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About the Placer.ai Mall Index: The Placer.ai Mall Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Mall visits largely rebounded in March following their February drop. Traffic to indoor malls grew 1.8% year-over-year while open-air shopping centers and outlet malls saw their YoY visit gaps narrow to 1.1% and 0.7%, respectively. The rebound may be driven by the slight increase in consumer confidence among younger consumers (under 35 years old) and consumers from households earning over $125K a year – since affluent households are overrepresented in the trade areas of all three mall formats.
Indoor malls’ March YoY visit growth is the latest manifestation of the format’s strength. Between Q2 2023 and Q1 2024, open-air shopping centers led the shopping center space as this format consistently outperformed the other two mall types on a YoY visit basis. But over the past year, indoor malls have led the pack, with YoY visit trends to indoor malls consistently stronger than visitation metrics for the other two formats.
Some of the strength of indoor malls could be attributed to a sort of “survival of the fittest.” Many indoor malls shuttered in recent years, so the malls that remain in operation – such as the top-tier malls in the Placer.ai Indoor Mall Index – may be receiving some of the traffic that may have previously gone to less successful malls. Indoor malls are likely also benefiting from a renewed demand for the indoor mall experience – which could explain the string of recent investments in class B malls – from Walmart’s purchase of the Monroeville mall to Simon’s redevelopment of the Smith Haven Mall.
March 2025 marked the five-year anniversary of the retail lockdowns. And although this past month marked an improvement in visitation trends on a YoY basis, zooming out in time reveals that the pandemic is still having a lingering impact on both the quantity and quality of mall visits across formats.
All three mall types received fewer, shorter visits in Q1 2025 compared to Q1 2019, with outlet malls seeing the largest drop in both visit numbers and visit duration. Open-air shopping centers experienced the strongest recovery in terms of visit numbers – Q1 2025 traffic was just 2.0% lower than in Q1 2019 – while visit duration fell 4.4%. Indoor malls saw the strongest rebound in visit duration, with Q1 2025 visits only 2.9% shorter than pre-pandemic – but visit numbers were down 7.4%. So despite the resilience of open-air shopping centers and the recent visit gains of indoor malls, the shopping center industry still has a ways to go before visitation patterns return to pre-COVID levels across the board.
As the industry looks beyond the five-year mark, the future of malls will likely depend on adaptability. Operators who can balance digital integration, experiential offerings, and responding to shifting consumer preferences will be best positioned to thrive in a post-COVID retail environment.
While the positive March visit data offers a degree of optimism for the mall industry, it's crucial to acknowledge that the sector is still navigating the long-term effects of the pandemic, characterized by fewer and shorter visits compared to pre-2020. At the same time, the recent success of indoor malls suggests a potential shift in consumer preferences or a concentration of traffic in stronger locations, highlighting the ongoing evolution of the retail landscape. Moving forward, the resilience and future success of malls will likely hinge on their ability to adapt to changing consumer behaviors and integrate innovative strategies that enhance the overall shopping experience.
Consumers are as interested as ever in heath-conscious eating, and many are turning to protein-packed diets to meet their fitness and wellness goals. We took a closer look at two retailers making a name for themselves in the high-protein, health-centric food space – Wild Fork Foods and Clean Eatz.
Wild Fork Foods is a paradise for meat and seafood lovers. The chain, which boasts nearly 60 locations nationwide, is at once a grocer, specialty products purveyor, and prepared foods destination. While much of Wild Fork’s product selection is frozen-meat-centric, the chain also offers a robust array of prepared foods.
And consumers seem to be resonating with the brands’ offerings – foot traffic to Wild Fork Foods consistently outpaced overall grocery visits, with YoY visits 33.8% higher in February 2025 than in February 2024, while overall grocery visits dropped by 1.7%. While some of this visit growth can be attributed to an increase in locations, Wild Fork’s strong performance bodes well for the brand.
Clean Eatz takes a different approach with its product offerings. While the chain boasts an on-site cafe, its real strength lies in its prepared meals and meal kits, which can be ordered individually or as part of full meal plans for the week. Each plan includes detailed nutrition information, making the chain an ideal option for those looking to take their diet to the next level.
This health-centric approach seems to be resonating with visitors, with Clean Eatz foot traffic outperforming the fast-casual restaurant segment in all months analyzed. And like Wild Fork, Clean Eatz has expanded over the past year, opening 14 locations between Q3 2023 and Q3 2024.
While Wild Fork and Clean Eatz share similarities in foot traffic trends and expansion efforts, a closer look at visitor demographics reveals key differences that highlight their respective strengths.
