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Over the past few months, we’ve noted how consumers–particularly from lower-income trade areas–have started to migrate from QSR to value-grocers, dollar stores, and convenience stores. Against that backdrop, we wanted to examine visitation trends for QSR chains in the state of California, where a $20 per hour minimum wage law was put in place on April 1 for employees of fast-food chains with more than 60 locations nationwide (with some exemptions for smaller stores at grocery stores, airports, and entertainment venues). This represented a 25% increase from the previous minimum wage for fast-food employees of $16 per hour (which remains the state’s minimum wage for other categories except for workers in healthcare facilities, which also saw minimum wage increased to $20 per hour).
As a result of the minimum wage increase, most chains have raised prices in the region anywhere from the mid-single digits to the midteens. We compared year-over-year visit trends for QSR chains nationwide and California, and it’s clear that the menu price increase is having an impact. During February-March 2024 (we’ve excluded January due to inclement weather across much of the country), year-over-year QSR visit trends in the state of California had been running slightly ahead of national averages (below). However, this abruptly shifted when the minimum wage increase went into effect, with the nationwide visit trend year-over-year exceeding the state average seven of the eight weeks during the April-May 2024 timeframe.
We also see the impact at the chain level. Below, we’ve looked at year-over-year visitation trends for McDonald’s nationwide and in California (where about 9% of its restaurants are located) from February through May. Again, we see a situation where McDonald’s California was seeing roughly the same year-over-year visit trends as its national average during February-March but underperformed by almost 250 basis points after the minimum wage increase went into effect.
Our data indicates that QSR burger chains have generally been the hardest hit by the California increase in minimum wage and subsequent increase in menu prices. In addition to McDonald’s, we see that other large QSR burger chains in the state also underperformed their national average following the minimum wage increase. Chipotle–which raised menu prices by 6%-7% in California to help offset the minimum wage increase–also saw year-over-year visit trends in California underperform its national average in April and May.
It’s early, but we’re starting to see the ripple effect of the minimum wage increase across the broader restaurant industry. First, we’ve started to see some operators close locations in the state, especially chains that were already facing financial difficulties. Earlier this week, Rubio’s Coastal Grill shut down almost 50 locations in California and filed for Chapter 11 bankruptcy protection, citing “significant increases to the minimum wage in California” as a reason for closing the restaurants. Second, the minimum wage hike and subsequent increase in QSR menu prices may be benefitting casual dining chains (many of which were already paying above the new minimum wages for many employees). Below, we see that Darden’s Olive Garden concept and Brinker International’s Chili’s concept in California have outperformed their national averages with respect to year-over-year visit trends starting in April (below). Finally, the minimum wage increase could make it more costly to do business across other retail and restaurant categories, something we called out in our recap of 99 Cents Only going out of business.
As we discussed following this year’s National Restaurant Association show, casual dining has been making a comeback the past several months, with many chains accentuating value proposition through promotions. Chili’s has seen visitation trends outperform casual-dining category averages by a significant amount the past several weeks (below) through its value messaging, while Buffalo Wild Wings All-You-Can Eat wings promotions on Monday and Wednesdays starting in mid-May has been one of the more successful promotions that we’ve seen in the full-service restaurant category in some time. However, with several QSR chains starting to get more promotional ahead of McDonald’s planned $5 value menu promotion at the end of the month, it’s clear that QSR chains are looking to also emphasize value in the coming months, even while facing higher labor costs.
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.
After a brief calendar-driven slowdown in April, May saw a resurgence in foot traffic to malls. Indoor malls led the way with an 8.6% YoY increase, followed by open-air shopping centers and outlet malls, which experienced YoY jumps of 6.2% and 5.7%, respectively.
This uptick is likely due to a variety of factors – from warmer weather to rising consumer confidence amidst slowly easing inflation. And malls’ particularly strong showing on two of May’s most important retail milestones – Mother’s day and Memorial day also helped propel the segment forward.
Taking a closer look at visit patterns to the three mall types on Mother’s Day and Memorial Day shows how significant these special days were for mall foot traffic. On Mother’s Day (May 12th), indoor malls, open-air shopping centers, and outlet malls saw respective visit spikes of 15.8%, 26.0%, and 11.4%, compared to an average year-to-date (YTD) Sunday. And Mother’s Day visits were up significantly YoY as well – further highlighting the category’s robust positioning.
