


.png)
.png)

.png)
.png)

Brands like M&Ms, Hershey’s, and Jelly Belly are redefining what it means to be as happy as a “kid in a candy store.” With their life-size M&M characters on a flagship in Orlando, FL, a chocolate Statue of Liberty sculpted out of 800 pounds of Hershey’s chocolate on the Las Vegas Strip, or a working jellybean factory tour in Fairfield, CA, manufacturers are literally bringing their brands to life. M&M’s World in Orlando, FL posted particularly impressive year-over-year visits in the second half of 2023.
Recently, Hollywood darling Timothee Chalamet starred in the fantastical movie Wonka, grossing $600M+ worldwide. In other headline news, the “tried to jump on the wagon but failed miserably” fiasco of the unauthorized Willy’s Chocolate Experience in Scotland reveals that the appetite for sweets and chocolate is insatiable. Never fear, if you missed the Candytopia pop-up a few years ago, you can head over to Dylan’s Candy Bar for an experience right out of Charlie and the Chocolate Factory. It’s clear that demand peaks in the summer, probably due to locations that see summer tourists. The holidays are another popular season for buying sweets.
At Hershey’s Chocolate World, one can be immersed in all-things chocolate, from creating your own candy to taking a selfie with a life-size Reese’s peanut butter cup. The dessert options are limited only by your imagination. That tower of S’mores sure looks tempting!

Many visitors also opt to visit the Hershey Story Museum or stay at Hershey Lodge or the Hotel Hershey.

If you prefer your sweets in liquid form, there are three Coca-Cola Stores--in Atlanta, Las Vegas, and Orlando--to satisfy your cravings. Here, you can buy a Coke plushie, flout the famous “Enjoy Coca-Cola” slogan shirt in a variety of languages, or dress yourself head-to-toe in comfy Coke PJs. One of the coolest options is an international tasting flight that lets you try out Coca-Cola beverages from around the world, with flavors like sparberry from Zimbabwe.

At the Coca-Cola Store in Orlando, FL, visitation jumps during vacations like Spring Break, summer, and Christmas holidays.
Another beloved brand that has made its way into brick-and-mortar is King’s Hawaiian. Founded in 1950, they were famous for their round loaves of sweet and fluffy Hawaiian bread. Fast forward three-quarters of a century later, and they have added new options like savory dinner rolls or pull-apart pans of bread. One can experience gastronomic delights made with Hawaiian bread at their Torrance-based King’s Hawaiian Bakery and Restaurant.
The restaurant menu includes breakfasts featuring their famous King’s Hawaiian Sweet Bread as French toast, lunch and dinner options like Macadamia Nut Onion Rings, Chicken Katsu Curry Loco Moco, and Saimin noodles, but it’s the bakery that literally takes the cake. The Paradise Delight Cake has three layers of chiffon cake in enticing flavors like guava, passionfruit, and lime. It is then topped with layers of fresh strawberries, peaches, and kiwis. One can also choose from chocolate, coconut, pineapple, raspberry cakes, and more.

With Placer's ranking of "Breakfast, Coffee, Bakeries, and Dessert Shops" indicating that King's is in the top 1% nationwide and statewide, it looks like they've found a sweet recipe for success.


