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The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
Remote work may not be bad for companies’ bottom lines – but it does appear to have drawbacks for employees. Fully remote workers were 35% more likely to be laid off in 2023 than those who came into the office at least part of the week. And full-time WFH personnel also got fewer promotions.
Still, reaping the benefits of in-person office work doesn’t require a full-time return to office. (Five days a week? Seriously?) And for many participants in the remote work wars, 2023 was a year for compromise. But what did the hybrid model look like in 2023? And who were last year’s office visitors?
We dove into the data to find out.
Analyzing office visit trends over the past several years suggests that some variation of the hybrid model is indeed here to stay – though the jury’s still out on whether we’ve found the sweet spot. Since Q2 2023, quarterly visits to office buildings have remained about 34.0%-38.0% below pre-COVID levels. But Q4 2023 office foot traffic was 12.9% higher than the equivalent period of 2022, suggesting that additional office recovery may still be in the cards.
Regionally speaking, Miami and New York closed out 2023 at the head of the pack, with visits about 20% below the pre-pandemic baseline. Dallas and Chicago finished the year with respective quarterly visit gaps of 31.8% and 43.0%. And San Francisco continued to bring up the rear, with office foot traffic 53.8% below pre-COVID levels.
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These general trends continued into January 2024. Nationwide, office buildings experienced a 42.1% year-over-four-year (Yo4Y) visit gap, potentially indicating stalling recovery. But at the same time, major markets across the country – most impressively San Francisco – saw sustained YoY visit growth, showing that the return to office (RTO) story is still being written.
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Whether office recovery has run its course, or whether 2024 promises a renewed upward trajectory – a more granular picture of the specific habits and characteristics of office-goers can help stakeholders adapt to evolving trends.
And while foot traffic remains substantially below 2019 levels, the affluence of office buildings’ visitor base has very nearly rebounded to what it was before COVID. In Q1 2019, the median household income (HHI) of the Nationwide Office Index’s captured market stood at $91.9K, a metric which plummeted in early 2020 as more affluent employees rode out lockdowns from home. But since then, the median HHI has slowly risen – reaching $90.1K - $91.6K in 2023.
Unsurprisingly, remote and hybrid work opportunities aren’t distributed equally – and wealthier, more-educated workers are better positioned than others to take advantage of them. But visitors to major office buildings tend to have significantly higher-than-average HHIs to begin with (STI’s PopStats puts the nationwide baseline at $69.5K). So even if the median HHI of office visitors is once again close to what it was before COVID, it is these relatively affluent employees that are coming in less frequently and helping to shape the new hybrid normal.
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At the same time, there has been a subtle but distinct decline in the share of parental households in offices’ captured markets – indicating that parents of children accounted for a smaller proportion of office visits in 2023 than in 2019. This change varied by region, with Chicago seeing the smallest shift and tech-heavy San Francisco seeing the largest one.
For many working parents, flexibility is the name of the game – and employees juggling parental responsibilities along with their work loads may be particularly eager to embrace working from home.
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Another data point that’s particularly important for stakeholders to understand is the daily breakdown of office visits throughout the week. And foot traffic data for 2023 shows that the TGIF work week that we first observed in 2022 remains more firmly entrenched than ever. People continue to concentrate office visits mid-week and log on from home on Mondays and especially Fridays – an effect that is most pronounced in San Francisco, and least pronounced in Miami. And for municipalities, CRE companies, and local businesses that rely on office foot traffic, recognizing the persistence of this pattern can be key to making the most of those days when offices are abuzz with activity.
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The new hybrid model remains a work in progress – and it’s too soon to tell whether offices will indeed see further attendance increases in 2024. But either way, the behaviors and attributes of office-goers will continue to evolve, presenting stakeholders with opportunities and challenges alike.
What does 2024 have in store for RTO? And how will the profile of visitors to America’s offices change in the new year?
Follow placer.ai/blog to find out.
Just as the dining space was beginning to recover from the COVID pandemic, the ongoing inflation brought a fresh set of challenges to the sector in 2022 and 2023. How did the headwinds impact Burger King, Popeyes Louisiana Kitchen, Taco Bell, KFC, and other leading brands from the RBI and Yum! Portfolio? We dove into the data to find out.
Restaurant Brands International (RBI) and Yum! Brands each own three QSR banners along with one fast-casual chain. RBI owns the Burger King, Popeyes Louisiana Kitchen, and Tim Hortons brands as well as fast-casual sub chain Firehouse Subs. Yum! Brands operates the KFC, Pizza Hut, and Taco Bell fast-food banners and the fast-casual The Habit Burger Grill.
