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About the Mall Index: The 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.
In April 2024, YoY mall visits slowed following two months of positive visit growth. For Indoor Malls, the decline was marginal – and Open-Air Shopping Centers saw visits remain on par with last year’s levels. But Outlet Malls saw a significant drop of 6.5% in visits.
Although at first glance this slowdown may suggest a resurgence of the retail challenges that plagued much of 2022 and 2023, a deeper dive into weekly visit trends paints a much rosier picture.

Indoor Malls and Open-Air Shopping Centers experienced robust YoY visit increases every week of April 2024 and into May, with the sole exception of the week of April 8th. This isolated drop appears to be due to a calendar discrepancy: In 2023, Easter fell on April 9th, while in 2024, the holiday fell on March 31st. So the week of April 8th, 2024 is being compared to the week immediately after the holiday (including Easter Monday) when malls likely experienced heightened activity due to gift returns and pent-up demand following holiday store closures. Though Easter Monday isn’t an official holiday in the U.S., many people likely take the day off – giving them more time to hit the stores.
Outlet Malls, which saw a steeper decline during the week of April 8th, appear to have been particularly impacted by the Easter calendar difference – shoppers may be especially likely to make the trek to an outlet mall on a holiday weekend, or on Easter Monday. But Outlet Malls also saw their positive momentum quickly recover.
The continued rise in weekly YoY mall visits signals continued retail strength into the spring of 2024.

Holiday retail foot traffic is typically characterized by two main spikes: a pre-holiday visit spike evident in the days preceding the holiday, and a post-holiday uptick driven largely by gift returns and pent-up demand after stores reopen. The Monday after Easter follows this pattern – and comparing this year’s post-Easter visit spike to the one observed in 2023 provides further evidence of the category’s resilience.
On Monday, April 1st, 2024 – the day after Easter – Indoor Malls, Open-Air Shopping Centers, and Outlet Malls all drew significantly more visits than on an average Monday. And this year’s post-Easter visit spikes – ranging from 22.5% to 27.8% – were even more impressive than last year’s. Outlet Malls, which may be more likely to draw visitors on the day after Easter, saw the biggest post-Easter visit spikes.
All three mall types also saw more absolute visits this year on the day after Easter than they did in 2023 – with April 1st, 2024 foot traffic to Indoor Malls, Open-Air Shopping Centers, and Outlet Malls up 8.7%, 12.3%, and 6.7%, respectively, compared to April 10th, 2023.

Weekly YoY visit data and post-Easter foot traffic trends show that malls remain on an upward trajectory. As inflation continues to ease, malls may regain some leverage and can potentially attract crowds more readily than they did in 2023.
For more data-driven retail insights, visit our blog at placer.ai.
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Off-price apparel chains continue to drive traffic in 2024. We dove into the latest location analytics for four of the largest brands – T.J. Maxx, Marshalls, Ross Dress for Less, and Burlington – to take a closer look at these retailers’ foot traffic growth and evolving visitor bases.
The off-price sector started off 2024 strong, with the four off-price leaders – T.J. Maxx, Marshalls (both owned by TJX Companies), Ross Dress for Less, and Burlington – consistently outperforming the wider non-off-price apparel segment. YoY visits to the four brands were also mostly positive for the period analyzed, in part thanks to the companies’ ongoing expansions.

Diving into the demographic composition of the four chains’ trade areas reveals that there are many formulas for success in the off-price space. And while some companies have found success by attracting families looking to stretch their budgets, others are growing their visits by drawing singles looking to stock up on the latest styles without breaking the bank.
T.J. Maxx and Marshalls – where YoY Q1 2024 visits grew 8.9% and 7.9%, respectively – both have relatively large shares of one-person households in their trade areas. Members of these one-person households are typically younger – often belonging to the coveted Gen-Z demographic – and TJX C.E.O. Ernie Herrman has emphasized the company’s success among this audience segment as an important growth driver.
Meanwhile, the 1.1% YoY increase in overall visits for Ross Dress for Less in Q1 2024 seems driven by the chain’s popularity among families – 28.4% of the chain’s captured market consists of households with children. And Burlington achieved its Q1 7.6% YoY visit growth by appealing to both demographics.
It seems, then, that each off-price leader has found a different formula for success by catering to a unique demographic mix.

