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Big Lots – the big-box discount store offering everything from snacks to higher-ticket items like furniture and mattresses – recently announced a major rightsizing initiative. Against the backdrop of declining sales, the company disclosed its intention to shutter up to 315 stores in coming months.
We dove into the data to explore some of the factors that may be impacting Big Lots’ store closure decisions – and to see which chains stand to benefit the most from Big Lots’ big move.
Store closures mean major markdowns – and the some 280 Big Lots locations already slated to close are drawing crowds with big sales. Analyzing monthly visit fluctuations at Big Lots shows that the shuttering locations experienced an impressive 19.2% month-over-month (MoM) visit spike in July 2024, even as the chain as a whole saw just a 1.9% uptick. Customers, it seems, are flocking to the stores on the chopping block to snag high-ticket items at even steeper discounts.

Rightsizing is all about fleet optimization – trimming underperforming locations and retaining those stores best equipped to meet the needs of a chain’s evolving customer base. And identifying common denominators among stores slated for closure can shed light on the considerations informing a retailer’s rightsizing strategy.
Analyzing the median household incomes (HHIs) of Big Lots’ closing locations' captured markets shows that the retailer is shuttering stores that serve more affluent consumers than the chain as a whole. Nationwide, for example, Big Lots drew visitors from areas with a median HHI of $65.5K in H1 2024. But the Big Lots slated for closure drew shoppers from areas with a median HHI of $73.5K. This pattern repeated itself across major markets where Big Lots is reducing its footprint – including Ohio, Florida, Washington, California, and Arizona.
Big Lots has noted a revitalization strategy focused on value and even more extreme bargain offerings. And the decision to shutter stores in more affluent areas may reflect a move by the retailer to lean into its core audience of price-conscious shoppers – though higher HHI customers can still benefit from the chain’s value offerings.
As Big Lots reduces its fleet, shoppers will naturally seek out alternatives. But which chains are best poised to reap the benefits? Cross-shopping data shows, unsurprisingly, that the vast majority of Big Lots visitors also frequent superstores – especially Walmart. In Q2 2024, a whopping 92.3% of Big Lots visitors nationwide stopped by a Walmart – compared to 52.7% for Target and just 20.8% for Costco.
But shopping behaviors vary significantly between regions. And zooming in on California, where Big Lots plans to close a majority of its 109 locations, paints a different picture. Golden State Big Lots shoppers, to be sure, also visit Walmart in high numbers (74.6% in Q2 2024). But they are much more likely than nationwide visitors to the chain to frequent Target and Costco. Given Big Lots’ significant fleet reduction in California, these two chains appear well-positioned to acquire some of this new regional business.

And drilling down even deeper into the habits of California shoppers at Big Lots, Walmart, Target, and Costco shows that of the three retail giants, Costco may be especially well-positioned to benefit from Big Lots’ Golden State closures.
Like Big Lots, Costco draws a high share of visits during the mornings and afternoons – with just over 50.0% of 10:00 AM - 8:00 PM visits taking place between 10:00 AM and 3:00 PM. As Big Lots’ California footprint contracts, some of these mid-day shoppers may hop over to Costco, which is also bustling during these hours.

Rightsizing creates opportunities – both for chains taking proactive steps to optimize their fleets, and for competitors seeking to pick up extra business. How will Big Lots’ big rightsizing move continue to play out in the months ahead?
Follow Placer.ai’s data-driven retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Dave & Buster's and Main Event, two leading chains in the eatertainment industry, offer a unique mix of dining, arcade games, and immersive experiences, successfully drawing crowds seeking more than just a meal out.
We took a closer look at the two chains – both of them owned by parent company Dave & Busters Entertainment, Inc. – to see how they are faring as summer winds down.
Dave & Buster’s and Main Event have plenty of games for children – but with extensive drinks menus, they also decidedly cater to adults, offering both groups a much-needed opportunity to kick back, play some games, and enjoy a meal out with friends.
And recent foot traffic data shows that despite challenges, both chains are seeing overall YoY visit increases – partially driven by the chains’ fleet expansions. On a quarterly basis, foot traffic to Dave & Buster’s and Main Event has remained elevated year over year (YoY) since Q3 2023, finishing out Q2 2024 with respective visit boosts of 6.9% and 4.7%.