Both companies’ banners saw year-over-year (YoY) growth in Q1 2023, likely aided by favorable comparisons to an Omicron-plagued Q1 2022. And although traffic dropped off as the year went on – perhaps due to consumers cutting back on dining out – the dip was subdued, with visits staying relatively close to 2022 levels.
RBI’s banners ended the year with just a 2.5% YoY dip in Q4 2023, although Firehouse Subs, Popeyes Louisiana Kitchen, and Tim Hortons all saw positive visit growth for three out of four quarters of 2023.
Following three quarters of YoY visit growth for the Pizza Hut banner and for the company as a whole, Yum! Brands also began feeling the impact of the consumer spending contraction, with the company’s Q4 2023 foot traffic performance 3.7% lower, on average, than in 2022.
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The wider QSR space tends to serve trade areas composed of Census Block Groups with an overall median household income (HHI) that is lower than the median HHI nationwide ($63.2K for QSR compared with $69.5K nationwide). And the median HHI in the trade areas of Pizza Hut, Taco Bell, KFC, Burger King, Tim Hortons, and Popeyes is even lower than the median HHI in the wider QSR space.
The relatively low median HHI in the trade areas of RBI and Yum! Brands’ QSR banners means that visitors to these chains may be feeling particularly frugal, which could explain the slight dips in foot traffic towards the end of 2023.
But some of these brands are already implementing changes to woo back their budget-conscious customers. Taco Bell recently unveiled a new value menu that includes some items priced at $1.99, and several other chains in the Yum! and RBI portfolio have launched national campaigns advertising wallet-friendly promotions – which may well bring foot traffic back up in 2024.
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QSR chains seem particularly attractive to singles, with the trade area of the average QSR brand containing a larger share of one-person and non-family (roommate) households compared to the nationwide average (33.8% to 33.2%). And analyzing the household composition of the QSR banners of RBI and Yum! reveals that the trade areas of these brands tend to include an even larger share of one-person and non-family households than the wider QSR industry. (Pizza Hut is the sole exception, with one-person and non-family households making up 33.6% of households in its trade area – slightly less than the QSR industry average of 33.8%, but still more than the nationwide average of 33.2%.)
The trade areas of QSR brands also tend to include a greater share of large households (households of four or more people) compared to the percentage of 4+ person households nationwide. But Yum! And RBI banners (with the exception of Popeyes) seem to serve fewer 4+ person households compared to the QSR average (although Pizza Hut, Taco Bell, KFC, Burger King, and Tim Hortons still have more 4+ person households in the trade areas compared to the nationwide average.)
This trade area demographic data could help Yum! and RBI plan their 2024 promotions – discounts on larger orders could be particularly appealing to Popeyes diners, but may not necessarily drive demand among the visitor base of the other QSR banners. At the same time, all brands analyzed may benefit from offering value-priced individual items that can help singles living alone or with roommates budget smartly.
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With food-away-from-home prices expected to increase in 2024, chains that offer low-cost options are likely to see a resurgence – and RBI and Yum! may well benefit from consumers’ continued thriftiness.
Who wouldn’t want weekends to last seven days? That’s the thinking behind Marine Layer’s eco-friendly and “absurdly soft” tees. This San Francisco-based company, founded in 2009, has its beginnings in a shirt thrown away by a girlfriend. One man’s trash is another man’s treasure, and from that action sprouted the seeds for founder Mike Natenshon as he set on his quest to create the ultimate soft-on-day-1 shirt. Forty-five stores later, Marine Layer has spread across the nation, timed perfectly with our desire for coziness after extended time at home made comfy clothing a must.
One of the higher-trafficked outdoor Marine Layer locations is at Ponce City Market in Atlanta. This shopping center boasts other in-demand brands like Lululemon, Reformation, and Buck Mason. Another popular location resides at 12South, a Nashville neighborhood spanning a half mile that includes walkable local businesses, bars, and bakeries. White Bison Coffee and Five Daughters Bakery are places to stop in for a bite while shopping. And in Boulder, Pearl St is another pedestrian-friendly venue for shoppers.
It’s clear that certain segments are attracted to Marine Layer’s offer - most notably Young Professionals in Atlanta and Boulder, who make up a quarter of the customers, as well as Ultra Wealthy Families across the board, particularly in Nashville where they comprise a fifth. There are a few clientele differences, such as the fact that Marine Layer draws Urban Low Income in Atlanta and more Sunset Boomers in Boulder.
