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What does 2024 hold for malls and shopping centers? We dove into the data to unearth the trends likely to shape the space in the coming year.
The move towards greater tenant diversity in malls shaped the shopping center space in recent years, and the trend appears set to be taken to the next level in 2024. Placemaking – crafting public spaces that go beyond utilitarian needs to foster social interaction and exchange – is at the forefront of many urban development initiatives, and the trend is already boosting retail performance in successful placemaking projects.
Fenton, a mixed-use district in Cary, N.C., opened in June 2022. The project showcases the potential of placemaking to transform an underutilized space into a vibrant “live-work-play” community with something for individuals and families of all ages. The retail and entertainment village includes shops, restaurants, seasonal attractions, entertainment venues, and other diverse offerings that are establishing Fenton as a community hub and a prime destination for residents. Visits were up 53.2% between July and December 2023 compared to the same period in 2022, while median dwell time increased from 64 to 83 minutes.
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Across the country, in Phoenix, AZ, Park Central Mall – the state’s first open-air shopping center – was also redesigned as a mixed-use development Park Central. The complex includes restaurants, office space, medical facilities, and bioscience research labs, with more hospitality and housing under construction. And although the project first reopened in 2019, visits to the revitalized Park Central continue to grow – between 2022 and 2023, foot traffic to Park Central increased by 32.8% while median dwell time grew from 75 to 80 minutes.
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In 2023, malls attracted relatively high income shoppers – and as the trend is likely to continue in 2024, with high-income shoppers displaying significantly stronger consumer confidence than their middle- and low-income counterparts.
Households in the potential market trade areas of Indoor Malls, Open-Air Lifestyle Centers, and Outlet Malls tended to have higher incomes relative to the nationwide median – and the median HHI was even higher in the malls’ captured market trade area. This means that many of these malls are located within relatively affluent communities (hence the relatively high potential market median HHI) and attract the higher-income shoppers within those areas (as shown by the even higher captured market median HHI).
With middle-income shoppers expected to tighten their budgets in 2024, high-income consumers will likely remain a significant share of mall-goers in 2024 as well.
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Malls used to be the place for teens to hang out on weekends – and it looks like shopping centers are once again attracting younger generations of consumers. Between 2019 and 2023, the share of “Young Professionals” and “Young Urban Singles” in the captured market trade areas of Indoor Malls, Open-Air Shopping Centers, and Outlet Malls increased. At the same time, the share of older segments – “Suburban Boomers” and “Sunset Boomers” – decreased.
As Gen-Z shoppers rediscover physical stores and increasingly seek out the mall-going experience, the share of younger consumers visiting shopping centers may well grow larger in the upcoming year.
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Last year’s ongoing inflation brought a unique set of challenges to a brick-and-mortar space still recovering from the pandemic’s impact. But 2023 ended with a surge in consumer confidence, and 2024 may well bring a positive shift to malls and the wider retail landscape. And shopping centers – especially those that offer a diversity of experience and succeed in catering high-income and/or younger shoppers – can take advantage of the opportunities in the year ahead.
For more data-driven insights, visit placer.ai/blog.
Few things are as universally loved as freshly baked bread. And the options for where to find a loaf are plentiful, from local artisan shops to bakery chains to grocery store bread counters. Is there room in the crowded bakery scene for everyone? We take a closer look at the visitation data for a few bakery chains that are on the rise to find out.
Paris Baguette, the South Korean bakery and cafe chain, inaugurated its first U.S. store in Los Angeles in 2005. True to its name, the chain offers a menu inspired by classic French boulangeries with a Korean twist – think mochi donuts sold alongside croissants.
Paris Baguette hopes to operate 1,000 stores across the country by 2030; to that end, it embraced a franchising approach in 2015 to accelerate growth and store openings. Visitation patterns suggest that this move has proven itself to be a winning one.
Examining the change in monthly visits to Paris Baguette locations since November 2019 underscores the brand’s remarkable growth. The chain operated 77 stores in the U.S. in November 2019; today, that number has nearly doubled. And visits have soared accordingly, with December 2023 seeing 96.7% more monthly visits than December 2019.
