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CVS and Walgreens are the two leading brick-and-mortar pharmacy chains, controlling together over 40% of the U.S. prescription drug market. And although the companies have been rightsizing their physical footprint over the past couple of years, CVS and Walgreens together still operate over 18,000 locations throughout the country.
And while the two chains may sometimes appear interchangeable, diving into the demographic differences between CVS and Walgreens’ trade areas indicates that each brand serves a slightly different audience.
A chain’s potential market looks at the Census Block Groups – CBGs – where visitors to a chain come from, weighted according to the population of each CBG. And since both CVS and Walgreens operate in all 50 states and often have locations in the same town or city, the makeup of the two chains’ potential market trade area is remarkably similar – indicating that both chains have the potential to reach the same types of households.
But diving into the captured market (the trade area of each chain weighted according to the actual number of visits from each CBG) reveals a major difference in trade area median household income (HHI). Although both chains have the potential to attract visitors with a median HHI of around $70.0K, visitors to CVS come from CBGs with a median HHI of $76K – meaning that visitors to CVS tend to come from the more affluent neighborhoods within CVS’s potential trade area. Walgreens visitors, on the other hand, come from CBGs with a median HHI of $67.5K, which is lower than the median HHI in the brand’s potential market, and indicates that Walgreens visitors tend to come from the less affluent neighborhood within the company’s trade area.
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The two pharmacy leaders also seem to attract different shares of singles and families, although the differences are not as pronounced as the differences in median HHI.
CVS and Walgreens have equal shares of one-person & non-family households in their trade areas, but the share of this segment in Walgreens’ captured market is slightly larger than in CVS’ captured market. Still, for both brands, one-person and non-family households are slightly underrepresented in the captured market relative to the potential market, indicating that singles across the board are perhaps slightly less likely to visit brick-and-mortar pharmacy chains.
On the other hand, both CVS and Walgreens had more families (households with four or more children) in their captured market than in their potential market – although the share of this segment in CVS’ captured market was slightly higher than in Walgreens’.
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CVS’ relative popularity with family segments also comes through when looking at the psychographic makeup of its trade area. When compared to Walgreens, CVS’s captured market included larger shares of three out of four family-oriented segments analyzed by the Spatial.ai: PersonaLive dataset – Ultra Wealthy Families, Wealthy Suburban Families, and Near-Urban Diverse Families. Walgreens’ captured market did include larger shares of Upper Suburban Diverse Families, but the difference was minimal – 9.8% for Walgreens compared to 9.5% for CVS.
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CVS and Walgreens carry a very similar product selection, and the two chains’ nearly identical potential trade area makeup indicates that both brands’ locations have the potential to reach the same types of customers. But diving into CVS and Walgreens’ captured market reveals some differences between the two chains’ audiences – CVS tends to attract more affluent visitors, while Walgreens seems slightly more popular among singles.
For more data-driven retail insights, visit placer.ai/blog.
From high prices to changing workplace attire (yes, soft pants are most definitely still a thing) – the fashion industry faced plenty of headwinds in 2023. But some segments, like off-price and thrift stores, reaped the benefits of trading down by consumers. And the category as a whole enjoyed a robust holiday season, helping to drive record holiday sales.
So with 2024 getting underway, we dove into the data to explore the evolving relationship between three major segments that comprise the fashion industry: non-off-price apparel chains, off-price retailers (such as T.J. Maxx, Marshalls, Ross Dress for Less, and Burlington), and thrift shops.* Which segment drew the most foot traffic in 2023? And how have the demographic profiles of visitors to the three sub-categories shifted in recent years?
*Analysis includes major thrift shop chains, including Goodwill, the Salvation Army, Buffalo Exchange, Plato’s Closet, and others.
Last year saw an acceleration of the redistribution of foot traffic between non-off-price apparel retailers, off-price apparel chains, and thrift shops – a trend which began even before COVID. Back in 2017, non-off-price apparel stores accounted for just over 50% of visits to these three segments – but in the years since, the sub-category’s visit share dwindled to 38.9%. Over the same period, off–price-apparel chains grew their visit share by 8.1 percentage points, from 39.3% to 47.4%, and the share of visits to thrift shops increased by 3.2%.