Looking at the potential market for these three areas, we see some interesting patterns arise via Spatial.ai Followgraph. For instance, all three markets overindex in following the musical Hamilton, fitness brand Peloton, outdoor sporting goods store REI, and the confection Moon Pie. Regarding fashion brands, Tory Burch, J. Crew, Lululemon, Vineyard Vines, and Patagonia are popular too.
Faherty is a brand that has been around for 10 years but that we’ve seen accelerating its physical store footprint in the last few years. Evoking chill surf trips, family bonfires, and hikes in the great outdoors, this American brand invites you to cozy up in its sweaters, spend a Saturday riding the waves, or just all-out enjoy family time and making memories. Its locations span from east coast to west coast, with popular locations in Panama City Beach, New York City, Austin, Manhattan Beach, among others.
The appeal of this brand is such that it finds itself on the beach, in urban high streets, and suburban locations, indicating that it’s really more about the vibe. Not only that, the segments are quite varied in terms of who is shopping at Faherty (using PersonaLive segments). In Panama City Beach, we see largely Ultra Wealthy Families, Sunset Boomers, and Young Professionals. Meanwhile, in SoHo, Educated Urbanites and Young Urban Singles make up the lion’s share of the trade area. The Austin shopper profile is more similar to the Panama City Beach one, with the addition of Educated Urbanites as well. This intergenerational appeal is possibly rooted in the ethos of the brand with its focus on family, friends, and enjoying life’s moments.
One thing that these shoppers do have in common? High household incomes. Most of these shoppers come from households earning $150K+, with particularly high earners hailing from Greenwich, CT.
While the customers from Florida, New York, and Texas are geographically dispersed, they do share some commonalities: an above average propensity to be bubbly drinkers and wine drinkers, clearly in line with the brand’s positioning of celebratory moments. Customers in these three markets also consider themselves “Pilates People”, “Joggers,” and “Fitness Fans.” You will find Faherty devotees from all three of these markets at the spa, at the museum, or enjoying book clubs. And largely in keeping with Faherty’s sustainability promise, many of their customers consider themselves Environmental Activists.
In December 2023, Placer.ai released the white paper: The Retail Opportunity of Stadiums. Below is a taste of our findings. To read more data-driven consumer research, visit our resource library.
While every stadium provides a similar core of traditional game day eats, each venue also offers a unique set of dining options, both on- and off-premise. The visitor bases of the various venues also exhibit unique 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.
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.
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. Stadium operators, restaurateurs, and other stakeholders can leverage location intelligence and analyze visitor behavior outside the stadiums to understand visit patterns and consumer preferences during games and in the off-season.
Read the full report here to discover more stadium insights. For more data-driven consumer research, visit our resource library.
Urban Outfitters, Inc., operates several apparel banners, including Anthropologie and the eponymous Urban Outfitters. Both brands sell bohemian-style women’s apparel and home goods, although Urban Outfitters’ selection is slightly more eclectic and also includes menswear. Location intelligence indicates that both brands have stores in areas that have the potential to attract similar types of shoppers – but in practice, the two chains’ audiences look rather different.
To better understand the contrast between the two chains, we dove into the demographic and psychographic data of Urban Outfitters’ and Anthropologie’s trade areas.
Location analytics can be used to analyze a chain’s area through two different methods. The potential market trade area focuses on the demographic and psychographic makeup of the Census Block Groups (CBGs) making up the trade area, with each CBG weighted according to the population size of that CBG. The captured market trade area, on the other hand, weighs the CBGs within the trade area according to the number of visits received by the chain from each CBG. So while a potential market analysis can show the types of visitors that a chain can reach on the basis of the geographic location of the chain’s venues, the captured market reveals the audience segments within the potential trade area that actually visit the chain in practice.
For example, the median HHI for both Anthropologie and Urban Outfitters is higher in the captured market than in the potential market. This means that both brands attract visits from the higher-income households within their potential trade area.
The data also indicates that both chains have a relatively similar potential market median HHI, so both chains can reach customers with relatively similar income levels, given their store fleet configuration: Anthropologie’s potential market median HHI is only 5.5% higher than Urban Outfitters’ ($84.7K vs. $80.3K). But in practice, Anthropologie visitors tend to come from much more affluent households than Urban Outfitters visitors, with Anthropologie’s captured market median HHI 17.3% higher than Urban Outfitters’ ($103.6K vs. $88.3K).