As prime eatertainment destinations, Dave & Buster’s and Main Event are busiest on weekends – with Saturday evening between 7:00 to 10:00 PM drawing the biggest crowds to both chains.
Between August 2023 and July 2024, 11.9% of visits to Dave & Buster’s and 9.4% of visits to Main Event took place during the Saturday evening time slot. Friday and Sunday also experienced increased foot traffic, with hourly fluctuations reflecting the rhythms of weekend activities: Friday visits picked up between 7:00 and 10:00 PM, as people likely wrapped up their work weeks and headed out to unwind with a drink and some skee ball. Sunday visits followed the opposite pattern, with stronger foot traffic earlier in the day that tapered off towards evening, as people put down their pool cues and got ready for the upcoming week.
But Dave & Buster’s and Main Event are both adept at harnessing special promotions to drive visits on off-peak, weekday hours. Dave & Buster’s famous Wednesdays half-off deals fueled significant visit upticks throughout the analyzed period – so it may come as no surprise that the chain recently stepped up its off-peak offerings with a new all-you-can-eat weekday wings deal. And Main Event, which has long offered a Monday Night Madness promotions, also unveiled a “Summer Season Pass” to encourage weekday visits among its customers.

Visitor behavior to Dave and Buster’s and Main Event also changes throughout the week. Analyzing the average driving distances of visitors to the two chains shows, unsurprisingly, that people drive further distances to visit the venues on the weekends – when they have more time on their hands.
Between August 2023 and July 2024, 43.9% of weekend visits (Friday to Sunday) to Dave & Buster’s, and 49.7% of weekend visits to Main Event were made by people traveling 10 miles or less to reach the restaurant. On Weekdays (Monday to Thursday), these numbers increased to 49.4% and 55.3%, respectively – indicating that on weekdays, the eatertainment chains are particularly appealing to locals looking for a convenient night out.
But interestingly, it was on weekdays that visitors to the two chains were most likely to come from more than 100 miles away, suggesting that these customers may be on vacation away from home – the perfect time to pop into an arcade mid-week and “unlearn adulthood.”

Dave & Buster's and Main Event Entertainment continue to flourish, attracting weekend crowds and drawing visitors from near and far. Can the two eatertainment chains continue to draw crowds as summer draws to a close?
Visit Placer.ai to keep up with the latest data-driven dining and entertainment trends.

The last several years have seen many Americans relocate to states like Texas, Florida, Montana, and Maine. We checked in with another region of the country that’s become a domestic migration hotspot in recent years – South Carolina – to explore what’s attracting movers to the state.
Analyzing domestic migration trends throughout the United States between June 2020 and June 2024 reveals several regions of the country that have attracted new residents over the past four years. Idaho led the charge with positive domestic net migration of 4.5%, meaning that the total number of people that moved to Idaho from elsewhere in the U.S., minus those that left, constituted 4.5% of the state’s June 2024 population.
And South Carolina – with a thriving economy, a robust job market, and plenty of affordable living – came in a close second, with a net domestic migration increase of 3.5%. Several other Southeastern states also saw a net inflow of relocators – including Tennessee (2.0%), Alabama (0.7%), Georgia (0.5%), Florida (2.4%), and North Carolina (2.1%).

To uncover local trends driving South Carolina’s net migration growth we analyzed the quarterly cumulative migration to several of the state’s largest CBSAs, focusing on the period between Q1 2020 and Q2 2024.
Of the CBSAs analyzed, Myrtle Beach-Conway-North Myrtle Beach saw the most significant influx of new residents – with a whopping 12.9% cumulative net migration as of Q2 2024. With a low cost of living, a vibrant job market, and plenty of access to the outdoors, it may come as no surprise that Myrtle Beach has become the nation’s fastest-growing city and most popular relocation hotspot. The CBSA is also home to The Grand Strand – a collection of unique communities spanning 60 miles of pristine beaches.
The Charleston-North Charleston metro area also experienced substantial cumulative migration between early 2020 and Q2 2024 (4.7%). The CBSA’s primary municipality, Charleston, has been acclaimed as a top destination for relocators, due in part to its rich history, culture, and sense of community. And like Myrtle Beach, Charleston is also on the coast.