The Waldorf Astoria and Ritz-Carlton hotels are two of the most recognizable names in luxury lodging. Both opened in New York City – the Waldorf Astoria in 1893 and the Ritz-Carlton in 1911 – and are owned by two major hotel corporations: the Waldorf Astoria is part the Hilton Hotels & Resorts portfolio of brands, while the Ritz-Carlton is part of Marriott International, Inc’s portfolio.
Who is most likely to visit each brand? What are the similarities – and differences – between the two hotels’ guest segmentations? We take a closer look at the demographic and psychographic data to find out.
Analyzing the demographic makeup of the Waldorf Astoria and Ritz-Carlton’s trade areas by layering the STI: Popstats dataset onto captured market trade areas revealed that the Waldorf Astoria’s trade area has a higher share of households with children compared to that of the Ritz-Carlton (25.6% compared to 23.6%). But both chains had a smaller share of households with children in their trade areas relative to the nationwide average (27.6%). It seems, then, that singles or empty nesters may be more likely to book a luxury getaway than consumers with heavier parenting responsibilities.
Unsurprisingly, the chains also attract a particularly high-income clientele: The median household income (HHI) in both brands’ trade areas is over 50% higher than the nationwide median ($108.4K and $104.5K for the trade areas of the Waldorf Astoria and Ritz Carlton, respectively, compared to a nationwide median of $69.5K). The data also showed that Waldorf Astoria’s trade area is slightly more affluent than that of the Ritz-Carlton – perhaps due in part to the Ritz-Carlton’s recent attempts to court younger guests.
.avif)
Leveraging the Spatial.ai: PersonaLive dataset to explore the psychographic composition of the hotel chains’ trade area further supports the distinctions between the brands highlighted in the demographic analysis.
The psychographic analysis showed that the Waldorf Astoria had more family segments in its trade area than the Ritz-Carlton, while the Ritz-Carlton catered to more single and empty-nester households – as expected given the demographic composition of the chains’ trade areas.
.avif)
Luxury hotels are known for their impeccable service – and to curate the ideal guest experience, these brands need to accurately predict their visitors' dining and leisure preferences. Hoteliers can leverage the Placer.ai Marketplace and combine trade area data with various datasets – including data on consumers’ social media activity with tools like the Spatial.ai: FollowGraph dataset – to pinpoint their guests’ tastes and preferences.
Analyzing the preferences for certain types of foods or entertainment within the hotel chains’ trade areas revealed – once again – similarities and differences between the brands. Both chains’ trade areas included larger shares of “Farm-to-Table Cooking Enthusiasts”, “Asian Food Enthusiasts”, and “Craft Coffee At-Home Enthusiasts,” as well as more “Opera Lovers” and “Salsa Music Fans” than the nationwide average. But the foodie segments were slightly more over-indexed within the Waldorf’s trade area, while residents of the Ritz-Carlton’s trade area seemed a little more keen on Opera and Salsa. These hotel chains can leverage this data to determine the type of dining or entertainment options that will set these brands apart from the competition and best attract their specific audience.
.avif)
The Waldorf Astoria and Ritz-Carlton continue to define luxury lodging in the country while attracting some of the nation's most discerning guests. Understanding the demographic and psychographic guest segmentation of each chain can help inform your loyalty strategy.
For more data-driven travel & leisure insights, visit placer.ai/blog.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

St. Patrick’s Day, which falls each year on March 17th, is a day for bar crawls, green makeup, and drinks with friends. Cities like New York and Chicago host major celebrations, drawing big crowds to their downtown areas. And bars and pubs fill up with revelers eager to mark the occasion with a green cocktail or a taste of corned beef and cabbage.
There’s plenty of joy to go around – and towns across the country are getting in on the St. Paddy’s Day action with parades and family-friendly events. What kind of a lift do traditional St. Patrick’s Day destinations like bars and pubs get on the big day? And what other retail categories stand to benefit from the occasion?
Unsurprisingly, bars and pubs get major boosts on the week of St. Patrick’s Day, as club hoppers and other celebrants converge on their local watering holes for drinks and fun. Chains like The Brass Tap and Bar Louie offer special deals and parties, with everything from green beer to Irish whiskey. And on the week of March 11th, 2024, visits to the two chains were up 15.7% and 21.1%, respectively, compared to an early October baseline – slightly outpacing even the busy Christmas season.
.avif)
But St. Patrick’s Day isn’t just for bar crawling. And although the festivities are usually associated with major metropolises like New York City and Chicago, cities like Myrtle Beach, SC, San Antonio, TX. Indianapolis, IN, and Savannah, GA also come to life mid-March with parades and parties rivaling those of their bigger counterparts.
On Saturday, March 16th 2024 at 11:00 A.M., San Antonio, TX kicked off its annual St. Patrick’s Day festivities with the traditional dyeing of the San Antonio River. Throughout the weekend, parades and celebrations drew crowds to the city’s famed River Walk – and while bars and clubs undoubtedly benefited from the excitement, they weren’t the only ones to do so. San Antonio’s Shops at Rivercenter enjoyed its busiest day since 2019, drawing 61.4% more foot traffic on March 16th than on an average Saturday this year.
Savannah, GA, North Myrtle Beach, SC, and Indianapolis, IN also hosted big St. Patrick’s Day events, bringing foot traffic – and business – to local retailers. For Savannah, March 16th, 2024 marked the 200th anniversary of the city’s famous St. Patrick’s Day Parade, and the town was positively booming. City Market, the iconic shopping corridor located in the heart of Savannah’s Historic District, was the most crowded it’s been since at least January 2023, with March 17th 2023 (the day of last year’s parade) coming in a close second.
Malls and shopping districts weren’t the only places to get significant leprechaun-inspired visit bumps. Grocery stores, pharmacies, and eateries located in proximity to the festivities also reaped the benefits of the hubbub, as parade-goers likely dropped in to snag some essentials or fuel up for the long day.