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Unsurprisingly, non-off-price apparel chains have traditionally attracted more affluent consumers than either off-price retailers or thrift stores. And throughout the analyzed period, the captured market of non-off-price apparel retailers continued to feature a median household income (HHI) that was significantly higher than the nationwide baseline, while the captured markets of off-price chains and thrift stores featured median HHIs below the nationwide median.
But the three segments were impacted differently by shifts in consumer behavior in the wake of the pandemic. In early 2020, all three sub-categories experienced significant dips in the affluence of their captured markets. But while thrift shops saw an immediate HHI rebound, non-off-price apparel chains – and even more so off-price retailers – have yet to see the affluence of their visitor bases return to 2019 levels.
Foot traffic data also reveals an interesting divide in the household composition of visitors to the three segments: While the income profiles of off-price apparel shoppers are more akin to those of thrifters, their household composition is closer to that of visitors to non-off-price apparel stores.
The potential markets of all three categories, for example, featured similar shares of one-person households in 2023. But their captured markets were quite different – with singles over-represented for thrift stores, and under-represented for off-price and non-off-price apparel stores. This indicates that thrifters hail disproportionately from Census Block Groups (CBGs) that feature higher-than-average shares of one-person households. And visitors to off-price and non-off-price retailers come from the CBGs within the trade areas of these chains that feature smaller-than-expected concentrations of one-person households. Given the special appeal thrift shops carry for demographics like college students, it may come as no surprise that singles are among their best customers.
For families with children, on the other hand, more traditional apparel retailers hold sway: Visitors to off-price and non-off-price apparel stores were more likely to come from areas with higher concentrations of families with children in 2023, while thrifters were more likely to come from areas with smaller ones.
Economic headwinds and evolving consumer preferences have left their mark on the shifting relationship between different sub-categories within the fashion industry. But what does 2024 have in store for the sector? Will cooling inflation and rebounding consumer confidence lead to an increase in visit share for non-off-price favorites? And will more parental households make the pivot to thrift stores?
Follow Placer.ai’s data-driven retail analyses to find out.
2023 was a challenging year for many restaurant operators as persistent inflation caused many would-be diners to rethink going out for a bite to eat. Today, we take a closer look at three fast-food and fast-casual dining chains – McDonald’s, Chipotle, and Panda Express – to see what – and who – is driving visits to these restaurants.
McDonald’s, Chipotle, and Panda Express each boast thousands of locations across the country. And a closer look at the three chains’ trade areas, analyzed using the STI: Popstats dataset, reveals differences in visitors across each dining chain. The median household income (HHI) of the three chains’ trade areas differed both on a nationwide average basis and when diving into individual states.
Chipotle consistently drew in visitors coming from higher-income trade areas – its nationwide median HHI stood at $75.9K/year. In contrast, Panda Express’ trade area had nationwide median HHIs of $68.2K/year, and McDonald’s, known for its affordability, had a trade area median $61.2K/year, respectively. And these trends persisted across all analyzed states, including New York, Texas, Arizona, North Carolina, and Florida, with Chipotle drawing visitors from the highest-income areas, followed by Panda Express and then McDonald’s.
The past few years have seen consumers shifting their dining patterns as the pandemic with its more flexible schedules and drop in office attendance led many to adjust when, and where, they went out to eat. And though some pre-COVID habits have now returned, other consumer behaviors have proved to be stickier.
For example, McDonald’s saw a significant drop in its share of early morning and lunch visits between 2019 and 2021, likely a result of fewer workers heading into the office and grabbing a coffee or Big Mac for a pick-me-up. But 2023 saw breakfast visits ticking back up, growing from 15.9% to 16.7% YoY, perhaps driven by a gradual return to in-person work.
Meanwhile, Panda Express, which also saw lunchtime visits drop in 2021 – but visits between 11:00 AM and 2:00 PM have steadily increased since and almost reached pre-pandemic levels in 2023. Midday visits also increased while dinnertime (7 PM to 10 PM) visits decreased slightly – perhaps thanks to the chain’s recent focus on building out its to-go options, which allows customers to pick up dinner on their way home instead of heading out to dine on-premises.