Over the last several months, off-price apparel chains have outperformed traditional apparel retailers in YoY visits as they expand their real estate footprints. Taking on new territory, off-price retailers drive visits from a unique mix of households with children and singles.
For more data-driven retail insights, visit Placer.ai.

As visits to Superstores continue to rise, we analyzed recent foot traffic data for Walmart, Target, Costco Wholesale, Sam’s Club, and BJ’s Wholesale Club and dove into Walmart’s Q1 2024 regional performance.
Wholesale chains – which receive about 20% of all visits to Walmart, Target, Costco Wholesale, Sam’s Club (owned by Walmart), and BJ’s Wholesale Club – generally outperformed classic superstore banners Target and Walmart during the first four months of the year. Visits to all three wholesale clubs analyzed were up every month on a year-over-year (YoY) basis, with Costco maintaining its lead in the space. Some of the success of wholesale clubs may be due to the makeup of their visitor base – Costco, Sam’s Club, and BJ’s tend to serve a large share of consumers from family households, and these may be opting for more buying in bulk in an effort to stretch budgets.
But visits to more classic superstores are also heating up – following a muted performance in January, when an arctic blast kept many at home, foot traffic to Target grew YoY in February, March, and April.
Walmart also experienced visit growth for most of the period, despite the slight dip in April due to calendar shifts: Visits for the superstore giant dropped 8.5% in YoY for the week of April 1st - 8th 2024 compared to the traffic surges of Easter week 2023 (April 3rd - 9th 2023), impacting the overall monthly numbers, but visits returned to growth during the last two weeks of April (4.3% and 4.0% YoY, respectively, for the weeks of April 15th - 21st and 22nd -28th).

And while Walmart’s growth may not be quite as impressive as that of smaller superstores, the company has retained its position as the largest retailer in the U.S. Nationwide, the Walmart banner receives over 60% of all visits to Target, Walmart, Costco, Sam’s Club, and BJ’s, and in most of the south, the superstore’s relative visit share exceeds 70%. In a handful of states – including the retailer’s home state of Arkansas along with Mississippi, Kentucky, West Virginia, and Wyoming – 4 out of every 5 visits to the five superstore chains analyzed go to Walmart.

And even as Walmart optimizes its fleet, analyzing the retailer’s Q1 2024 YoY visit increases by region reveals pockets of major growth throughout the country. In addition to the 2-5% traffic increases across most of the South – where the retailer already dominates the superstore space – Walmart is also posting impressive visit increases in the Northeast, Midwest, and Northwest, with the strongest growth in Minnesota, Wyoming, and the Dakotas.
As budget-strapped consumers continue looking for bargains, the legacy retail giant may still have room to grow even larger in 2024.

Superstore and wholesale club visits are on the rise as U.S. shoppers continue to defy predictions of a consumer spending slowdown while still looking for ways to stretch their budgets.
Will these trends continue as the year progresses?
Visit placer.ai to find out.
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Discount & Dollar Stores have become an important part of the wider retail landscape over the past couple of years, and location intelligence indicates that the category is continuing to gain momentum in 2024. We dove into the data for Dollar General, Dollar Tree, and Family Dollar to understand how these banners are performing and analyze the regional reach of each chain.
Recent visitation data for the major Discount & Dollar Store banners indicates that the category is still on the rise: Monthly visits to both Dollar General and Dollar Tree grew year-over-year (YoY) between December 2023 and March 2024. Dollar Tree-owned Family Dollar – which recently announced the closure of 1000 stores over the next couple of years – also saw its YoY traffic grow in February and March.

With the exception of the week of April 1st 2024 – when the Easter calendar shift caused a regular week in 2024 to be compared to the week of Easter in 2023 – visitation trends remained positive in April, highlighting the ongoing strength of the Discount & Dollar Store category. Even Family Dollar – which has already begun to close stores – saw its numbers remain on par with last year’s visit levels, indicating the ongoing demand for value-priced goods in 2024.