And it isn’t just locals turning out for all these events. A look at hotel foot traffic patterns nationwide shows that the week of St. Patrick’s Day kicks off the hospitality industry’s spring season – with cities hosting special events seeing even more significant visit spikes. During the week of March 11th, 2024, hotel venues in the analyzed cities drew many more visits than usual, showcasing the power of St. Paddy’s Day to supercharge the tourism sector.
.png)
St. Patrick’s Day is about a lot more than bars and pubs. And in recent years, the popular green-themed holiday has emerged as an important driver of tourism and retail activity across the U.S.
What other local celebrations are fueling foot traffic spikes in cities nationwide? Does your city know the impact of location celebrations on local businesses? Are local businesses prepared for the increase in foot traffic and revenue opportunities during local celebrations?
Follow Placer.ai’s data-driven civic and retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

JOANN recently announced that it had filed for bankruptcy, and the company expects to go private as early as next month. Can the retailer still make a comeback? We dove into the data to find out.
JOANN went public in March 2021 – at the height of the pandemic – following a particularly strong 2020. The COVID-era crafting boom had put the company on a growth trajectory, with visits during the first year of the pandemic barely lower than in 2019 despite the lockdowns and movement restrictions. But as the country reopened and people’s schedules filled back up – leaving less time for sewing and knitting – visits began to fall. Foot traffic in 2021 was lower than in 2020, and by 2022, overall visits to the chain were 11.8% lower than they had been in 2019
But now, recent foot traffic data indicates that demand for fabric-related crafting supplies may be rebounding. In 2023, visits to the chain grew relative to 2022 and the visit gap relative to 2019 narrowed. Sewing appears to be making a comeback, with both millennials and Gen-Z exhibiting a newfound interest in the craft. And although the resurgence of interest in fiber arts was not strong enough to prevent JOANN’s recent bankruptcy filing, the YoY visit growth in 2023 indicates that the company should not be written off just yet.
.png)
According to C.F.O. Scott Sekella, 95% of JOANN’s stores are cash-flow positive. The company is also committed to maintaining usual operations during the court-supervised procedure. And this year as well – especially since the end of early 2024’s cold spell – JOANN’s year-over-year (YoY) visits have trended positive, even outperforming YoY foot traffic to other leading crafting retailers.
%20(1).png)
The unique nature of JOANN’s products give the company’s brick-and-mortar stores an advantage over digital counterparts: Crafters like to get a feel for the material before purchasing, and amateur DIY-ers who visit physical stores can consult with expert salespeople to receive guidance for ongoing projects. And although foot traffic to JOANN’s stores is not what it was at the height of the pandemic, the YoY visit growth in 2023 indicates that the brand is still serving many committed sewers and knitters who are choosing to shop in-person. So how can JOANN maintain its store fleet while optimizing in-store operations?
Analyzing the change in hourly visits between 2022 and 2023 reveals that the YoY growth is not evenly distributed across dayparts. Morning and early afternoon visits saw modest increases, but traffic growth really ramped up in the afternoon and evening – peaking between 6:00 and 6:59 PM – and visits actually decreased between 7:00 and 8:59 PM. Should the company try to streamline its logistics without sacrificing its large store fleet, JOANN may focus its staffing and operational costs on the dayparts with the most growth potential and reduce expenditure during the less popular timeslots.
.png)
Despite the crafting retailer’s current rough patch, location intelligence suggests that the company is a strong contender for a post-bankruptcy comeback. And the positive YoY trends also indicate that – despite the ongoing headwinds and contraction in discretionary spending – there is still demand for hobby-driven retail in 2024.
How will the bankruptcy proceedings impact foot traffic to JOANN? What does the rest of 2024 hold for the brand?
Check in with our blog at placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