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Looking at the household types in Anthropologie and Urban Outfitters’ potential markets reinforces how the two chains have the potential to draw a relatively similar visitor base. Anthropologie’s and Urban Outfitters’ potential trade areas have 38.5% and 38.8% of one-person and non-family (i.e. roommate) households, respectively, and 26.6% and 26.5% of households with children.
In practice, however, Anthropologie tends to attract more households than Urban Outfitters from family-friendly neighborhoods – the share of households with children in its captured market stands at 26.3%, compared with 23.6% for Urban Outfitters’ captured market. Meanwhile, Urban Outfitters seems to be more popular among visitors from one-person and non-family households, with 43.5% of its captured market belonging to this segment, compared to 38.5% of Anthropologie’s captured market.
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Analyzing the captured and potential markets of Anthropologie and Urban Outfitters from a psychographic perspective also reveals differences between the two brands that align with the demographic profiles in the chains’ trade areas. Anthropologie tends to attract more suburban visitors – including shoppers belonging to Spatial.ai PersonaLive’s “Booming with Confidence” segment. Meanwhile, Urban Outfitters draws more Singles & Starters than Anthropologie in both its captured and potential trade area.
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The differences between the makeup of Athropologie’s and Urban Outfitters’ potential and captured market indicate that a chain’s site selection strategy is not the only factor impacting who visits the chain’s stores in practice.
Both Anthropologie and Urban Outfitters have relatively similar psychographics and demographics in their potential trade areas, meaning that – based solely on the location of their stores – both brands’ stores have the potential to reach the same types of shoppers. But the demographics and psychographics in the captured markets are distinct, indicating that even stores carrying similar sorts of products and located in similar areas can use contrasting branding, price-points, and other factors to draw in the desired target audience.
For more data-driven retail insights, visit placer.ai/blog.
Retail media networks (RMNs) have cemented their roles as the future – and present – of advertising. These networks enable advertisers to promote products and services through a retailer’s online properties and physical stores, when consumers are close to the point-of-purchase and primed to buy.
Today, we take a closer look at two newcomers to the retail media space: Costco Wholesale and Wawa. Both chains have an online presence – but both also excel at in-store experiences, offering unique opportunities for consumer engagement and exposure to new products.
This white paper dives into the data to explore some of the key advantages Costco and Wawa bring to the retail media table – and examine how the retailers’ physical reach can best be leveraged to help advertising partners find new audiences.
Wawa and Costco, the latest additions to the growing number of companies with retail media networks, exhibit significant advertising potential. Both brands boast a wide reach and diverse customer base, and both have access to troves of customer data through membership and loyalty programs.
Foot traffic data confirms the robust offline positioning of the two retailers. In Q1 2024, year-over-year (YoY) visits to Costco and Wawa increased 9.5% and 7.5% respectively – showing that their in-store engagement is on a growth trajectory.
And since consumers tend to spend a lot more time in-store than they do on retailers’ websites, Costco’s and Wawa’s strong brick-and-mortar growth positions them especially well to help advertisers reach new customers. In Q1 2024, the average visits to Costco’s and Wawa’s physical stores lasted 37.4 and 11.4 minutes respectively – compared to just 6.7 and 4.6 minutes for the chains’ websites. These longer in-store dwell times can be harnessed to maximize ad exposure and offer partners more extended opportunities for meaningful interactions with customers. Partners can also analyze the behavior and preferences of the two chains’ growing visitor bases to craft targeted online campaigns.
Costco’s retail media network will tap into the on- and offline shopping habits of its staggering 74.5 million members to inform targeted advertising by partners. And the retailer’s tremendous reach offers a significant opportunity to engage customers in-store.
But while Costco is dominant in some areas of the country, other markets are led by competitors like Sam’s Club and BJ’s Wholesale Club. And advertisers looking to choose between competing RMNs or hone in on the areas where Costco is strongest can analyze Costco's performance and visit share – on a local or national level – to determine where to focus their efforts.
An analysis of the share of visits to wholesalers across the country reveals that Costco is the dominant wholesale membership club in much of the Western United States. But Costco also captures the largest share of wholesale club visits in many other major population centers, including important markets like New York, Chicago, Phoenix, and San Antonio. Costco’s widespread brick-and-mortar dominance offers prospective advertising partners a significant opportunity to connect with regional audiences in a wide array of key markets.