All three mall types also saw impressive visit bumps on Memorial Day – this time compared to an average YTD Monday. The relative spikes were bigger across the board, since malls tend to be less busy on Mondays than on Sundays. But for outlet malls, Memorial Day visits really hit it out of the park – with foot traffic up by a whopping 123.3%. As a day off work featuring plenty of markdowns, Memorial Day is an ideal time to make the longer trip to an outlet mall and hunt for bargains.
And in another promising sign for the category, Memorial Day visits to all three mall types increased YoY – showing that despite continued headwinds, malls are still on the rise.
Comparing weekly mall visits to an early January baseline also shows the varying impact of different holidays on the three mall types.
On Easter, and even more so on Memorial Day – an extended weekend very much focused on savings – outlet malls won the day. On these holidays, shoppers may be more likely to have the time and state of mind to make a day of their shopping trip and lean into the treasure-hunting experience.
But on Mother’s Day, more upscale open-air shopping centers took the lead, as consumers embraced a more unique and luxurious shopping experience. Still, all three mall types drew increased traffic on the different special days – showing that each can benefit from a variety of calendar highlights.
Malls’ strong May performance – especially on the holidays – shows that shopping centers are on the upswing once again. This could be an encouraging sign for the category heading into the summer, and may hint at a promising shopping season during the warm months ahead.
For more data-driven retail insights, visit our blog at Placer.ai.
The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
With summer nearly upon us, we dove into the data to see how the return-to-office fared in May 2024. Did the post-pandemic visit recovery trajectory observed in April continue apace? And which major regional hub saw the most YoY visit growth?
The office recovery is still very much underway. Visits to office buildings nationwide in May 2024 were just 32.2% lower than in May 2019 – and slightly higher than they’ve been during any other month since COVID. Year-over-year (YoY), office foot traffic in May increased by 8.6%.
And drilling down into the data for 11 major business hubs nationwide shows recovery continuing unabated throughout (most of) the country. For New York, Atlanta, Boston, Los Angeles, and San Francisco, May 2024 was the single busiest in-office month since February 2020. And for Miami, Washington, D.C., and Denver, it was the second-busiest month.
Consistent with recent trends, Miami continued to lead the post-COVID recovery pack, followed by New York: Foot traffic to the two cities was just 12.8% and 17.3%, respectively, below May 2019 levels.
But the data also contained some surprises. Atlanta, which saw the biggest YoY visit jump of any analyzed city, pulled into third place – outpacing Washington, D.C. And Houston, the only city to see a YoY decline in visits, fell significantly in the rankings.
Why did Houston YoY office visits drop in May? A look at weekly YoY visits to local office buildings confirms that this was likely due to the extreme weather that engulfed the city during the second half of the month. On Thursday, May 16th, Houston was hit by a particularly violent storm that caused significant damage to the downtown area – breaking windows, downing power lines, and leaving a battered city in its wake. Additional severe weather events pummeled the region as the month wore on – forcing many residents to hunker down at home. And it was when the storm hit that YoY visits began to turn negative, with the week of May 20th seeing a significant 20.0% drop. As the weather improves in the southeast Texas hub, office recovery will likely resume.
Five years after COVID upended office routines, employees and companies are still feeling out the ideal balance between WFH and in-person interaction. Will office attendance increase or decrease as the weather warms up?
Follow Placer.ai’s data-driven office analyses to find out.
With summer upon us, we dove into the data to explore Memorial Day foot traffic trends. How did people spend the long weekend? And how did major dining and retail categories fare on the holiday?
Gas stations were bustling on Friday, May 24th, as people filled their tanks in anticipation of a long, travel or activity-filled weekend. Visits to gas stations were up 32.3% compared to an average day this year – and the highest they’ve been since January 1st, 2024.
Year over year (YoY), gas station foot traffic increased 1.5%. And compared to pre-COVID, too, gas station visits were up 1.8% – showing that people are once again hitting the road, whether to go on weekend getaways or to visit nearby parks and attractions.
Indeed, Americans partake in many different activities on Memorial Day – from attending parades and memorial events to sight-seeing or enjoying the great outdoors. And visiting museums is a time-honored holiday tradition: On Monday, May 27th, museums nationwide drew a whopping 71.5% more visits than on an average Monday this year.
YoY, Museums were 1.6% busier on May 27th than in 2023 – and museum-goers spent more time exploring the exhibits (who says attention spans are decreasing?), browsing the gift shop, or fueling up at the cafeteria.