With rumors swirling of a potential Panera Bread IPO in 2024, we dove into the data to find out how the St. Louis, Missouri-based company is performing – and what sets Panera apart from its competition.
Panera Bread has been on a growth spurt recently, with monthly visits over the past 12 months consistently exceeding 2022/2023 levels. Part of the traffic increase may be due to the brand’s larger store fleet – Panera expanded into urban and non-traditional markets with small-format locations focused on pick-up and digital ordering. And the company is not resting on its laurels, with Panera revamping its menu to compete more directly with meal-focussed fast casual concepts.
.png)
Because Panera straddles the line of coffee QSR and fast-casual lunch spot, there is no one dining chain that directly competes with Panera on all fronts. Instead, Panera plays a unique role in the QSR/fast casual landscape: The chain has a strong café feel, with the company’s “Sip Club” membership program seems specifically designed to appeal to customers looking for frequent coffee fixes. But Panera also offers more substantial fare, and the upcoming menu overhaul promises to add even more hearty salads and affordable sandwiches to its array of options.
The new menu may be aimed towards attracting more budget-conscious diners thanks to a focus on larger portions and the addition of several items priced at under $10. Some speculate that the changes are also part of the company’s broader refocusing towards the lunchtime daypart. Comparing Panera to Starbucks, which competes with Panera on the coffee shop and affordable foods front, and to Sweetgreen, a strong presence in the fast-casual lunch market, can shed light on Panera’s role within the increasingly competitive dining landscape.
Panera’s hourly visitation pattern highlights its unique place within the wider QSR-fast casual landscape. Like Sweetgreen, Panera experiences a lunchtime foot traffic rush – 30.8% of daily visits to the chain take place between 12 PM and 2 PM. But Panera also receives almost a third of its visits before noon – 30.2% of visits to the chain take between 6 AM and 11 AM, compared to just 13.2% of visits to Sweetgreen. Between 9 AM and 11 AM, Panera’s hourly visit share of 20.8% is almost on par with Starbucks’ 25.3%. (The small number of morning Sweetgreen visits is likely also driven by a difference in opening hours, with most Sweetgreen locations only opening at around 10:30 AM).
Meanwhile, Panera also seems to be a strong dinner contender. Although Panera’s evening performance may not be quite as strong as Sweetgreen’s, the St. Louis-based dining chain still sees 17.3% of its daily visits between 6 PM and 8 PM – almost double Starbucks’ 9.8.%.
These hourly visitation patterns indicate that while a significant contingent of Panera patrons treat the chain as their go-to coffee shop, many others tend to consider Panera as a lunch or early dinner destination.
.avif)
Although analyzing hourly visitation patterns highlight similarities between Panera and Sweetgreen, focusing on the three chains’ visitor bases reveals many more similarities between Starbucks and Panera.
The median HHIs in Panera and Starbucks’ trade areas stand at $79.2K/year and $76.4K/year, respectively. Around 34% of both chains’ trade areas consist of non-family and one-person households and 28% consist of households with children. Meanwhile, Sweetgreen tends to attract a much larger share of affluent singles – 42.9% of households in Sweetgreen’s trade area are non-family and one person households, and the salad and grain-bowl focused chain has a trade area median HHI stands at $102K/year.
It seems, then, that although Panera appears to compete with Sweetgreen for the lunch rush – and to a lesser extent, for dinner visits as well – the two brands’ audience bases are substantially different. On the other hand, Panera’s visitor base seems to overlap significantly with that of Starbucks – which may explain Panera’s move towards enhanced portion sizes and affordable meal options, which may set it even further apart from the Seattle-based coffee giant.
.png)
Panera Bread is one of 2024’s most anticipated IPOs – and location intelligence metrics suggest that the buzz is well substantiated.
For more data-driven dining insights, visit our blog at placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Nowruz took place on March 20 this year, and this celebration of the spring equinox dates back over three thousand years. Westwood Blvd, just south of UCLA, is home to a profusion of Persian restaurants, markets, bookstores, and ice-cream stores with flavors not found in your typical Baskin-Robbins. Hence, the affectionate moniker Tehrangeles for this little pocket where an Iranian diaspora has settled.
Restaurants like Shamshiri Grill, with its juicy beef koobideh kebab broiled to perfection and tomatoes that burst in your mouth, proves to be a hit with a wide cross-section of Angelenos. For dessert, be sure to stop at nearby Saffron & Rose for their namesake flavors or Mashti Malone’s for a uniquely Persian faloodeh shirazi, similar to a rosewater sorbet, topped with cherry sauce and rice starch vermicelli.