Compared to Wild Fork, Clean Eatz receives more of its traffic during the weekday – 77.3% of Clean Eatz’ visits take place on Monday through Friday, in contrast to Wild Fork’s 62.6%. Similarly, a higher share of Clean Eatz visitors visit the chain on their way to or from work – 14.9% and 10.0%, respectively – compared to Wild Fork’s 7.8% and 4.8%.
This suggests that Clean Eatz has become a convenient meal option for busy weekdays, while Wild Fork primarily attracts shoppers making planned stock-up trips.
Examining demographic data reveals additional distinctions between Wild Fork and Clean Eatz’ customers beyond their shopping preferences. While both chains draw visitors from trade areas with relatively high median household incomes (HHI), Wild Fork’s captured market skews wealthier, with a median HHI of $106.3K, compared to $83.9K for Clean Eatz.
Wild Fork’s trade area also includes significantly more "Near-Urban Diverse Families" – middle-class households living in or near cities – while Clean Eatz thrived with suburban audiences, capturing a higher share of the "Blue Collar Suburbs" Spatial.ai: PersonaLive segment.
These differences highlight that there is plenty of room within the prepared foods segment for a wide range of concepts. By aligning their offerings with customer preferences – perhaps by expanding into suburban markets or focusing on premium selections – retailers can carve out their own space and thrive.
Wild Fork and Clean Eatz are making names for themselves in the prepared food and gourmet grocery spaces. By tailoring their offerings to different consumer preferences, they’ve proven that multiple concepts can thrive within the high-protein food segment.
Will the space continue to evolve? Visit Placer.ai to find out.
Eatertainment concepts have grown in popularity as consumers continue to prioritize experiences. We dove into the latest location intelligence for one of the leaders in the space – Dave & Buster’s – to explore the consumer behavior and demographics behind its foot traffic growth.
Throughout the first three quarters of 2024, visits to Dave & Buster’s increased year-over-year (YoY), likely due to an emphasis on remodels aimed at improving the entertainment and dining experience, as well as the brand’s continued expansion. And though the chain experienced a moderate visit gap in Q4 2024, it finished out the year with an overall 3.0% YoY increase in visits. Visits to the chain in 2024 were also up 4.7% when compared to 2019 (pre-pandemic) – an impressive showing given the headwinds that have plagued the wider full-service restaurant space in recent years.
Although visits to Dave & Buster’s have lagged YoY most weeks in 2025 so far, this may have more to do with severe weather experienced in large parts of the country than with a sustained decrease in demand for the chain. Indeed, during the week of March 17th, 2025, visits increased YoY, highlighting the popularity of March Madness and Dave & Buster’s spring break promotions – and perhaps signaling a positive start to the chain’s busy spring season.
In 2024, Friday through Sunday accounted for a large share of Dave & Buster’s visits (62.7%), but compared to 2023, the days with the greatest increases in foot traffic were Monday (8.2%), Tuesday (8.0%), Thursday (6.8%), and Wednesday (5.3%). Meanwhile, Friday and Saturday traffic increased by only 1.8% and 1.0% respectively, and Sunday visits were flat YoY. So although the chain received a majority of its visits on weekends (Friday-Sunday), most of its YoY visit growth came from weekday visits.
This validates Dave & Buster’s promotional strategy of incentivizing weekday visits when locations can leverage available capacity.
Dave & Buster’s focus on weekday promotions has likely resonated particularly well with its core audience – consumers with median household incomes (HHIs) slightly below the nationwide baseline. For many middle-income Americans, the chance to indulge without overspending is crucial in a time of rising prices and economic uncertainty, and Dave & Buster’s has effectively met their needs with its discounted midweek food, drinks, and gameplay options.
But in addition to young singles and cost-conscious families (such as the “Family Union” segment, encompassing middle-income, middle-aged families in blue-collar occupations), the brand also appeals to several more affluent consumer segments. In 2024, Dave & Buster’s captured market featured higher-than-average shares of both the “Suburban Style” and “Flourishing Families” segments, which include different groups of affluent, middle-aged couples and families. This broad appeal across a diverse range of consumer groups positions the brand on solid footing as it continues to navigate a challenging economic environment.
Dave & Buster's has seen increased customer traffic, likely due to strategic renovations and an expanded footprint. While weekend visits remain dominant, weekday growth indicates successful promotional efforts that resonate with diverse consumer groups.
For more data-driven consumer insights, visit Placer.ai.