Another one of Costco’s key advantages as a retail media provider lies in its highly loyal and engaged audience. In May 2024, a whopping 41.4% of Costco’s visitors frequented the club at least twice during the month – compared to 36.6% for Sam’s Club and 36.0% for BJ’s Wholesale.
Moreover, Costco led in average visit duration compared to its competitors. In May 2024, customers spent an average of 37.1 minutes at Costco – surpassing even the impressive dwell times at Sam’s Club and BJ’s Wholesale Club.
YoY visits per location to Costco, too, were the highest of the analyzed wholesalers, all three of which saw YoY increases. These metrics further establish the wholesaler’s position as an effective retail media provider.
Even when foot traffic doesn't show a brand’s clear regional dominance, location analytics can reveal other metrics that signal its unique potential. Take the Richmond-Petersburg, VA, designated market area (DMA), for example. In May 2024, BJ’s Wholesale Club led the DMA with 41.2% of wholesale club visits, while Costco was a close second with 37.3% of visits.
But despite BJ’s lead in visit share, Costco's Richmond audience was more affluent. Costco's visitors came from trade areas with a median household income (HHI) of $93.2K/year, compared to $73.1K/year for Sam’s Club and $89.5K/year for BJ’s. Additionally, Costco drew a higher share of weekday visits than its counterparts.
Analyzing shopper habits and preferences across chains on a local level can provide crucial context for strategists working on media campaigns. Advertisers can partner with the brands most likely to attract consumers interested in their offerings, and identify where – and when – to focus their advertising efforts.
Convenience stores, or c-stores, are emerging as destinations in and of themselves – and their rising popularity among a wider-than-ever swath of consumers opens up significant opportunities in the retail advertising space.
Wawa is a relative newcomer to the world of retail media, after other c-stores like 7-Eleven and Casey’s launched their networks in 2022 and 2023. But despite coming a bit late to the party, the potential for Wawa’s Goose Media Network is significant – thanks to a cadre of highly loyal visitors who enjoy the physical shopping experience the c-store chain offers.
In May 2024, Wawa’s share of loyal visitors (defined as those who visited the chain at least twice in a month) was 60.1%. In contrast, other leading c-store chains operating in Wawa’s market area – QuickTrip and 7-Eleven, for example – saw loyalty rates of 56.0% and 47.9%, respectively, for the same period.
Additionally, Wawa visitors browsed the aisles longer than those at other convenience retailers. In May 2024, 39.9% of Wawa visitors stayed in-store for 10 minutes or longer, compared to 29.6% at QuickTrip and 25.7% at 7-Eleven.
Wawa's loyal customer base and longer visit durations make it a strong contender in the retail media space. By harnessing this high level of customer engagement, Wawa can draw in advertisers and develop targeted marketing strategies that resonate with its dedicated shoppers.
Wawa has been on an expansion roll over the past few years, with plans to open at least 280 stores over the next decade in North Carolina, Tennessee, Georgia, Alabama, Ohio, Indiana, and Kentucky. The chain has also been steadily increasing its footprint in Florida – between January 2019 and April 2024, Wawa grew from 167 Sunshine State locations to 280, with more to come.
And analyzing changes in Wawa’s visit share in one of Florida’s biggest markets – the Miami-Ft. Lauderdale DMA – shows how successful the chain’s local expansion has been. Between January 2019 and April 2024, Wawa more than doubled its category-wide visit share in the Miami area (i.e. the portion of total c-store visits in the DMA going to Wawa) – from 19.0% to nearly 40.0%.
A look at changes in Wawa’s Miami-Ft. Lauderdale trade area shows that the chain’s growing visit share has been driven by an expanding market and an increasingly diverse audience.
In April 2019, there were some 55 zip code tabulation areas (ZCTAs) in the Miami-Ft. Lauderdale DMA from which Wawa drew at least 3,000 visits per month. By April 2021, this figure grew to 96 – and by April 2024, it reached 129.
Over the same period, the share of “Family Union” households in Wawa’s local captured market – defined by the Experian: Mosaic dataset as families comprised of middle-income, blue collar workers – nearly doubled, growing from 7.4% in April 2019 to 14.4% in April 2024.
Retail media networks that make it easier to introduce shoppers to products and brands that are closely aligned with their preferences and habits offer a win-win-win for retailers, advertisers, and consumers alike. And Costco and Wawa are extremely well-positioned to make the most of this opportunity.
