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In the U.S., one can find many different dishes that incorporate a range of culinary traditions: Kogi truck introduced us to the joy of putting short ribs and vinaigrette slaw in a corn tortilla, topped off with a distinctly Korean salsa made of Korean chiles, rice wine vinegar, and scallions; Banh mi po’ boys combine the best of Vietnamese and Louisianan tradition; Lime and jalapeno-topped yellowtail sashimi hearkens to both Japanese and Peruvian lineages.
In Los Angeles, the LA Times takes readers on a culinary journey to the world of Black Tacos, where lines can reach 3 hours at Worldwide Tacos as one chooses from unique protein options like lamb, salmon, crab, and duck and mouthwatering flavor combinations like jerk, curry, pina colada, blueberry with blue cheese and raspberry chipotle.
While often anchored with a traditional corn tortilla, Black tacos also incorporate flavors and techniques from soul food, such as versions that use barbeque sauce, yams with wild rice, ground turkey, pulled pork, or hot honey catfish.
Alta Adams has its own take on Black tacos with a jerk-spiced sweet plantain taco. Nestled within a homemade corn tortilla, one will find caramelized plantain, mango-habanero salsa and chopped onion and cilantro. In 2022, the Hollywood Reporter named this spot “Black Hollywood’s Top Restaurant for Power Dining.” This restaurant is a popular evening destination, as patrons sip their inventive cocktails well into the night and see if they might catch a glimpse of Jay-Z or John Legend.
At the Smithsonian’s National Museum of African American History and Culture, the entire month of February was dedicated to “African Americans and the Arts” and the impact of African Americans on visual arts, music, cultural movements, and more. From the BLM Movement to Harlem Hellfighters, Hip Hop and Rap to Musical Life at HBCUs, a rich cornucopia awaits. Per Spatial.ai PersonaLive, among those who visited in the past 6 months, when we look at those comprising 70% of visits, nearly 3 in 10 are Educated Urbanites, as well as a healthy dose of Young Professionals, Near-Urban Diverse Families, and Ultra Wealthy Families.
The museum also attracted a broad cross-section of different ethnicities.
Discount & Dollar stores thrived in 2022 and 2023, as inflation drove many shoppers to trade down and seek out cheaper retail alternatives. But how has the category continued to fare in the new year? Have stabilizing prices led shoppers away from discount chains? Or have dollar stores cemented their position as go-to retailers even when money isn’t quite as tight?
We dove into the data to find out.
Over the past two years, Discount & Dollar Stores have emerged as major disruptors, diversifying both their offerings and their price points – and the category leaders’ continued visit growth suggests that this strategy is helping the chains build significant strength. By investing in private label food items and stocking fresh produce at thousands of locations, Dollar General has established itself as a prime low-cost grocery destination. Family Dollar, owned by Dollar Tree, has also made strong inroads into the supermarket scene, with everything from fruits and veggies to cage-free eggs. Dollar Tree has also broadened its grocery selection to include an array of chilled and frozen foods.
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In January 2024, Discount & Dollar Stores saw a further increase in year-over-year (YoY) visits, building upon the category’s impressive post-COVID gains. Most of the analyzed category leaders also saw YoY visit jumps – no small feat given these retailers’ strong 2022 and 2023 performance.
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Zooming out on the longer-term visitation trajectories of leading discount chains shows just how well positioned the category remains for continued success. Compared to a January 2020 pre-COVID baseline, visits to Dollar General and Dollar Tree were up 24.3% and 14.0%, respectively, in January 2024. While these foot traffic increases were undoubtedly fueled in part by the continued expansion of the chains’ footprints, they highlight strong and growing demand for the category’s bargain fare.
The chains’ visit patterns also reveal clear seasonality in visitation patterns to leading Discount & Dollar Stores, with the chains emerging as holiday shopping destinations. Dollar Tree, which continues to price most items at $1.25, experiences more pronounced seasonal peaks, with visits spiking during the holiday season. And though Dollar General has firmly positioned itself as a year-round destination for essential goods, it too sees foot traffic spikes in December.
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The emergence of Discount & Dollar chains as affordable venues for much-needed necessities has been a major factor in the segment’s success. But the category’s strong positioning as a key holiday shopping player has also helped solidify its place in the nation’s retail landscape.
And looking at monthly fluctuations in the median household income (HHI) of Discount & Dollar Stores’ captured markets shows a subtle but distinct HHI spike during the peak holiday season – meaning that the category draws its audiences from slightly more affluent areas during this all-important time of the year. This trend may be a further indication of the mainstreaming of dollar stores – with higher-HHI consumers especially likely to seek out their bargain-priced quality merchandise in the runup to Christmas.
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Since COVID, Discount & Dollar Stores have solidified their position as mainstream shopping destinations for everything from basic food items to home goods and party supplies. And if January 2024 is any indication, you can bet your bottom dollar on the category’s continued strength heading into the new year.
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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.