Memorial Day weekend is a prime time for picnics and barbecues. But for many Americans, it’s also an opportunity to enjoy a nice meal at a restaurant with friends and family.
Like on Mother’s Day, full-service restaurants get a much bigger Memorial Day visit boost than either fast-casual eateries or fast-food (QSR) joints. But all three dining segments enjoyed a significant YoY holiday visit increase this year – proving that despite still-high food-away-from-home prices, people are finding room in their budgets to treat themselves on their day off.
And the last Monday in May is, of course, a big day for savings, on everything from big-ticket items like mattresses, furniture, and major appliances, to clothing and other discretionary items. This year, apparel stores saw the biggest Memorial Day visit spike, with foot traffic up 40.5% compared to an average day and 88.2% compared to an average Monday. But home furnishing stores, home improvement stores, electronics retailers, and (to a lesser extent), grocery stores, all experienced considerable holiday visit spikes of their own.
And comparing Memorial Day retail activity to last year shows most of the analyzed categories seeing minor visit increases or holding steady – no small feat in today’s challenging retail environment. Like dining segments, grocery stores impressed with a 9.3% YoY visit increase – perhaps buoyed by consumers buying last-minute ingredients for their picnics or barbecues.
People were on the move this year on Memorial Day – fueling up their cars, and enjoying museums, restaurants, and retail sales. What does the rest of the summer hold in store for American consumers?
Follow Placer.ai’s data driven analyses to find out.
Known as the entertainment capital of the world, Las Vegas has always been a tourist hotspot. But for a growing segment of the population, Vegas is also becoming a popular place to lay down permanent roots. We dove into the tourism and migration data for the region in order to take a closer look at Las Vegas’ changing visitor and resident populations.
Like many vacation destinations, Las Vegas took a significant tourism hit at the onset of COVID. But with travel restrictions now a thing of the past, visitation to Las Vegas is roaring back.
Analyzing travel to Las Vegas using the Travel & Tourism Report shows that since the halfway mark of 2023, the total number of visit nights spent by travelers in the city (i.e. by those staying up 31 days) have consistently outperformed pre-pandemic levels. And with the sole exception of July 2023, visit nights have increased year-over-year (YoY) as well.
Alongside robust demand for experiences, investment in new, one-of-a-kind entertainment venues like the Sphere – which opened towards the end of 2023 – has likely played a part in reigniting tourism.
Who are the tourists driving this comeback? To explore the demographic characteristics of today’s visitors to Las Vegas, we zoomed in on the Las Vegas Strip – the iconic epicenter of it all, where most of the city’s luxury hotels, shops, restaurants, and casinos are concentrated.
Analysis of the Strip’s captured market with demographic data from AGS: Demographic Dimensions reveals that as tourist activity in the city began to pick up again, the median household income (HHI) of visitors to the Strip increased steadily. In Q1 2024, the median HHI of visitors to the Strip reached $93.0K, perhaps aided by tourism surrounding this year’s Super Bowl.
This indicates that the Strip is becoming a more upscale visit destination, and that demand for Vegas’ luxury offerings are driving visits. As more consumers with ample discretionary dollars make their way to Vegas, pricey shows – in addition to retail – are likely to become ever-more lucrative advertising opportunities.
A tourism boom isn’t the only phenomenon making waves in Sin City. In recent years, more and more out-of-towners have made Greater Las Vegas their home, and unlike some pandemic-era migration hotspots, Las Vegas continues to attract new residents.
Migration data indicates that many of those moving in are high-earners who are likely incentivized by the cost of living and tax benefits in the region.
Between December 2019 and December 2023, the Las Vegas-Henderson-Paradise CBSA experienced net-positive domestic migration of 3.9%. In other words, the total number of people that moved to Las Vegas over the four-year period from elsewhere in the U.S., minus those that left, was equivalent to 3.9% of the region’s December 2023 population. Meanwhile, analysis of the CBSA’s origin to destination HHI ratio reveals that between December 2019 and December 2023, the median HHI of incoming residents was 20% higher than the median HHI of the local population.
And comparing migration data in December 2023 to December 2020, 2021, and 2022, revealed consistently positive net migration and origin to destination HHI ratios in the years since 2019. This indicates that the Las Vegas-Henderson-Paradise CBSA continues to attract many new and affluent residents. When planning future amenities and services, the region may want to take into account the opportunities – and challenges – presented by these population shifts.