There are also numerous Persian markets in the area should you want to buy groceries and try cooking yourself. Jordan Market, Tehran Market, and Star Market all see over half their clientele come from the segment of Educated Urbanites.

If you’d like to simultaneously celebrate Women’s History Month and buy yourself a little something for the New Year, then look no further than Cult Gaia, just a short drive away in West Hollywood. Founded by Jasmin Larian Hekmat in 2012, its Ark bag reached cult status within just a few years. Oozing a vacation-ready vibe and cool-girl aesthetic, the LA-based designer has most recently opened up a new store on the ritzy island of St. Barths. While the majority of visits to the West Hollywood store come from metro LA, there are still quite a few fans coming from further afield to shop.


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.
Following COVID-era highs, domestic migration levels have begun to taper off – with the number of Americans moving within the U.S. hitting an all-time low, according to some sources, in 2023.
To be sure, some popular COVID-era destinations – including Idaho, the Carolinas, and Utah – saw their net domestic migration continue to rise, albeit at a slower pace. But other states which had been relocation hotspots between February 2020 and February 2023, such as Wyoming and Texas, experienced negative net migration between February 2023 and February 2024.
Analyzing CBSA-level migration data reveals differences and similarities between last year’s migration patterns and COVID-era trends.
Between February 2020 and February 2023, seven out of the ten CBSAs posting the largest population increases due to inbound domestic migration were located in Florida. But between February 2023 and February 2024, the top 10 CBSAs with the largest net migrated percent of the population were significantly more diverse. Only four out of the ten CBSAs were located in Florida, and several new metro areas – including Provo-Orem, UT, Kingsport-Bristol, TN-VA, and Boulder, CO – joined the list.
This white paper leverages a variety of location intelligence tools – including Placer.ai’s Migration Report, Niche Neighborhood Grades, and ACS Census Data location intelligence – to analyze two migration hotspots. Specifically, the report focuses on Daytona Beach, FL, which already appeared on the February 2020 to February 2023 list and has continued to see steady growth, and Boulder, CO, which has emerged as a new top destination. The data highlights the potential of CBSAs with unique value propositions to continue to attract newcomers despite ongoing housing headwinds.
The Boulder, CO CBSA has emerged as a domestic migration hotspot: The net influx of population between February 2023 and February 2024 (i.e. the total number of people that moved to Boulder from elsewhere in the U.S., minus those that left) constituted 3.1% of the CBSA’s February 2024 population.
The strong migration is partially due to the University of Colorado, Boulder’s growing popularity. But the metro area has also emerged as a flourishing tech hub, with Google, Apple, and Amazon all setting up shop in town, along with a wealth of smaller start ups.
Most domestic relocators tend to remain within state lines – so unsurprisingly, many of the recent newcomers to Boulder moved from other CBSAs in Colorado. But perhaps due to Boulder’s robust tech ecosystem, many of the new residents also came from Los Angeles, CA (6.6%) and San Francisco, CA (3.4%) – other CBSAs known for their thriving tech scenes.
At the same time, looking at the other CBSAs feeding migration to the area indicates that tech is likely not the only draw attracting people to Boulder: A significant share of relocators came from the CBSAs of Chicago, IL (6.1%), Dallas , TX (4.9%), and New York, NY (3.9%). The move from these relatively urbanized CBSAs to scenic Boulder indicates that some of the domestic migration to the area is likely driven by people looking for better access to nature or a general lifestyle change.
