the pandemic and has since faced industry-wide headwinds. But even though the brand’s store fleet shrunk by around 30 stores last year, overall YoY visits to Applebee’s declined just slightly between October 2023 and February 2024 (January’s weather-driven slump aside). And in March, the chain saw a promising 3.8% YoY visit uptick.
Breakfast leader IHOP also experienced negative YoY visits in October and November 2023, but in December – when the pancake chain traditionally enjoys a major holiday boost – visits jumped 2.8% YoY. Like Applebee’s, IHOP felt the effects of January’s Arctic blast, but saw its visits recover quickly in February and March 2024.

Bloomin’ Brands’ leading casual dining chains Outback Steakhouse, Carrabba’s Italian Grill, and Bonefish Grill appear to be following largely similar trajectories.
Though the brands experienced YoY visit gaps through most of Q3 2023 – and were whalloped by January’s inclement weather – all three chains experienced YoY visit increases in March 2024. Given the fact that the restaurants’ store counts didn’t change significantly last year, this visit growth appears to portend good things for Bloomin’s fast casual portfolio in the year ahead.
But it is Bloomin’ Brands’ fine dining concept, Fleming’s Prime Steakhouse & Wine Bar, that really seems to be hitting it out of the park. While Fleming’s also saw visit gaps between October 2023 and January 2024, the chain experienced 9.6% and 7.5% visit growth, respectively, in February and March 2024 – closing out Q1 with a bang.

Fleming’s particularly robust recent performance may be due in part to its relatively affluent customer base. Nearly one-third of households in Fleming’s captured market have an annual income of $150K or more – compared to just 18.6% to 23.7% for Bloomin’s casual dining concepts. Though a night out at the fine-dining steakhouse can be expensive, Fleming’s well-heeled visitor base is better positioned to absorb price increases than other consumers.

Appealing to affluent consumers, however, isn’t the only way to go. Texas Roadhouse is firmly in the casual dining space and tends to cater to average-income diners. (In Q1 2024, just 15.2% of its captured market had a household income ≥$150K.) But the steakhouse’s strategy of satisfying steak lovers with high-quality, affordable offerings is working: Throughout Q1, Texas Roadhouse experienced strongly positive YoY visit growth. And while some of this growth is attributable to the brand’s increasing unit count, the average number of visits per location is generally keeping pace – showing that Texas Roadhouse’s expansion continues to meet strong demand.

Though more affordable Dining segments like QSR and Fast Casual began to spring back to life last year, FSR has yet to fully recover from the double whammy of COVID and inflation. But if March 2024’s promising numbers are any indication, the category may be in for a turnaround. How will FSR continue to perform as 2024 progresses?
Follow Placer.ai’s Dining deep dives to find out.

Restaurants continue to face headwinds, from still-high food-away-from-home prices to rising labor costs. But despite these challenges, there are promising signs that the industry may be in for an upturn. And increasingly, chains are leaning into breakfast and late night offerings to maximize revenue and foster customer loyalty.
So with Q1 2024 under our belts, we checked in with Wendy’s and Denny’s, two dining leaders with very different offerings in the breakfast space. How did they weather the first quarter of 2024 (pun intended)? And which dayparts experienced the biggest visit boosts in Q1?
After a tough Q4 2023 – and a January 2024 dragged down by cold and stormy weather – YoY visits to Wendy’s and Denny’s began to pick up in February and March 2024. And even accounting for January’s Arctic blast, Wendy’s and Denny’s came out ahead on a quarterly basis, with YoY visits up 0.7% and 1.0% respectively.