And diving deeper into population growth patterns in South Carolina’s Myrtle Beach-Conway-North Myrtle Beach metro area showcases the unique lifestyle that is attracting many new residents. In many regions of the country, suburban areas are experiencing the most substantial population growth. But in Myrtle Beach – and in South Carolina more generally – it is urban areas that are on the rise.
Between June 2020 and June 2024, South Carolina’s urban population grew by 4.3%, compared to 3.3% for suburban communities, and 2.3% for rural ones. Over the same period, urban areas in the Myrtle Beach-Conway-North Myrtle Beach metro area saw a remarkable 9.9% population increase, likely driven by the popularity of hubs like Myrtle Beach and North Myrtle Beach – coveted by lovers of the year-round beach lifestyle. Still, the CBSA’s suburban and rural communities also experienced significant population growth, outperforming statewide baselines.

South Carolina is home to several metro areas seeing positive net migration, and its coastline is one of the most popular regions for new residents. Will these areas continue to see population growth? Which other parts of the country are popular for those taking on relocation?
Visit Placer.ai to find out.

Summer events and concerts are more than just entertainment – they drive community engagement and have a significant economic impact on local businesses.
We took a closer look at the effect of major summer events, like Lollapalooza in Chicago and Governors Ball in New York, on foot traffic to local venues.
The first Lollapalooza – a four-day music festival – took place in 1991. Chicago’s Grant Park became the event’s permanent home (at least in the United States) in 2005, drawing thousands of revelers and music fans to the park each year.
This year, the festival once again demonstrated its powerful impact on the city. On August 1st, 2024, visits to Grant Park surged by 1,313.2% relative to the YTD daily average, as crowds converged on the park to see Chappell Roan’s much-anticipated performance. And during the first three days of the event, the event drew significantly more foot traffic than in 2023 – with visits up 18.9% to 35.9% compared to the first three days of last year’s festival (August 3rd to 5th, 2023).
Lollapalooza led to a dramatic spike in visits to Grant Park – and it also attracted a different type of visitor compared to the rest of the year.
Analyzing Grant Park’s captured market with Spatial.ai’s PersonaLive dataset reveals that Lollapalooza attendees are more likely to belong to the “Young Professionals” and “Ultra Wealthy Families” segment groups than the typical Grant Park visitor.
By contrast, the “Near-Urban Diverse Families” segment group, comprising middle-class diverse families living in or near cities, made up only 6.5% of visitors during the festival, compared to 12.0% during the rest of the year.
Additionally, visitors during Lollapalooza came from areas with higher HHIs than both the nationwide baseline of $76.1K and the average for park visitors throughout the year. Understanding the demographic profile of visitors to the park during Lollapalooza can help planners and city officials tailor future events to these segment groups – or look for ways to make the festival accessible to a wider range of music lovers.
Lollapalooza’s impact on Chicago extended beyond the boundaries of Grant Park, with nearby hotels seeing remarkable surges in foot traffic. The Congress Plaza Hotel on South Michigan Avenue witnessed a staggering 249.1% rise in visits during the week of July 29, 2024, compared to the YTD visit average. And Travelodge on East Harrison Street saw an impressive 181.8% increase. These spikes reflect the festival’s draw not just for locals but for out-of-town visitors who fill hotels across the city.
The North Michigan Avenue retail corridor also enjoyed a significant increase in foot traffic during the festival, with visits on Thursday, August 1st 56.0% higher than the YTD Thursday visit average. On Friday, August 2nd, visits to the corridor were 55.7% higher than the Friday visit average. These numbers highlight Lollapalooza’s role in driving economic activity across Chicago, as festival-goers venture beyond the park to explore the city’s vibrant retail and hospitality offerings.
City parks often serve as community hubs, and Flushing Meadows Corona Park in Queens, NY, has been a major gathering point for New Yorkers. The park hosted one of New York’s most beloved summer concerts – Governors Ball – which moved from Governors Island to Flushing Meadows in 2023.
During the festival (June 9th -11th, 2024), musicians like Post Malone and The Killers drew massive crowds to the park, with visits soaring to the highest levels seen all year. On June 9th, the opening day of the festival, foot traffic in the park was up 214.8% compared to the YTD daily average, and at its height, on June 8th, the festival drew 392.7% more visits than the YTD average.
The park also hosted other big events this summer – a July 21st set by DMC helped boost visits to 185.1% above the YTD average. And the Hong Kong Dragon Boat Festival on August 3rd and 4th led to major visit boosts of 221.4% and 51.6%, respectively.
These events not only draw large crowds, but also highlight the park’s role as a space where cultural and civic life can find expression, flourish, and contribute to the health of local communities.
Analyzing changes in Flushing Meadows Corona Park’s trade area size offers insight into how far people are willing to travel for these events. During Governors Ball, for example, the park’s trade area ballooned to 254.5 square miles, showing the festival's wide appeal. On July 20th, by contrast, when the park hosted several local bands and DJs, the trade area was a much more modest 57.0 square miles.
Summer events drive community engagement, economic activity, and civic pride. Cities that invest in their parks and event hubs, fostering lively and inclusive spaces, can create lasting value for both residents and visitors, enriching the cultural and social life of urban areas.
For more data-driven civic stories, visit Placer.ai.