According to the U.S. News & World Report, Boulder ranked in second place in terms of U.S. cities with the best quality of life. Using Niche Neighborhood Grades to compare quality of life attributes in the Boulder CBSA and in the areas of origin dataset highlights some of the draw factors attracting newcomers to Boulder beyond the thriving tech scene.
The Boulder CBSA ranked higher than the metro areas of origin for “Public Schools,” “Health & Fitness,” “Fit for Families,” and “Access to Outdoor Activities.” These migration draw factors are likely helping Boulder attract more senior executives alongside younger tech workers – and can also explain why relocators from more urban metro areas may be choosing to make Boulder their home.
Boulder’s strong inbound migration numbers over the past year – likely driven by its flourishing tech scene and beautiful natural surroundings – reveal the growth potential of certain CBSAs regardless of wider housing market headwinds.
Florida experienced a population boom during the pandemic, and several CBSAs in the state – including the Deltona-Daytona Beach-Ormond Beach, FL CBSA – have continued to welcome domestic relocators in high numbers. The CBSA’s anchor city, Daytona Beach – known for its Bike Week and NASCAR’s Daytona 500 – has also seen positive net migration between February 2023 and February 2024.
Americans planning for retirement or retirees operating on a fixed income are likely particularly interested in optimizing their living expenses. And given Daytona’s relative affordability, it’s no surprise that the median age in the areas of origin feeding migration to Daytona Beach tends to be on the older side.
According to the 2021 Census ACS 5-Year Projection data, the median age in Daytona Beach was 39.0. Meanwhile, the weighted median age in the areas of migration origin was 42.6, indicating that those moving to Daytona Beach may be older than the current residents of the city.
Zooming into the migration data on a zip code level also highlights Daytona Beach’s appeal to older Americans: The zip code welcoming the highest rates of domestic migration was 32124, home to both Jimmy Buffet’s Latitude Margaritaville’s 55+ community and the LPGA International Golf Club, host of the LPGA Tour. The median age in this zip code is also older than in Daytona Beach as a whole, and the weighted age in the zip codes of origin was even higher – suggesting that older Americans and retirees may be driving much of the migration to the area.
Looking at the migration draw factors for Daytona Beach also suggests that the city is particularly appealing to retirees, with the city scoring an A grade for its “Fit for Retirees.” But the city of Daytona Beach is also an attractive destination for anyone looking to elevate their leisure time, with the city scoring higher than Daytona Beach’s cities of migration origin for “Weather,” “Access to Restaurants,” or “Access to Nightlife.”
Like Boulder, Daytona’s scenery – including its famous beaches – is likely attracting newcomers looking to spend more time outdoors and improve their work-life balance. And like Boulder and its tech scene, Daytona Beach also has an extra pull factor – its affordability and fit for older Americans – that is likely helping the area continue to attract new residents, even as domestic migration slows down nationwide.
Although the overall pace of domestic migration has slowed, analyzing location intelligence data reveals several migration hotspots amidst the overall cooldown. Boulder and Daytona Beach each have a set of unique draw factors that seem to attract different populations – and the success of these regions highlights the many paths to migration growth in 2024.