Everybody loves coffee. And with some 75% of American adults indulging in a cup of joe at least once a week, it’s no wonder the industry is constantly on an upswing.
In early 2024, year-over-year (YoY) visits to coffee chains increased nationwide – with every state in the continental U.S. experiencing year-over-year (YoY) coffee visit growth.
The most substantial foot traffic boosts were seen in smaller markets like Oklahoma (19.4%), Wyoming (19.3%), and Arkansas (16.9%), where expansions may have a more substantial impact on statewide industry growth. But the nation’s largest coffee markets, including Texas (10.9%), California (4.2%), Florida (4.2%), and New York (3.5%), also experienced significant YoY upticks.
The nation’s coffee visit growth is being fueled, in large part, by chain expansions: Major coffee players are leaning into growing demand by steadily increasing their footprints. And a look at per-location foot traffic trends shows that by and large, they are doing so without significantly diluting visitation to existing stores.
On an industry-wide level, visits to coffee chains increased 5.1% YoY during the first five months of 2024. And over the same period, the average number of visits to each individual coffee location declined just slightly by 0.6% – meaning that individual stores drew just about the same amount of foot traffic as they did in 2023.
Drilling down into chain-level data shows some variation between brands. Dutch Bros., BIGGBY COFFEE and Dunkin’ all saw significant chain-wide visit boosts, accompanied by minor increases in their average number of visits per location.
Starbucks, for its part, which reported a YoY decline in U.S. sales for Q2 2024, maintained a small lag in visits per location. But given the coffee leader’s massive footprint – some 16,600 stores nationwide – its ability to expand while avoiding more significant dilution of individual store performance shows that Starbucks’ growth is meeting robust demand.
What is driving the coffee industry’s remarkable category-wide growth? And who are the customers behind it? This white paper dives into the data to explore key factors driving foot traffic to leading coffee chains in early 2024. The report explores the demographic and psychographic characteristics of visitors to major players in the coffee space and examines strategies brands can use to make the most of the opportunity presented by a thriving industry.
One factor shaping the surge in coffee visit growth is the slow-but-sure return-to-office (RTO). Hybrid work may be the post-COVID new normal – but RTO mandates and WFH fatigue have led to steady increases in office foot traffic over the past year. And in some major hubs – including New York and Miami – office visits are back to more than 80.0% of what they were pre-pandemic.
A look at shifting Starbucks visitation patterns shows that customer journeys and behavior increasingly reflect those of office-goers. In April and May 2022, for example, 18.6% of Starbucks visitors proceeded to their workplace immediately following their coffee stop – but by 2024, this share shot up to 21.0%.
Over the same period, the percentage of early morning (7:00 to 10:00 AM) Starbucks visits lasting less than 10 minutes also increased significantly – from 64.3% in 2022 to 68.7% in 2024. More customers are picking up their coffee on the go – many of them on the way to work – rather than settling down to enjoy it on-site.
Dunkin’ is another chain that is benefiting from consumers on the go. Examining the coffee giant’s performance across major regional markets – those where the chain maintains a significant presence – reveals a strong correlation between the share of Dunkin’ visits in each state lasting less than five minutes and the chain’s local YoY trajectory.
In Wisconsin, for example, 50.9% of visits to Dunkin’ between January and May 2024 lasted less than five minutes. And Wisconsin also saw the most impressive YoY visit growth (5.9%). Illinois, Ohio, Maine, and Connecticut followed similar patterns, with high shares of very short visits and strong YoY showings.
On the other end of the spectrum lay Tennessee, Alabama, and Florida, where very short visits accounted for a low share of the chain’s statewide total – under 40.% – and where visits declined YoY.
Dunkin’s success with very short visits may be driven in part by its popular app, which makes it easy for harried customers to place their order online and save time in-store. And this is good news indeed for the coffee leader – since customers using the app also tend to generate bigger tickets.
Dutch Bros.’ meteoric rise has been fueled, in part, by its appeal to younger audiences. Recently ranked as Gen Z’s favorite quick-service restaurant, the rapidly-expanding coffee chain sets itself apart with a strong brand identity built on cultivating a positive, friendly customer experience.
And Dutch Bros.’ people-centered approach is resonating especially well with singles – including young adults living alone – who may particularly appreciate the chain’s community atmosphere.