With summer winding down (sigh!) and undergrads nationwide heading back to campus, we dove into the data to explore consumer behavior in college towns – where students and other university-affiliated communities make up a substantial share of the overall population.
Once again, we focused our analysis on nine CBSAs dominated by the comings and goings of a university-centered community – including Ithaca, NY (Cornell University); State College, PA (Penn State); Bloomington, IN (Indiana University); Lawrence, KS (University of Kansas); College Station-Bryan, TX (Texas A&M); Columbia, MO (University of Missouri); Champaign-Urbana, IL (University of Illinois); Ann Arbor, MI (University of Michigan); and Gainesville, FL (University of Florida). How does college life impact local retail performance? And what lies ahead for popular back-to-college shopping destinations as the school year begins?
We dove into the data to find out.
Retail giants Target and Walmart have been thriving in recent months. And nowhere has this been more true than in college towns, where the two behemoths are popular destinations for college students. Nationwide, college students make up just small percentages of the chains’ customer bases. But in college towns, the picture is very different.
In Q2 2024, STI: Landscape’s “Collegian” segment – a group encompassing currently enrolled college students living both on and off campus – made up a remarkable 19.4% of Target’s captured markets in the analyzed CBSAs. Though Walmart’s audiences in these cities included smaller shares of undergrads, the coveted demographic comprised an impressive 11.4% of its local captured markets.
And superstore locations in the analyzed college towns experienced higher-than-average YoY visit growth in Q2 – showcasing the power of this demographic to drive retail success. Target, for example, saw a 2.6% YoY increase in average monthly visits per location in college towns – compared to 1.4% nationwide. And Walmart followed a similar pattern, with average monthly visits per location up 5.8% in college towns, compared to 4.1% nationwide.

With a strong Q2 2024 under their belts, Target and Walmart both appear poised to enjoy an even stronger back-to-college shopping season. And a look at seasonal fluctuations in visits to the two retailers shows just how important the summer shopping scramble is for retailers in these CBSAs.
Nationwide, Target experiences its biggest monthly visit spike in December, when consumers throughout the country fill up their carts with holiday fare and gifts for loved ones. But in college towns, Target’s August visit spike is even bigger than its December one – as students load up on everything from dorm furniture to school supplies. Walmart, too, experiences a college-town August visit bump outpacing the one seen in the run-up to Christmas.