Like the other two chains, Chipotle also experienced a decline in lunchtime visits in 2021 – but unlike Panda Express, the lunchtime rush at Chipotle has yet to return in full force, with the share of visits between 11 AM and 2 PM just 36.2% in 2023 compared to 40.0% in 2019. At the same time, mid-afternoon (3 PM to 6 PM) visits picked up, which may be due to the chain’s relatively high prices compared to the other two chains leading some consumers to stick with lower-cost afternoon snacks instead of full meals. And evening visits have also increased since COVID, perhaps driven by the wider QSR trend towards more late-night visits and by some consumers choosing to visit Chipotle for their main meal of the day instead of splurging on an on-the-go lunch.
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McDonald’s, Chipotle, and Panda Express have managed to find their own niche within the crowded and competitive world of quick-service and fast-casual dining. Will their success continue into 2024?
Visit placer.ai/blog to find out.
For grocery stores, last year held plenty of challenges – from high food-at-home prices to increased competition from non-traditional grocery players like dollar stores and superstores. But 2023 also offered the segment plenty of opportunities. Discount chains made a strong showing – and customers spent more time browsing grocery aisles, loading up on essentials and making every trip to the store count.
But which grocery brands were most popular in 2023? Did large national chains dominate the scene, or did regional and local banners also have a role to play? And what can foot traffic analytics tell us about some of the broader trends that shaped brick-and-mortar grocery shopping last year?
We dove into the data to find out.
The nation’s most-visited grocery banner in 2023 was Kroger, which captured almost 19% of annual foot traffic to the nation’s ten most-frequented grocery chains. Safeway, owned by Albertsons, also made the top ten list.
But significantly, several regional chains also garnered significant nationwide visit share – including Texas cult-favorite H-E-B, midwestern Meijer, and East Coast Food Lion and ShopRite. Aldi, the no-frills budget chain that keeps prices low by offering a limited inventory of mainly private-label products, emerged as the fourth most-visited grocery store in the country. And fan-favorite Trader Joe’s, also known for its high-quality own-label merchandise, drew 6.5% of visits to the top ten brands.
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And drilling down deeper into the data for each of the fifty states shows that each region of the country had its own local favorite. Kroger banners – including Kroger, Smith’s, King Soopers, Dillons, Fry’s Food Stores, Fred Meyer, and Pick n’ Save – topped the charts in 14 states. In one of these (Oregon), Kroger’s Fred Meyer was tied for first place with Safeway, an Albertsons banner. In addition to Oregon, Albertsons banners took the lead in nine more states, mainly in the Western region of the U.S., while Ahold Delhaize banners ranked first in seven Northeast and South Atlantic states. And a variety of more local chains held sway throughout much of the Midwest and parts of the South.
Who were the shoppers driving visits to brick-and-mortar grocery stores in 2023? Location intelligence shows that overall, visitors to grocery chains last year tended to come from areas with slightly higher median household incomes (HHIs) than the nationwide average. Less affluent consumers, perhaps, were more likely to seek out lower-cost grocery alternatives like dollar stores. At the same time, there remained significant HHI gaps between chains, likely reflective in part of regional differences.
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And comparing the overall median HHI of grocery chains’ captured markets to that of previous years reveals a small but distinct decline in the relative affluence of likely grocery visitors, from $76.2K in 2019 to $73.8K in 2023. Over the same period, the share of “Flourishing Families” in the chains’ captured markets (A psychographic segment encompassing affluent middle-aged families and couples) decreased slightly, while the share of “Singles and Starters” increased.
These shifts may be partially due to the more widespread adoption of online grocery shopping among certain audience segments in the wake of COVID. While ecommerce only accounted for an estimated 7.2% of grocery spending as of May 2023 – with high delivery fees continuing to deter many Americans from going the online route – higher-HHI consumers may be particularly willing to prioritize convenience over price.
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For grocery stores, 2023 was all about value – with many customers flocking to discount chains and going out of their way to maximize savings. Still, traditional mainstays like Kroger and Albertsons continued to capture the biggest pieces of the grocery pie.
What does 2024 have in store for the grocery space? Will shoppers place less emphasis on savings as inflation continues to ease? And which chains will emerge as nationwide and regional winners?