Analyzing the relative performance of Dutch Bros.’ locations across metro areas – focusing on regions where the chain has a strong local presence – shows that it performs best in areas with plenty of singles. Indeed, the share of one-person households in Dutch Bros.’ local captured markets is very strongly correlated with the coffee brand’s CBSA-level YoY per-location visit performance. Areas with higher concentrations of one-person households saw significantly more YoY visit growth in the first part of 2024. (A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice).
The share of one-person households in Dutch Bros.’ Tucson, AZ captured market, for example, stands at 33.4% – well above the nationwide baseline of 27.5%. And between January and May 2024, Tucson-area Dutch Bros. saw a 6.0% increase in the average number of visits per location. Tulsa, OK, Medford, OR, and Oklahoma City, OK – which also feature high shares of one-person households (over 30.0%) – similarly saw per-location visit increases ranging from 3.6% - 7.0%. On the flip side, Fresno, CA, Las Vegas-Henderson-Paradise, NV, and San Antonio-New Braunfels, TX, which feature lower-than-average shares of single-person households, saw YoY per-location visit declines ranging from 1.5%-9.5%.
As Dutch Bros. forges ahead with its planned expansions, it may benefit from doubling down on this trends and focusing its development efforts on markets with higher-than-average shares of one-person households – such as university towns or urban areas with lots of young professionals.
Michigan-based BIGGBY COFFEE is another java winner in expansion mode. With a growth strategy focused on emerging markets with less brand saturation, BIGGBY has been setting its sights on small towns and rural areas throughout the Midwest and South. Though the chain does have locations in bigger cities like Detroit and Cincinnati, some of its most significant markets are in smaller population centers.
And a look at the captured markets of BIGGBY’s 20 top-performing locations in early 2024 shows that they are significantly over-indexed for suburban consumers – both compared to BIGGBY as a whole and compared to nationwide baselines. (Top-performing locations are defined as those that experienced the greatest YoY visit growth between January and May 2024).
“Suburban Boomers”, for example – a Spatial.ai: PersonaLive segment encompassing middle-class empty-nesters living in suburbs – comprised 10.6% of BIGGBY’s top captured markets in early 2024, compared to just 6.6% for BIGGBY’s overall. (The nationwide baseline for Suburban Boomers is even lower – 4.4%.) And Upper Diverse Suburban Families – a segment made up of upper-middle-class suburbanites – accounted for 9.6% of the captured markets of BIGGBY’s 20 top locations, compared to just 7.2% for BIGGBY’s as a whole, and 8.3% nationwide.
Coffee has long been one of America’s favorite beverages. And java chains that offer consumers an enjoyable, affordable way to splurge are expanding both their footprints and their audiences. By leaning into shifting work routines and catering to customers’ varying habits and preferences, major coffee players like Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are continuing to thrive.
Note: This report is based on an analysis of visitation patterns for regional and nationwide grocery chains and does not include single-location stores.
Grocery stores, superstores, and dollar stores all carry food products – and American consumers buy groceries at all three. But even in today’s crowded food retail environment, traditional grocery chains have a special role to play. With their primary focus on stocking a wide variety of fresh foods, these chains serve a critical function in offering consumers access to healthy options.
But visualizing the footprints of major grocery chains across the continental U.S. – alongside those of discount & dollar stores – shows that the geographical distribution of grocery chains remains uneven.
In some areas, including parts of the Northeast, Midwest, South Atlantic, and Pacific regions, grocery chains are plentiful. But in others – some with population centers large enough to feature a robust dollar store presence – they remain in short supply.
And though many superstore locations also provide a full array of grocery offerings, they, too, are often sparsely represented in areas with low concentrations of grocery chains.
For grocery chain operators seeking to expand, these underserved grocery markets can present a significant opportunity. And for civic stakeholders looking to broaden access to healthy food across communities, these areas highlight a policy challenge. For both groups, identifying underserved markets with significant untapped demand can be a critical first step in deciding where to focus grocery development initiatives.
This white paper dives into the location analytics to examine grocery store availability across the United States – and harnesses these insights to explore potential demand in some underserved markets. The report focuses on locations belonging to regional or nationwide grocery chains, rather than single-location stores.
Last year, grocery chains accounted for 43.4% of nationwide visits to food retailers – including grocery chains, superstores, and discount & dollar stores. But drilling down into the data for different areas of the country reveals striking regional variation – offering a glimpse into the variability of grocery store access throughout the U.S. In some states, grocery stores attract the majority of visit share to food retailers, while in others, dollar stores or superstores dominate the scene.