College students may eat many of their meals on campus – but they also frequent grocery stores, whether to pick up snacks or to buy ingredients for off-campus, home-cooked meals. And like superstores, grocery chains in college towns follow unique seasonal rhythms of their own.
Nationwide, grocery stores tend to see weekly visits peak in November and December. But in college towns, these holiday retail milestones carry less weight, as many collegians head home for Thanksgiving and Christmas. Instead, weekly grocery store foot traffic in these CBSAs reaches its high point in August, when collegians likely converge on stores all at once as they head back to campus.

And taking a closer look at value grocer Aldi – which features locations in all nine analyzed CBSAs – highlights other differences in the shopping habits of college town residents. Aldi has been crushing it in recent months, ranking high on the Placer 100 Retail & Dining Index visit growth lists throughout the summer. Like Target and Walmart, the discount supermarket enjoyed even greater visit-per-location growth in college towns than in other areas of the country.
And comparing Aldi visitation patterns in the analyzed CBSAs to those nationwide shows that in college towns, shoppers tend to do their grocery shopping later in the day. In Q2 2024, some 40.3% of visits to Aldi in college towns took place between 4:00 PM and 8:00 PM – compared to just 37.4% nationwide. And on the flip side, just 27.9% of college town Aldi visits took place in the morning, compared to 30.1% nationwide. Whether because they’re busy attending classes, or because they prefer to (ahem) sleep in, college students appear less likely than others to visit grocery stores in the morning.

Americans spend billions of dollars each year on back-to-college shopping – and this year is shaping up to be no different. For superstores and grocery chains in college towns, recent strong performance offers plenty of reason for optimism as the August shopping bonanza continues.
For more data-driven retail analyses, follow Placer.ai.

Discount and Dollar Stores as a whole had resounding success in Q2 2024. We dove into the data for Five Below and Ollie’s Bargain Outlet to take a closer look at what’s driving the recent foot traffic gains to these discount chains.
Five Below and Ollie’s have been on a growth trajectory for quite some time. In 2023, Five Below opened a company-record 205 new stores, and in fiscal Q1 2024 opened another 61 locations. Ollie’s grew its real estate footprint by 45 locations in 2023 and added 4 new stores in fiscal Q1 2024.
Ollie and Five Below’s visit growth has at least partly been fueled by their growing fleets. In Q2 2024 (April-May), Five Below and Ollie’s saw YoY visit increases of 14.0% and 17.1%, respectively.
And while both brands have plans to continue their physical-world expansions in the near future, a robust digital and social media presence also appears to be part of both Ollie’s and Five Below’s long-term strategies.

An examination of changes in visitor engagement with these two chains indicates that increasing consumer loyalty has been a significant factor for both Five Below and Ollie’s in recent years.
Five Below’s focus on recreational items appears to be a key driver of visitor frequency and visits – especially during the holidays. And visitor frequency is on the rise for the chain. In December 2021 and 2022, the share of visitors that visited Five Below at least twice during the month peaked at 18.3% and 18.2%, respectively. But in December 2023, the share of Five Below’s repeat visitors climbed to 20.1%. This could be due in part to the company’s doubling down on the Five Beyond store-in-store concept, which offers merchandise beyond the chain’s traditional $5 price-ceiling – broadening their offerings and enhancing the treasure-hunting experience. With the addition of a loyalty program next year, Five Below could expect to see an even greater share of frequent visitors.
Meanwhile, Ollie’s closeout business model and recruitment of consumers into its “army” likely encourage frequent visitation to the chain throughout the year. And still-high prices appear to have consumers visiting Ollie’s more often than in previous years, perhaps as they keep their eyes out for bargains on everyday items and home goods to help stretch their dollars.

Visits to Five Below and Ollie’s remain elevated as consumers appear hungry-as-ever for bargains on items that excite and fill everyday needs. Will foot traffic to these retailers remain strong through the second half of 2024?
Visit Placer.ai to find out.

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.
