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Arrowhead Towne Centre in Glendale, AZ recently opened the newest family fun entertainment center with both a ROUND1 Bowling & Arcade as well as a Spo-Cha. Taking over an erstwhile Mervyn’s, the former includes eight bowling lanes, a variety of favorite games like a claw machine, and two party/karaoke rooms. Upstairs is Spo-Cha, short for Sports Challenge, which is an indoor sports complex where one pays a flat fee for 90 minutes to access activities like riding a mechanical bull, batting cages, a trampoline park, basketball, different sport courts, and billiards.
Spo-Cha is currently in five mall locations in the United States, with plans for more. Overall foot traffic at the malls where it’s currently operational has been positive year-over-year for the month of March.
In addition to the mechanical bull, there is also a Kids Spo-Cha climbing gym and obstacle course.

Source: Spo-Cha

Source: Spo-Cha
At an overall chain level, Round1 Entertainment tends to attract Near Urban Diverse Families and Wealthy Suburban Families the most.


Pandemic restrictions ushered in a new age of remote work that slashed commuting and office-wide coffee orders. But the coffee space has adapted to changing consumer behavior, and category leaders – Starbucks, Dunkin’, and Dutch Bros. Coffee – have found success in the new normal.
With Q1 2024 in the rearview mirror, we took a closer look at how visitation to the coffee space has changed since the pandemic.
Over the last few years, Starbucks, Dunkin’, and Dutch Bros have expanded their footprints, helping drive visits in a turbulent retail environment. Notably, visits to all three chains have remained above pre-pandemic levels nearly every quarter since Q2 2021, signifying a rapid and robust foot traffic recovery for the space.
Starbucks and Dunkin’ have both implemented expansion plans recently, with Starbucks focusing on smaller-format stores and Dunkin’ going after non-traditional sites such as airports, universities, and travel plazas. The store fleet growth likely contributed to both chains’ visit increases – in Q1 2024, foot traffic to Starbucks and Dunkin’s was up 14.5% and 9.5%, respectively, compared to Q1 2019.

Meanwhile Dutch Bros.’ physical footprint has grown exponentially since 2019, and the chain is now working on developing its digital footprint, including the rollout of mobile ordering.The company’s aggressive expansion contributed to Dutch Bros.’ significantly elevated visits in Q1 2024 – 177.6% above the Q1 2019 baseline. (The chain’s considerably larger year-over-five-year visit increases compared to Starbucks and Dunkin’ can be attributed to Dutch Bros.’ substantially smaller starting footprint, so that every opening brings a larger visit boost to the chain as a whole.)

Zooming in on visits since the halfway point of 2023 shows that the coffee space’s post-pandemic momentum continued in recent months, with year-over-year (YoY) monthly visits to all three chains positive since the beginning of 2024.
Dutch Bros.’ ongoing aggressive expansion once again gave the Oregon-based chain the largest year-over-year boost, and Starbucks and Dunkin’ also sustained YoY visit growth nearly every month.

Each Coffee Brand Fills a Different Need
The visit growth for the three coffee leaders analyzed shows that there is enough consumer demand to support across-the-board growth in the space. And analyzing the Q1 2024 hourly visit distribution for Starbucks, Dunkin’, and Dutch Bros. reveals that visits to each chain follow a unique pattern – suggesting that every brand plays a unique role in the wider coffee landscape.