The ten states where residents were most likely to visit grocery chains in early 2024 – Oregon, Vermont, Washington, Massachusetts, California, Maryland, New Hampshire, Connecticut, New Jersey, and Rhode Island – were all on the East or West Coasts. In these states, as well as in Nevada and New York, grocery chain visits accounted for 50.0% or more of food retail visits between January and April 2024.
Meanwhile, residents of many West North Central and South Central states were much less likely to do their food shopping at grocery chains. In North Dakota, for example, grocery chain visits accounted for just 11.7% of visits to food retailers over the analyzed period. And in Mississippi, Oklahoma, and Arkansas, too, grocery stores drew less than 20.0% of the overall food retail foot traffic.
But low grocery store visit share does not necessarily indicate a lack of consumer interest or ability to support such stores. And in some of these underserved regions, existing grocery chains are seeing outsize visit growth – indicating growing demand for their offerings.
North Dakota, the state with the smallest share of visits going to grocery chains in early 2024, experienced a 9.1% year-over-year (YoY) increase in grocery visits during the same period – nearly double the nationwide baseline of 5.7%. Other states with low grocery visit share, including Nebraska, Arkansas, Alabama, Mississippi, and New Mexico, also experienced higher-than-average YoY grocery chain visit growth. This suggests significant untapped potential for grocery stores and a market that is hungry for more.
Alabama is one state where grocery chains accounted for a relatively small share of overall food retail foot traffic in early 2024 (just 28.9%) – but where YoY visit growth outperformed the nationwide average. And digging down even further into local grocery store visitation trends provides further evidence that at least in some places, low grocery visit share may be due to inadequate supply, rather than insufficient demand.
In Central Alabama, for example, many residents drive at least 10 miles to reach a local grocery chain. And several parts of the state, both rural and urban, feature clusters of grocery stores that draw customers from relatively far away.
But zooming in on YoY visitation data for local grocery chain locations shows that at least some of these areas likely harbor untapped demand. Take for example the Camden, Butler, Thomasville, and Gilbertown areas (circled in the map above). The Piggly Wiggly location in Butler, AL, drew 40.1% of visits from 10 or more miles away. The same store experienced a 23.3% YoY increase in visits in early 2024 – far above the statewide baseline of 6.6%. Meanwhile, the Super Foods location in Thomasville, AL, which drew 52.8% of visits from at least 10 miles away – experienced YoY visit growth of 12.3%. The Piggly Wiggly locations in Camden, AL and Gilbertown, AL saw similar trends.
At the same time, trade area analysis of the four locations reveals that the grocery stores had little to no trade area overlap during the analyzed period. Each store served specific areas, with minimal cannibalization among customer bases.
These metrics appear to highlight robust demand for grocery stores in the region – grocery visits are growing at a stronger rate than those in the overall state, people are willing to make the drive to these stores, and each one has little to no competition from the others.
While significant opportunity exists across the country, many communities still face considerable challenges in supporting large grocery stores. Though South Carolina has a significant number of grocery chain locations, for example, certain areas within the state have low access to food shopping opportunities. And one local government – Greenville County – is considering offering tax breaks to grocery stores that set up shop in the area, to improve local fresh food accessibility.
Placer.ai migration and visitation data shows that Greenville County is ripe for such initiatives: the county’s population grew by 4.8% over the past four years – with much of that increase a result of positive net migration. And YoY visits to Greenville County Grocery Stores have consistently outperformed state averages: In April 2024, grocery visits in the county grew by 6.1% YoY, while overall visits to grocery stores in South Carolina grew by 4.2%. This growth – both in terms of grocery visits and population – points to rising demand for grocery stores in Greenville County.
Analyzing the Greenville County grocery store trade areas with Spatial.ai’s FollowGraph dataset – which looks at the social media activity of a given audience – offers further insight into local grocery shoppers’ particular demand and preferences.
Consumers in Greenville-area grocery store trade areas, for example, are more likely to be interested in “Mid-Range Grocery Stores” (including brands like Aldi, Kroger, and Lidl) than residents of grocery store trade areas in the state as a whole. This metric provides further evidence of local demand for grocery chains – and offers a glimpse into the kinds of specific grocery offerings likely to succeed in the area.
Grocery stores remain essential services for many consumers, providing a place to pick up fresh produce, meat, and other healthy food options. And many areas in the country are ripe for expansion, with eager customer bases and growing demand. Identifying such areas with location analytics can help both grocery store operators and municipal stakeholders provide their communities and customer bases with an enhanced grocery shopping experience that caters to local preferences.