The U.S. box office had a particularly strong 2023. Barbenheimer was the word out of everyone’s mouths over the summer, but other films like Spider-Man: Across the Spider-Verse, Guardians of the Galaxy Vol. 3, and The Super Mario Bros. helped boost both sales and visits.
How was the overall theater performance compared to 2022 and 2019? Who’s visiting these chains? And what can cinemas do to boost visits during lulls? We take a closer look at location intelligence for the three major theaters – AMC, Regal Cinemas, and Cinemark – to find out.
Last year started on a high note, likely related to the strong box office performance of “Avatar: The Way of Water” (which may have also caused January 2024’s visit lag in comparison).
The “The Super Mario Bros. Movie” release in April helped spike visits further, with foot traffic to AMC, Regal Cinemas, and Cinemark increasing by 43.2%, 36.2%, and 40.8%, respectively. And July brought with it two of the most successful movie releases of all time – “Barbie” and “Oppenheimer” – which topped box office charts for weeks.
Both films were released in late July, with the massive August visit spikes showing the full power of the two movies. “The Taylor Swift: Eras Tour” movie release in October also boosted visits, though AMC and Cinemark appear to have been the primary beneficiaries of the Swifty-driven foot traffic increase.
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Year-over-four-year (Yo4Y) foot traffic trends offer a broader picture of how out-of-home entertainment is faring. The pandemic forced many movie theaters to shut their doors as social distancing guidelines made going to the movies impossible. In tandem, streaming services like Netflix and Amazon Prime became major movie studios in their own right.
The increase in at-home entertainment may have something to do with the overall Yo4Y decline in movie theater visits. Despite last year’s success, foot traffic data shows that fewer people are visiting theaters in 2023 than in 2019. Some of the dip is likely due to the chains’ rightsizing, with both AMC and Regal downsizing their fleet in recent years. But the success of this past summer’s blockbusters still brought visits to the two chains close to pre-pandemic numbers – and drove a positive Yo4Y visit surge to Cinemark – indicating that the right feature film can still draw crowds to cinemas nationwide.
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A closer look at the psychographic characteristics of visitors to the three movie theater chains reveals that families are overrepresented in the chains’ trade areas, while young professionals are underrepresented: Consumer segments identified by the Spatial.ai: PersonaLive dataset as “Ultra Wealthy Families” and “Wealthy Suburban Families” were more prevalent in the theaters’ captured* markets than in their potential markets, while “Young Professionals” were less prevalent. With some analysts lamenting the death of superhero movies, movie studios looking for the next big idea may want to invest in more family-friendly films to cater to these theater-going family segments.
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*A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG. A chain’s potential market refers to the population residing in a given trade area, weighted to reflect the number of households in each Census Block Group (CBG) comprising the trade area. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
Unsurprisingly, movie theaters were busiest on the weekends – Saturday and Sunday received the lion's share of visits across all analyzed cinema chains, followed by Fridays. But the busiest non-Friday or weekend day was Tuesday – likely thanks to the theater chains’ "Discount Tuesday" special.
Cinemark experienced the largest Tuesday surge – with 12.6% of its weekly visits occurring on its discount day – perhaps due to the company’s decision to extend its discount to non-club members. AMC and Regal also received more visits on Tuesdays than they did during every other weekday (except for Friday).
As theaters continue to find creative ways to remain competitive in the evolving world of entertainment, “Discount Tuesdays” underscore the significance of a good deal when looking to drive visits to theaters.
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Movie theater visits exceeded all expectations in 2023 as film enthusiasts flocked to watch any number of major box-office releases. Will this momentum continue into 2024?
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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 Q4 2023 under our belts, we dove into the data to check in with leading eyewear brands Warby Parker and America's Best Contacts & Eyeglasses – both of which have expanded their brick-and-mortar footprints in recent years. How did they fare in the final months of 2023? And what does their performance bode for the future of offline eyewear sales this year?
Warby Parker, the digitally-native darling that burst onto the scene in 2010 as an online-only retailer, opened its first physical store in 2013 and now operates some 250 venues across 38 states and the District of Columbia. And the trendy eyewear brand’s visits continue to grow alongside its expanding store fleet, with chain-wide year-over-year (YoY) foot traffic increases ranging from 16.6% to 37.0%. Warby Parker’s continued offline flourishing – despite the chain’s online origins – highlights the continued importance of physical stores for the glasses-buying experience.
National Vision’s America’s Best Contacts & Eyeglasses – the discount eyewear chain that features more than 900 locations nationwide – has also been on a growth trajectory. Over the past several months, the chain saw consistent YoY visit increases, partly driven by its expanding physical presence. And in Q3 2023, the brand also reported a rise in comparable store sales – showcasing healthy demand for its offerings.
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What is the secret to the success of these very different chains? To explore some of the factors driving traffic to Warby Parker and America’s Best, we segmented the audiences of their trade areas with demographic data from STI’s PopStats and psychographics from Spatial.ai’s PersonaLive – and the results were striking.