Dunkin’ received almost half (47.8%) of its visits before 11:00 AM, indicating that many guests visit Dunkin’ primarily for coffee or other breakfast fare. Starbucks’s guests tended to visit a little later in the day – with 38.5% of Starbucks visits taking place between 11:00 AM and 3:59 PM – so many consumers may be visiting the Seattle-based chain for a midday pick-me-up. Meanwhile, Dutch Bros. saw the largest share of late afternoon and evening visits (between 4:00 and 10:59 PM) relative to the other two chains – perhaps thanks to the chain’s wide variety of non-caffeinated beverages.
The variance in the hourly visit distribution between the three chains shows that the coffee space is big enough for multiple players and bodes well for the three chains’ performance in 2024.
For more data-driven pick-me-ups, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Amid the economic headwinds that plagued the wider dining industry in 2022 and 2023, the QSR and Fast Casual segments offered price-conscious consumers places to treat themselves to affordable indulgences and grab quick meals on the go.
Many of the major chains in this space – including Burger King, Popeyes, Pizza Hut, Taco Bell, and KFC – are brands owned by Restaurant Brands International (RBI) or Yum! Brands. How are these players faring in 2024?
We dove into the data to find out.
Restaurant Brands International, Inc. owns three leading QSR banners – Burger King, Popeyes Louisiana Kitchen, and Tim Hortons – as well as Fast Casual chain Firehouse Subs. And since December 2023, all four chains have experienced mainly-positive year-over-year monthly (YoY) foot traffic growth – with the stark exception of January 2024, when unusually cold weather caused overall dining visits to dip.
The January Arctic Blast did not impact all RBI brands equally: Coffee favorite Tim Horton managed to maintain positive visit growth throughout the first month of the year, perhaps thanks to the chain’s emphasis on hot drinks. On the other hand, YoY visits to Firehouse Subs dropped 8.8% in January 2024 – so although the traffic picked back up in February and March, the brand still finished out Q1 2024 with a minor YoY quarterly visit gap.
Popeyes, for its part, enjoyed a 4.4% quarterly visit bump in Q1 2024, fueled in part by the chain’s fleet expansion. And though Burger King ended the quarter with just a slight overall quarterly visit increase (0.3%), this is likely a reflection of the chain’s rightsizing efforts: In Q1 2024, the average number of visits to each of the chain’s venues increased by 4.3%.

Yum! Brands also owns three major fast food chains – Pizza Hut, Taco Bell, and KFC – in addition to Fast Casual The Habit Burger Grill. And though KFC – which has been focusing on international expansion – maintained a Q1 2024 YoY visit gap, quarterly visits to YUM!’s two biggest QSR banners, Pizza Hut and Taco Bell, were up 4.3% and 3.8%, respectively.

Neither RBI nor YUM! banners are resting on their laurels. Banners at both companies are finding creative ways to drive business, leaning into limited time offers (LTOs) to help customers mark special occasions.
RBI’s Firehouse Subs celebrated leap day – Thursday, February 29th, 2024 – with a special 2-for-1 LTO for customers whose names start with the letters L, E, A, or P. The day of the promotion was the restaurant’s single busiest Thursday between March 2023 and March 2024: Visits were up 21.5% compared to an average Thursday, and about 6.0% compared to an average Friday or Saturday (Firehouse Sub’s two busiest days of the week).
Super Bowl Sunday came this year just two days after National Pizza Day – and YUM!’s Pizza Hut enticed hungry viewers with crowd-pleasing limited time menu offerings. Although many football fans likely ordered their grub online, February 11th, 2024 was still the chain’s busiest day of the past year – with visits up 47.5% compared to a daily average. In the Las Vegas-Henderson-Paradise, NV CBSA, which hosted Super Bowl LVIII, Pizza Hut’s big-day visit spike was an even more impressive 74.1%.

Inflation may have cooled, but food-away-from-home prices remain high – and are likely to continue to increase this year. Against this backdrop, companies like RBI and YUM! that offer hungry consumers affordable ways to fill up and have fun appear poised for success.
Follow Placer.ai for more data-driven dining insights.
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.

McDonald’s and Chipotle are two of the biggest names in the QSR and fast-casual space, with thousands of restaurants to their names and millions of visitors monthly. With Q1 2024 behind us, how are the two chains performing? And what can visitation patterns to McDonald’s new beverage concept, CosMc, tell us about the new chain?
We dove into the foot traffic data to find out.
Foot traffic to McDonald’s has remained consistently strong over the past year, with the chain generally outperforming the wider Quick-Service Restaurant (QSR) and posting positive visit growth almost every month.
As the chain continues to roll out new concepts, like its Krispy Kreme partnership or revamped menu, visits may keep trending in their positive direction.