Forget water, soda, or tea – coffee reigns supreme in the United States. A recent study reveals that coffee surpasses even water as the nation's most consumed beverage. This continued demand is fueling a robust coffee shop sector that continues to thrive despite economic headwinds.
We took a closer look at industry-wide trends to understand how the segment is performing.
The coffee segment has seen consistent visit growth over the past few years, demonstrating remarkable resilience – a trend fueled by steady consumer demand. Analyzing the baseline change in quarterly visits from Q1 2019 underscores this growth – and also reveals distinct seasonal patterns.
Visits to coffee shops plummeted during the pandemic, as consumers hunkered down at home and many independent coffee shops went out of business – but swiftly rebounded as consumers sought affordable luxuries and a sense of normalcy. Between 2021 and early 2024, coffee foot traffic continued to climb, as chains from Starbucks to Dutch Bros expanded their footprints. The visit growth followed a fairly predictable seasonal rhythm, slowing in the first quarter of the year and peaking in Q4. But though visits in Q4 2024 were slightly higher YoY, they remained relatively flat compared to Q2 and Q3 2024, possibly signaling that the industry may be reaching a plateau.
Looking at the data by region reveals that coffee shop visit growth has been widespread throughout the country, with most CBSAs experiencing growth relative to 2023.
Some areas – like parts of the Midwest and South – experienced especially pronounced growth, suggesting heightened interest in coffee chains in these regions. Coffee visit growth in the South in particular may be partially a reflection of greater market penetration following chain expansions and inflows of domestic migration over the past several years. And while some areas of the country saw YoY declines, most CBSAs saw continued growth, highlighting the consistent appeal of coffee chains across a wide range of markets.
There are hundreds of coffee shops nationwide catering to every kind of coffee drinker – from chains with 2-3 locations specializing in artisanal blends to major players like Starbucks and Dunkin'. And diving into the visit split between small, mid-sized, and large coffee chains shows that mid-sized coffee chains – many of which are drive-thru focused – are gradually claiming a greater share of the market.
Between 2019 and 2024, the share of visitors to mid-sized coffee chains grew from 10.8% to 17.6%. Some of this growth can be attributed to Dutch Bros’ ascendance – but other fast-growing coffee chains like BIGGBY Coffee are contributing to this growth.
Smaller coffee chains also saw their visit share increase, albeit more modestly, from 3.2% in 2019 to 4.4% in 2024. This trend suggests that, while Starbucks and Dunkin' continue to dominate, there remains plenty of room – and interest – for smaller, independent chains to thrive.
Indeed, diving into visitor behavior at small, mid-sized, and large chains highlights the distinct niches these segments effectively fill. Between 2023 and 2024, short visits (<10 minutes) increased more than longer visits at mid-sized and large chains, while large chains actually saw a drop in longer visits, likely a result of increased emphasis on drive-thru and mobile ordering.
Meanwhile small chains saw a greater YoY increase in long visits (+13.4%) than in short ones (+9.1%), suggesting that smaller coffee shops are increasingly filling the niche of a relaxed, destination-oriented experience.
These shifts highlight the different needs that coffee shops can fill within a community, with some offering speed and convenience, while others can meet the desire for a relaxed and personalized coffee experience.
The success of the overall coffee segment highlights the continued consumer demand for affordable luxuries even as economic uncertainty persists, and the benefits of a diverse market that accommodates different visitor needs.
Will the coffee segment continue to thrive into 2025? Visit Placer.ai for the latest data-driven dining insights.
College students make up a small portion of the U.S. population, but they wield an outsize influence in the consumer market. Despite being notoriously budget-conscious, collegians value enjoyment and willingly splurge on experiences. And as tomorrow’s affluent consumers, today’s college students can deliver big future rewards for brands that successfully build lasting relationships with the segment.
So with spring break upon us, we dove into the data to see how today’s college crowd allocates its dining dollars. Where do they like to eat out? And how can brands best cater to their preferences?
Tight budgets notwithstanding, students are always on the hunt for delicious treats that don’t break the bank. And while overindulgence in beer and pizza traditionally led to the dreaded “freshman fifteen”, location analytics show that today’s college students are a bit more discerning. They balance cost with a desire for elevated experiences – while also prioritizing healthier options.