Over the past four years, the median household income (HHI) of Warby Parker’s potential market – i.e. the census block groups (CBGs) from which the chain draws its customers, weighted to reflect each one’s population size – has decreased. This indicates that as Warby Parker has expanded its fleet, it has opened stores in areas that are slightly less affluent than Warby Parker’s legacy markets – although the median HHI in these newer markets also stands significantly above the nationwide median of $69.5K.
But over the same period, the median HHI of the brand’s captured market continued to climb. (A chain’s captured market is derived by weighting the CBGs in its trade area according to the share of visitors from each CBG – thus mirroring the characteristics of the chain’s actual visitor base). The increase in captured market median HHI over time indicates that Warby Parker has been successful at reaching well-to-do audiences even within its newer, more economically diverse markets.
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Unlike Warby Parker, America’s Best Contacts & Eyeglasses serves a lower-HHI demographic. The median household income of the chain’s captured market in Q4 2023 was $66.2K – 4.7% below the nationwide median of $69.5K. And looking at America’s Best’s three largest regional markets – Texas, Florida, and California – shows that the chain’s captured market median HHI in each of these states is also lower than the relevant statewide baseline.
But while the chain’s visitor median HHI trends seem consistent across regions, diving deeper into the data suggests that the chain does attract different types of shoppers in different areas. Nationwide, the share of singles and individuals from large households in America’s Best’s captured market is just slightly above nationwide baselines. But in California, the share of large households in America’s Best’s captured market is 21.0% – significantly higher than the statewide baseline of 16.5%, while the share of singles falls below the Golden State’s baseline of 23.2%.
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Digital try-on and easy returns have made online glasses shopping a viable option for many consumers. But the continued offline success of Warby Parker and America’s Best shows that there’s still plenty of demand for brick-and-mortar eyewear stores – discount and higher-end alike. What lies in store for the offline eyewear space in 2024?
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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.
We checked in with AutoZone and O’Reilly – two pandemic winners from the auto parts industry – to understand what location intelligence reveals about the retailers in 2024.
AutoZone and O’Reilly Auto Parts are both major players in the multi-billion dollar automotive aftermarket industry with thousands of locations across the country. As car prices skyrocketed over the pandemic, visits to these retailers increased – and analyzing foot traffic patterns to these retailers reveals that although growth in the sector may be slowing down, leading auto parts chains are holding on to their pandemic gains.
On a year-over-year (YoY) basis, visits to AutoZone and O’Reilly Auto Parts continued growing in the first half of 2023 before stalling in Q3 2023 and dipping in Q4. But looking at year-over-four-year (Yo4Y) visits suggests that the drop may be due to the challenging comparison to an unusually strong period rather than to any drop in demand for auto parts. Last year’s visits to both AutoZone and O’Reilly Auto Parts were significantly higher than the chains’ 2019 baseline, with Q4 2023 visits exceeding Q4 2019 levels by 11.9% and 22.6% for AutoZone and O’Reilly Auto Parts, respectively.
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The pattern continued in January 2024, with visits to AutoZone and O’Reilly significantly higher than they were pre-pandemic, but slightly lower on a YoY basis. But the Q4 2023 YoY visit gaps narrowed for both chains, and used cars are still outselling new vehicle and fueling demand for car parts – so visits to the space are likely to remain strong in 2024.
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Analyzing the demographic data of visitors to O’Reilly Auto Parts and AutoZone reveals that both companies succeeded in staying far ahead of their pre-pandemic visit baseline despite attracting a large number of visitors from lower-income households. In 2023, the median household income (HHI) within the two chains’ potential market* trade area was lower than the nationwide median of $69.5K/year, while the median HHI in the captured market trade area was even lower.
The income level of AutoZone and O’Reilly Auto Parts’ visitor base may help explain the chains’ Yo4Y strength and the YoY lags. With prices for used cars still significantly higher than they were in 2019, budget-conscious consumers are likely looking to patch up their existing rides instead of trading them in for newer vehicles – which could explain the sustained Yo4Y growth. At the same time, the ongoing inflation is likely straining this segment’s available funds, which may account for the YoY dips towards the end of 2023.
*A chain’s potential market refers to the population residing in a given trade area, weighted to reflect the number of households in each Census Block Group (CBG) comprising the trade area. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
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When focusing on the trade area median HHI, the visitor base of AutoZone and O’Reilly Auto Parts looks nearly identical. But looking at the psychographic makeup of the two brands’ trade areas highlights differences between the companies. Using the Experian: Mosaic dataset to analyze the audience segments in the chains’ trade areas revealed that AutoZone tended to attract more city-based visitors, while O’Reilly seems to draw more small-town and rural households. Data from the Spatial.ai: PersonaLive’s dataset supports this pattern – and the success of both chains indicates that there is plenty of demand for car parts across a variety of audience types.
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As both companies continue to expand, location intelligence indicates that there is plenty of demand for car parts to go around.
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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.
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.