McDonald’s isn’t limiting its innovation to in-store partnerships and menu tweaks. The company recently launched its first spin-off restaurant, CosMc's, in December 2023 in the Chicago suburb of Bolingbrook, Illinois, and plans to open at least ten stores by the end of the year. CosMc is named after a lesser-known McDonald's character and aims to compete with beverage and coffee-focused chains while meeting the growing demand for an afternoon pick-me-up.

Comparing the Q1 2024 hourly visit distribution for the first CosMc location with that of nearby (within one mile) McDonald’s, Dunkin', and Starbucks locations reveals significant differences in visitation patterns between the concepts. CosMc received the smallest share of 7:00 to 10:59 AM visits – even less than the nearby McDonald’s – while the nearby Dunkin’ and Starbucks received the largest share of morning visits. But CosMc’s saw the largest share of late afternoon and evening visits – 40.2% of CosMc’s visits were between 4:00 and 7:59 PM, compared to 36.4%, 24.7%, and 18.3% for McDonald’s, Dunkin’, Starbucks, respectively. It seems, then, that CosMc’s is creating its own niche: Instead of competing to provide guests with their morning caffeine fix in the already crowded coffee space, the new brand is using its beverage-forward menu and playful snacks to attract guests with the promise of an afternoon pick-me-up.
Since its launch, CosMc has opened three new locations in Texas and plans to continue rolling out the concept across the country. With a strong reception at its first few locations, CosMc is well-positioned to continue capturing afternoon beverage visits.
Tex-Mex powerhouse Chipotle has also experienced strong foot traffic growth throughout the past twelve months, with the chain outperforming the wider Fast-Casual segment in every month analyzed. Some of the visit increase is likely due to Chipotle’s expansion, and the growth is not likely to slow down any time soon – the company plans to add around 300 new locations in 2024.
With the Fast-Casual segment expected to continue growing in the coming year – and with Chipotle’s record of staying ahead of the curve – the fast casual leader is well-positioned to continue driving visits to its restaurants.

Despite industry challenges, McDonald's and Chipotle continue to drive visits and innovate in the QSR and fast-casual dining spaces, and CosMc's is making progress in the competitive QSR beverage space.
Will these dining destinations continue on their upward streaks?
To keep up with these and other data-driven dining insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Wingstop and Shake Shack are on a roll. We dove into recent location intelligence data to understand what is driving success at these two dining leaders.
Texas-based Wingstop and New York-based Shake Shack are growing fast. Over the past twelve months, both chains outperformed the fast casual segment and posted impressive traffic increases – in March 2024, visits to Wingstop and Shake Shack were up 25.6% and 32.6%, respectively, compared to March 2023.
Some of the visit strength is likely driven by the chains’ recent expansion. Last year, Wingstop opened around 200 of its almost 2000 U.S. locations, while Shake Shack opened around 40 new restaurants domestically for a total of more than 300 locations in December 2023.

A rapidly expanding footprint is not the only factor driving success for these fast casual leaders. Location intelligence suggests that both chains attract visitors looking for a more leisurely dining experience, which could be helping Wingstop and Shake Shack stay ahead of the competition.
Compared to the average fast-casual dining venue, Wingstop and Shake Shack receive fewer visits during the lunch rush (12:00 to 2:59 PM) when diners are looking for a quick bite to eat before returning to work. Instead, the two chains attract a larger share of visits in the evening hours (between 7:00 and 9:59 PM) – when guests tend to have more time to savor their meals. Both chains also receive a relatively sizable portion of their visits on weekends, when patrons have more time to linger on premises.
And the data indicates that Shake Shack and Wingstop visitors do indeed linger longer than the average fast casual patron: Over half of visits to Wingstop and almost two-thirds of Shake Shack visits last longer than 15 minutes, compared to just 48.2% of visits lasting 15+ minutes for the wider fast casual segment.
It seems, then, that consumers are not just visiting Shake Shack or Wingstop for a burger and shake combo or a platter of steaming wings. The data suggests that many guests are also visiting these chains during more leisurely times when they can focus on the dining experience and take in the chains’ atmosphere.