Against this backdrop, it may come as no surprise that fast-casual chains hit the college sweet spot between indulgence and affordability. In 2024, the share of STI:Landscape’s “Collegian” segment in the captured market trade areas of fast-casual chains nationwide stood at 54% above the nationwide baseline – meaning that this demographic’s representation among fast-casual’s visitor base was 54% above average. Specialty drinks – think healthful smoothies, boba teas, and juices – also stood out as particularly popular among the college crowd. Meanwhile, the share of college students in the captured markets of full-service restaurants (FSR), traditional coffee spots, and quick-service chains (QSR) was significantly lower – though still on par with, or slightly above, the nationwide baseline.
Within the specialty drink and fast-casual segments, certain chains attract a particularly strong college following, including Noodles & Company – which likely draws students with its unique twist on comfort foods like mac and cheese. Playa Bowls and Kung Fu Tea are also especially popular among undergrads on the hunt for wholesome, convenient pick-me-ups.
Even within categories that typically see fewer college patrons, such as FSR and QSR, select brands maintain a strong hold on this market. Wine club Postino and KPOT Korean BBQ & Hotpot – both of which offer elevated, unique experiences that deliver plenty of bang for the buck – are popular among collegians. Several mass-market FSR and QSR chains, including Waffle House, Texas Roadhouse, The Cheesecake Factory, Chili’s Grill & Bar, Raising Cane’s, Culver’s, Papa John’s Pizza, and Taco Bell also draw significantly higher-than-average college crowds. And within the coffee space, chains like Dutch Bros, and Scooter’s Coffee that offer specialty beverages like smoothies and energy drinks pull in above-average shares of college crowds.
How do college students interact with the dining brands they love? Zooming in on college town venues that cater specifically to the student crowd can shed light on the unique eating-out behaviors of this demographic.
Nationwide, the share of college students in coffee shops’ captured markets is just over the segment’s overall share in the population (+6%). But Starbucks locations near college campuses are positively teeming with students. A remarkable 81.9% of the captured market of the Starbucks near Indiana University, for example (on S. Indiana Ave in Bloomington, IN), belonged to STI:Landscape’s “Collegian” segment in 2024 – 5386% above the national average. Similar patterns were observed at locations near Texas A&M University and Penn State, where the segment made up 70.3% and 61.3%, respectively, of the locations’ visitor bases.
And these students tended to linger far longer than visitors to other Starbucks locations, either to study or hang out with friends – between 28.0 and 34.0 minutes on average, compared to 14.1 minutes for the chain as a whole.
Students also crave quick bites to power them through late-night study marathons and parties. Although most Taco Bells are busiest in the afternoons and early evenings, the one on S. Providence Rd. in Columbia, MO (near Mizzou) – with 68.5% of its market composed of “Collegians” – saw nearly half of visits take place after 8:00 PM last year. The same pattern held true at Taco Bell sites near the University of Florida in Gainesville and Texas A&M in College Station.
Collegian consumer activity typically peaks in August, when back-to-school shopping surges. And this holds true for college town restaurants as well. In 2024, visits to Chili’s locations serving college students – such as the Texas Ave S. location in College Station, TX, where the “Collegian” segment comprises 57.8% of its market – saw a notable visit spike in August. But in December, Chili's busiest month nationwide, things slowed down considerably at the analyzed campus-adjacent locations, as students headed back home for the holidays.
From hearty fast-casual fare to specialty drinks, late-night burritos, and lengthy coffee shop study sessions, college students blend cost-consciousness with a desire for quality and experience. And their loyalty to brands that strike this balance – while catering to their unique preferences and behaviors – can be massive, especially once they leave campus and their spending power grows.
Visit Placer.ai for more data-driven consumer insights.
Why has Old Navy introduced occasionwear? Examining the product selection available at the six brick-and-mortar apparel chains most frequently visited by Old Navy visitors (T.J. Maxx, Kohl’s, Marshalls, Ross Dress for Less, DICK’s Sporting Goods, and Macy’s) can shed light on the apparel needs of Old Navy’s consumer base.
Old Navy shoppers seem to like activewear – all six of Old Navy’s biggest brick-and-mortar competitors in the apparel space carry a large selection of sportswear and athleisure. In fact, the apparel selection at DICK’s Sporting Goods – the fifth most frequently visited chain among Old Navy visitors – is limited to only athletic wear. Old Navy already holds a strong competitive position in this category with its popular activewear collection.
But some Old Navy shoppers may be visiting brick-and-mortar apparel chains in search of the perfect evening dress – five of the top six retailers competing with Old Navy for apparel visits carry evening wear. So expanding its product line to include prom dresses and similar items may help Old Navy recapture some of the traffic lost to competitors from customers in search of occasionwear.
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.