Be it for a quick trip or full-on relocation, Las Vegas remains a prime destination in both the U.S. tourism and domestic migration landscapes. New entertainment venues and amenities keep Vegas top-of-mind for upscale vacationers while economic incentives drive moves from a high-income cohort.
For more tourism and migration insights, visit Placer.ai.
Last summer’s touring sensations Taylor Swift and Beyonce held concerts that will remain in the hearts of many. With thousands in attendance, both live tours were absolute juggernauts. It was like an adrenaline shot for the performing arts category after COVID-induced closures. Remember the days of drive-in concerts as a panacea? While these two reigning Queens of Music took top billing, there are hundreds of local venues around the country that cater to smaller audiences at a time but are no less impactful on their communities. These are the heart and soul for local plays, musicals, symphonies, operas, touring bands, and art exhibitions. Fundraisers are often held at community performance venues, and they can be incubators for performers to move on to a larger stage.
Placer recently attended the California Presenters Conference, which includes representatives from California, Oregon, Washington, Nevada, Arizona, New Mexico, and Texas. Programming directors, events managers, and community liaisons all met to share best practices, challenges, and successes. One box office manager, Jonathan Lizardo of the Lisa Smith Wengler Center for the Arts at Pepperdine University, noted that “Nostalgia” was an important theme at his performing arts center, with a recent live show of the Animaniacs in Concert proving to be a hit with adults and kids alike. In this case, his patrons were seeking some escapism and levity in their lives. On the other end of the spectrum, the arts can also be a powerful way to engage the audience in more serious issues, as one panel on Responding to Global Conflict at arts venues drew a crowd. Another topic of interest was the importance of engaging youth with the arts, through school-sponsored visits or after school enrichment. Many University performing arts centers reps were also in attendance, such as USC Vision and Voices, Stanford Live, Caltech Presents, and Seattle University.
Placer’s presentation touched on macrotrends around discretionary spend, examples of venue attendance around the US, an analysis of the visitation trends, audience profile, and economic impact of Taylor Swift’s US tour, and in depth look at a select group of performing arts centers in Arizona to see the role that they play in their community.
Mesa Arts Center has had the highest overall visitation in the past 12 months. Located in Mesa, AZ, it encompasses over 210,000 sq ft and was completed in 2005 at the cost of $95 million. In addition to four performance venues, it is also home to Mesa Contemporary Arts Museum. Programming is suited to a multitude of interests, including National Geographic Live, Broadway, classical music, popular music, ethnic artists, western artists, and dance. It also offers Art Studio for visual arts classes; Opportunities for Ages 55+ such as flamenco classes; and Festivals and Events, such as Dia de Los Muertos. Within the theaters complex, there are four theaters--the 1,570-seat Tom and Janet Ikeda Theater, 550-seat Virginia G. Piper Repertory Theater, 200-seatNesbitt/Elliott Playhouse, and the 99-seat Anita Cox Farnsworth Studio.
The Chandler Center for the Arts recently celebrated its 35th season. Upcoming performances include ballet like Coppelia or live music, such as Billy Joel’s The Stranger. Entertaining acts such as Stomp, Piano Battle, and Cirque du Soleil will also make their way over during the 2024-2025 season. Located in downtown Chandler, the venue includes three dynamic performance spaces (the 1,500-seat Main Stage, the 350-seat Hal Bogle Theatre, and the 250-seat Recital Hall) as well as two extensive art galleries (The Gallery at CCA and Vision Gallery).
While Scottsdale Center for the Performing Arts had the fewest absolute visits in the past 12 months, its year-over-year variance increase has been the highest.
What might account for the difference, one might wonder. Fortunately, Placer data enables one to compare a venue against itself in order to highlight differences from one year to the next. According to the 2023-2024 calendar, it appears that Hubbard Street Dance Chicago playing 2 nights in a row, was a hit with the audience during the week of Jan 29-Feb 4.
It appears the increase in visits cannot be attributed to a single segment. In fact, visits across multiple segments increased year-over-year when comparing May 2023 - April 2024 (blue) vs. May 2022-April 2023 (red) per Spatial.ai PersonaLive.
The most recent 12 months also attracted visits from a much larger trade area.
Migration may also be a factor in the increase of visits to the Scottsdale Performing Arts Center. Placer’s Migration Dashboard is noting an increase in both residents and seasonal visitors over the years.
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.