Follow Placer.ai’s data-driven retail analyses to find out.
While brutally cold weather blasts much of the continental U.S. this week--including the Midwest, Deep South, and Montana--one might just dream about moving to the balmy shores of Hawaii, where temperatures have been hovering in the high 70s of late. Besides being home to the Ala Moana Center, the most-visited open-air shopping center in the US over the holidays, there is also constant redevelopment and improvement occurring on the island of Oahu.
For instance, the International Market Place on Kalakaua Ave, once known for decades as a touristy collection of kiosks, has upped its game and now boasts a Tesla showroom and a Balenciaga store at its entrance. Were it not for the commanding Banyan Tree that has been preserved, one would hardly recognize this iteration of the shopping venue compared to 10 years ago. Since it re-opened in early 2017, traffic has steadily been climbing. Hawaii tourism was hit hard by COVID in Spring 2020, but by July 2021 we begin to see a marked increase, to be repeated and exceeded in subsequent Julys as well. The summer of 2023 boasts a record in traffic originating from domestic visitors for the International Market Place.
Just down the street is the Royal Hawaiian Center, which encompasses three separate buildings that are connected by skywalks. Since its opening in 1980, it too has seen numerous changes, though its commitment to sharing the spirit of Aloha remains the same. The food options are extensive and come from all corners of the globe, such as Wolfgang’s Steakhouse, Tsurutontan Udon Noodle, Tim Ho Wan dim sum, and Wicked Maine Lobster. There was a massive spike in visitation in July 2021, which has since decreased a bit, but is still above pre-COVID levels.
There are definitely some unique, only-in-Hawaii treats, such as the shaka waffle ice cream cone at Kokoro Cafe at the Royal Hawaiian Center.
The other notable shift at the Royal Hawaiian Center is the bountiful array of luxury shopping available. From Hermes to Fendi, Harry Winston to Tiffany, designer showcases beckon from the street as well as from the interior corridors.
When we last checked in on the home furnishing retail category, we noted that we had started to see a divergence among several of the various subcategories, with houseware retailers seeing great visits year-over-year relative to furniture retailers. At the time, we hypothesized that housewares were outperforming because of several reasons, including (1) consumers’ willingness to spend around holiday periods last year due to post-pandemic home entertaining trends; (2) the departure of Bed Bath & Beyond and other retailer from the market driving visits to other housewares retailers; and (3) urban residential migration trends among younger families increasing demand for houseware trends. The divergence in visitation trends continued through the back half of 2023, with housewares continuing to outperform through December.
One of the home furnishing subcategories that flew under the radar in 2023 is mattresses. As shown above, this retail category didn’t quite keep pace with houseware retail visit trends, but outperformed value and full-priced furniture. What’s behind this outperformance? For starters, our data indicates that migration trends may play a role. We reviewed visitation trends for pure-play mattress retailers across the top 25 CBSAs in the U.S. (ranked by population) during the Black Friday promotional period (early November 2023 to early December 2023) and found that several of the top performing markets–New York, San Francisco, Minneapolis, Chicago, Detroit–had seen total population declines since the pandemic (according to Placer's Migration Trends Report) but also experienced a rebound in population growth this past summer, creating increased demand for mattresses. However, population trends continued on a downward trajectory in the second half of 2023 in a number of these markets, indicating this demand may not be sustainable.
What should home furnishing retailers expect in 2024? From a year-over-year visitation standpoint, we expect the subcategories to remain roughly the same in terms of rankings through the first half of the year, with housewares continuing to lead, followed by mattresses, value furniture, and then full-priced furniture. Continued migration trends across the U.S.--especially smaller markets–should continue to stimulate demand for housewares and mattresses (although Temu and other online retailers will also compete for houseware spending in the year ahead). Migration trends should also create demand for value furniture retailers, as should new smaller-format and smaller-market store openings from IKEA and others. Full-priced furniture will continue to face headwinds in the form of elevated mortgage rates (compared to last year), sluggish new housing development trends, and stagnant housing turnover, suggesting that visitation trends could be challenged for much of 2024 (despite facing easier comparisons).
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.