Looking at the Q1 2024 state-by-state relative visit share of the three chains – Dollar General, Dollar Tree, or Family Dollar – reveals some clear regional differences in consumer preferences across states.
Dollar Tree was more popular in the West, with the Dollar Tree brand leading in most western states and the company’s Family Dollar banner receiving the plurality of visits in Wyoming. Dollar Tree was also the most-visited chain in several states on the East Coast, including Maryland, New Jersey, Connecticut, and Massachusetts.
Dollar General, meanwhile, received the majority or plurality of the visit share in the rest of the country.

But although Dollar General does receive a majority of the combined Dollar General, Dollar Tree, and Family Dollar visit share nationwide, the Discount & Dollar Store category does not conform to a “winner-take-all” model. In many states, Dollar Tree’s visit share is just slightly lower than that of Dollar General.
In New York, for example, where Dollar General received 44.6% of the combined visit share in Q1 2024, 38.1% of visits in the same period went to Dollar Tree. And in Florida, where 44.2% of the combined visits to the three banners went to Dollar General, 38.2% of visits went to Dollar Tree. It seems, then, that even in states where Dollar General takes the lead, there is plenty of Discount & Dollar Store demand to sustain multiple players in the space.

Early 2024 data suggests that the Discount & Dollar Store sector is not slowing down any time soon. What will the rest of the year have in store for the space?
Visit placer.ai to find out.

Equinox hit the news this week as they rolled out a new $40,000 per year longevity membership called “Optimize by Equinox.” This program promises to provide a personalized health plan of action that includes personal training, nutrition, sleep coaching, and massage therapy. There will also be biomarker testing in partnership with Function Health and fitness testing. New York City and Highland Park, Texas are the pioneering locations for this program, with more to come. Placer took a look at the Highland Park location as well as one on Greenwich Ave in New York City. The Highland Park location has shown extraordinary year-over-year growth, with each month of the year showing increases compared to the prior year. The New York City location is a bit more mixed but had a strong showing year-over-year last fall and at the beginning of 2024.
A 2023 survey by A/B Consulting and Maveron VC suggested that almost half (46%) of people earning over $250,000 would spend the majority of their discretionary income on trying to improve health and longevity, compared to only 34% of people earning under $50,000. Bryan Johnson is a tech millionaire who is often in the press with his latest experiments at reversing aging. From routine MRIs to frequent sampling of bodily fluids, he is a rare example of what one might do to try to live forever if one had nearly unlimited means to do so. While not all of us have millions to spend on unlocking the secrets to the fountain of youth, there’s no doubt that wellness and longevity are top of mind for many people, be it endeavoring to walk 10,000 steps a day or aiming for a rainbow diet. Looking at Equinox in Highland Park in Dallas, TX we see that indeed, this wealthy enclave is an apt location to pioneer this longevity offering. In the true trade area capturing 70% of visits, more than 3 in 10 have a household income exceeding $200K.

The Spatial.ai PersonaLive dataset further cements the fact that the top visitor segments are a group with higher-than-average discretionary incomes, such as Young Professionals, Educated Urbanites, Sunset Boomers, and Ultra Wealthy Families.

Additional data from the AGS Behavior & Attitudes dataset indicates that among those living in trade areas comprising 70% of visits to the Highland Park Equinox, many are indeed health-oriented, over-indexing on behaviors such as exercising (index 122), being yoga enthusiasts (index 168), and utilizing mobile app fitness trackers (index 160). However, they tend to under-index on getting regular medical checkups (index 86) - which is exactly where Optimize could fit in with its frequent testing and personalized approach. In addition, this particular location might want to take advantage of the clamor for pedicures (index 137) and manicures (index 147) and consider increased retail media network exposure due to enthusiasm for health info from TV (index 159).