As the companies continue to expand into new markets and deepen their reach in existing ones, the willingness of consumers to dedicate evenings and weekends to eating at Shake Shack and Wingstop bodes well for these chains in 2024 – and beyond.
For more data-driven dining insights, visit placer.ai/blog.

We recently looked at where the home improvement retail category stood after 1Q 2024, noting that industry had seen improved visit trends and that we could see continued momentum in the second half of 2024 as housing turnover picks up. As a follow up to that analysis, we thought we’d examine a wider range of retailers in the home improvement retail category. Below, we’ve presented year-over-year visitation trends for the top retailers in the home improvement category in terms of visits. While Home Depot and Lowe’s are down on a year-over-year basis, we see that a number of smaller box chains like Harbor Freight and Ace Hardware are seeing year-over-year visits (Large-box Menards has also been relatively strong).
The trend of smaller box home improvement retailers outperforming has actually been going on for a while. Below, we show share visit data from 2017-2023 for the largest home improvement retailers. Here we also see big gains from Ace Hardware and Harbor Freight
What explains these trends? We believe a lot of it boils down to store expansion and migration trends. Both chains have been growing. We discussed Ace Hardware’s unit growth plans back in November 2022, with the chain reaching 5,800 stores globally (and more than 4,700 in the U.S.) after opening 160 locations in 2022 and 170 in 2023. We’ve also called out Harbor Freight’s recent growth–it was one of the reasons we named it to our Top 10 Brands to watch list this year–and the chain now operates almost 1,500 locations across the U.S. Below, using Placer’s new Map Studio feature to plot Harbor Freight and Ace Hardware locations nationwide. We see a heavy concentration of stores in the Eastern U.S. for both chains.
We’ve also presented a map from Placer’s Migration Report below showing population percentage growth from January 2020 to January 2024 at the market level. Green dots represent markers that have seen permanent population growth, while red represents markets that have seen population declines.
Examining the two maps together sheds some light on the success of Harbor Freight and Ace Hardware–they have a high degree of overlap with some of the highest growth markets in the U.S. We’ve covered the migration of consumers to these markets in the past, including markets have populations smaller than 500,000 people and often under 200,000 individuals. Here, having a smaller format box is an advantage for chains like Harbor Freight and Ace Hardware. Home Depot and Lowe’s both average more than 100,000 square feet per store, which can be difficult to justify in a smaller population market. However, the average Harbor Freight store is 15,000-16,500 square feet and the average Ace Hardware is 10,000 square feet (although ranging between 3,000 and 30,000 square feet). This has allowed both chains to tap smaller markets where much of the population (and household income) has transferred to.
Not surprising, we’ve seen a flood of announcements about retail chains planning to adopt smaller store formats over the past few months. We’ve previously discussed examples across a number of retail categories, including home furnishing (Arhaus and Ethan Allen) and department stores (Bloomie’s), but there has been a notable uptick in announcements from retailers unveiling smaller format stores, including Best Buy, Macy’s, and Whole Foods. Lowe’s has recognized this trend, announcing plans to more aggressively open stores in rural markets.
At a time when it’s more expensive for retailers to operate physical stores due to higher interest rates, higher rent costs (especially among A malls properties), minimum wage increases and labor scarcity, retailers are looking for any way they can to maximize the returns on their store properties, including retail media networks, store-in-store partnerships, and co-branded stores. However, in addition to generating more revenue from ancillary services like advertising or store-in-store partnerships, it’s clear that utilizing a smaller box to address population migration trends has become an increasingly attractive option

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.