Wendy’s first launched its breakfast menu in March 2020, just before COVID sent the dining industry into a tailspin. But despite a rocky start, Wendy’s doubled down on the morning daypart, continually tweaking its breakfast offerings and investing ad dollars to boost breakfast sales.
Drilling down into hourly visit data shows that this strategy is paying off. Visits to Wendy’s during the morning daypart (between 6:00 AM and 11:00 AM) jumped 9.3% in Q1 2024 compared to Q1 2023. The chain’s nighttime daypart – which the burger giant began advertising in 2023 for the first time in four years – also saw a YoY boost. Meanwhile, Wendy’s traditional lunch and dinner time slots held steady, with just minor quarterly visit gaps, indicating that the chain’s overall YoY visit growth in Q1 was driven by its breakfast and nighttime push.

Denny’s has always been all about breakfast. And with some 75.0% of Denny’s locations open 24/7 (even on Christmas), hungry diners frequent the chain day and night to satisfy their cravings for hash browns, eggs, pancakes, and other breakfast favorites.
Unsurprisingly, the chain gets most of its visits in the morning and early afternoon. But in Q1 2024, it was the late night daypart that experienced the biggest YoY visit bump – perhaps driven in part by Denny’s push last year to increase the number of locations open in the wee hours.
But Denny’s busiest time slot, between 11:00 AM and 3:00 PM, also experienced a YoY visit increase – showing that even as the chain cements its role as a go-to nighttime destination, it continues to face healthy demand during more traditional dining dayparts.

Breakfast and late night dining offerings have emerged as important drivers of dining success. How will these dayparts continue to fare as the year wears on? And which other brands will make inroads into the breakfast and nighttime dining game?
Follow Placer.ai’s data-driven dining analyses to find out.

At a time when retail loyalty appears to be low, warehouse clubs remain the exception. Bulk is big business in the U.S. retail market, and clubs have found a way to deliver on a combination of value, convenience and experience, and sometimes $1.50 hot dogs. The allure of the warehouse club defies some current consumer logic; U.S. households are not growing according to the U.S. Census Bureau. But, clubs also represent much of what is good in retail today: a broad combination of goods and services, inherent value and high quality private labels.
These factors have aided warehouses in growing store traffic compared to their mass merchant counterparts, particularly in the first quarter of 2024. Clubs--including BJ’s Wholesale Club, Sam’s Club and Costco Wholesale--saw visits increase by almost 8% year-over-year, almost double the combined growth of Walmart and Target during the same period. Mass merchants have been squeezed by other value sectors, clubs have been able to hold their own and continue to provide “perceived” value to shoppers, contributing to their traffic volumes.
Beneath the umbrella of growth, each chain has some surprising competitive advantages, and it’s clear that each club serves a distinct purpose to its visitors. In reviewing daily visits, Sam’s Club owns Saturdays, with 22% of visits occurring that day (as shown below), the highest percentage of visits compared to its competition. In contrast, Costco sees a higher percentage of visits on weekdays, specifically Tuesday through Thursday, compared to the other chains.
While Sam’s Club and Costco stand out in terms of their daily visits, BJ’s excels in the time of day that it attracts higher levels of visitors to its locations. BJ’s draws 7% of visits between 8:00-10:00 AM (show below), which is two points higher than Sam’s Club and more than double Costco’s percentage of visits. Not only does BJ’s attract the morning shopper, but also the afterhours customer. BJ’s over indexes in the percentage of visits between 7:00-10:00 PM, with almost 11% of visits occurring during those later hours. BJ’s locations tend to open earlier and stay open later than their Sam’s Club and Costco counterparts, which vary in operational hours for the clubs themselves outside of gas stations. This creates a distinct advantage for BJ’s, especially in areas of direct competition, as visitors looking to shop at off-hours are likely to visit BJ’s.
It’s clear that each club chain has its key day and time to attract visitors that doesn’t overlap too much with its competitors. Warehouse clubs are doing a fantastic job at meeting their consumers where they are and when they prefer to shop. Clubs benefit from increased loyalty due to membership, but it appears that visitors flock to these clubs no matter the day or time. Maybe it’s time to bring breakfast to the Costco & Sam’s Club food courts?

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.