Of all the specialty retail sectors, baby has been one of the most interesting to watch over the past few years for a few reasons. The industry is closely tied to a specific consumer life stage, and the CDC recently reported that the birth rate in the United States declined 2% in 2023, reaching the lowest rate recorded. If fewer consumers enter the family formation life stage, or have fewer children, the pool of potential visitors for retailers to draw from slowly dries up. The industry also faced massive disruption over the past year with the bankruptcy of Bed Bath & Beyond and the shuttering of its buybuy Baby chain last summer. The buybuy Baby closure marked the end of the large specialty baby chain sector in the retail industry, with the category facing the bifurcation of sales and traffic between big box retailers + Amazon and small independent specialty retailers.
Still, there have been some signs of life for baby-based retail despite the headwinds. Babylist, a popular online registry tool, launched its first brick-and-mortar outpost in Los Angeles last year. Buybuy Baby’s new owners reopened 11 locations in late 2023, concentrated in New England and the Mid-Atlantic. Then, in March, Kohl’s announced its partnership with WHP Global to bring Babies“R”Us to its stores. The Babies“R”Us shop-in-shop format receives a lot of positive momentum from both the Sephora at Kohl's partnership as well as the Toys“R”Us & Macy’s partnership; both predecessor collaborations have been rolled out to a majority, if not all, doors.
This week, we learned of the 200 initial locations receiving the Babies“R”Us (BRU) concept this summer, which will receive a wide assortment of hardgoods and softgoods, and be positioned next to the children’s apparel department. This new partnership is no doubt a continuation of Kohl’s strategy to attract and retain younger visitors, and the Babies“R”Us model can hopefully help the retailer hold onto Sephora shoppers as they enter the family formation period. Another likely goal is to steal some market share away from the mass merchants dominating in baby and lure some former buybuy Baby shoppers.
According to Placer.ai data, The Babies“R”Us + Kohl’s locations performed similarly to the total Kohl’s chain in 2024, with both chains showing visits down 23% year-over-year. The Babies“R”Us + Kohl’s locations do have a slightly higher visitor median household income of $84k compared to the total chain at $81K, which supports the notion that the Sephora & Babies“R”Us partnerships are meant to bring premium offerings to the typical store.
The partnership launch, as mentioned above, is a clear offensive move to capture some of the former buybuy Baby business in the areas where the locations did not reopen. Using Placer’s location analytics, we compared a national subset of 16 former buybuy Baby locations to the newly announced Babies”R”Us + Kohl’s locations. Looking at the visit demographics between the Kohl’s locations in the first four months of 2024 and the former buybuy Baby locations in 2023, it’s clear that Kohl’s attracts a suburban family and more mature consumer base, as where buybuy Baby locations were a stronghold with young urban singles and young professionals. Kohl’s may have an opportunity to attract new or existing grandparents to the partner stores, but will need to use the Sephora angle to attract younger consumers who may also be looking to start a family in the next few years.
Kohl’s is also betting big on the East Coast, with a number of partnership stores located in New York, New Jersey, Pennsylvania and Massachusetts. A few of these locations are in direct competition with the newly reopened buybuy Baby locations and will create some fascinating local competition. In the Boston metro area, there are both a Kohl’s and buybuy Baby location within 9 miles of each other but have local differences that may benefit Kohl’s entry into the market. Kohl’s has a median household income of about $30k more than visits to buybuy Baby and also captures more loyalty, with more loyal visits than buybuy Baby throughout the first four months of 2024.
This particular Kohl’s location has a smaller disparity to buybuy Baby in attracting young professionals, but it also attracts wealthier and more mature visitors that once again may translate into attracting parents and grandparents. 22% of buybuy Baby’s trade area overlaps with Kohl’s and the two share 11 square miles of overlapping trade area, so it will be interesting to see how Kohl’s can pull visits away from the competition.
As 2024 progresses, Kohl’s opens its partnership locations, baby retail will hopefully find its footing and provide retail solutions for potential and new parents. E-commerce has filled the void for baby registry services, but brick-and-mortar retail still holds a lot of importance for parents. Baby specialty retail is essential to the success of baby products and brands, and there is a lot of white space opportunity in the category for retailers to emerge to take share. Consumers, even if there are fewer of them, need experiences and solutions provided by retailers, and baby retail is a cautionary, but optimistic tale for other specialty sectors for the remainder of the year.

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.