As Paris Baguette continues to see its success rising, the bakery chain appears well-positioned to maintain its momentum and achieve its ambitious expansion plans.
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85°C Bakery, often dubbed the "Starbucks of Taiwan," made its way to the U.S. in 2008. The chain, which operated 59 U.S. stores as of March 2023 in addition to its significant international presence, seeks to solidify its standing in the American market.
Named after the ideal coffee-brewing temperature, 85°C has enjoyed year-over-year (YoY) foot traffic growth throughout most of 2023. And the chain, which currently operates in the West and in Texas, announced plans for an East Coast expansion in August 2023, signaling its intent to reach new consumer segments.
Diving into the visitation data reveals that 85°C not only enjoys strong monthly foot traffic but also draws more family households (defined by the Spatial.ai: PersonaLive dataset) to its trade areas compared to the statewide average. In California, Texas, and Washington, the trade areas show an overrepresentation of "Near-Urban Diverse Families," "Ultra Wealthy Families," and "Wealthy Suburban Families." This suggests that families – particularly affluent ones – are drawn to the chain.
As 85°C continues expanding, including into new markets and dining concepts – such as the recent addition of a dumpling shop – the chain hopes to continue bringing its Taiwanese flavors to a wider audience.
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Tartine and Porto’s are two Los Angeles natives with very different approaches to dough. Tartine, the brainchild of breadmasters Chad Robertson and Elizabeth Prueitt, is thought to have brought sourdough bread into the mainstream in the U.S. Porto’s, on the other hand, began as an immigrant-owned bakery in the 1970s, bringing the taste of Cuba to California.
And the two chains, while both based in the same city, see significant differences in their visitor demographics. Analyzing visitors to both bakery brands using the STI: Popstats dataset reveals that, while 29.1% of Porto’s captured market* trade area was made up of households with children – very close to the California median of 29.6% – only 17.3% of Tartine’s captured market* trade area was made up of households with children. And the median household income (HHI) also showed significant variance between the brands, with Tartine visitors earning significantly more than Porto’s and the California median HHI.
*A business’s captured market refers to the trade area with each census block weighted according to its share of visits to the chain or venue in question.
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The variance in demographics across these two iconic Los Angeles bakeries serves as testament to the city's diverse culinary landscape and ability to embrace and sustain a wide array of eateries.
The four bakeries prove that there is plenty of room in a crowded kitchen for different kinds of bakeries to succeed, from tiny artisan bakeries to major chains.
For more data-driven dining insights, visit placer.ai/blog.
Country clubs are changing with the times, moving away from the once-exclusive image of business dealings on the golf course. A more inclusive concept is taking root – and attracting a growing number of young members.
We took a closer look at the location intelligence metrics of country clubs throughout the country to understand how they are shifting and what might be driving these changes.
Golf and tennis, two country club stalwarts, surged in popularity over the COVID-19 pandemic, and that increase has sustained itself – more people than ever are playing the games. Looking at year-over-four-year (Yo4Y) visits to country clubs suggests that these establishments are reaping the benefits of the interest in both sports. Visits were elevated compared to the same period in 2019 for all but two months analyzed.
June, when the U.S. Open was held, saw the most impressive Yo4Y visit growth of 28.7%. The championship, the most-watched golf tournament since 2019, was held in the Los Angeles Country Club, and likely contributed to a spike in visits to golf clubs, either for U.S. Open-related events or a U.S. Open-inspired desire to golf. The year ended on a high note, with December visits to country clubs up by 12.1% Yo4Y – a solid indication that interest in membership clubs remains strong.
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Millennials, a consumer cohort that has historically shown little interest in joining country clubs, seem to be changing course and may be driving some of the visit growth. This population is increasingly seeking spaces to socialize and network – and in response, many golf clubs are shifting their offerings to appeal to a younger demographic. Location intelligence indicates that the strategy is working.
Examining country club demographics across the country – in Long Island, New York; Austin, Texas; Atlanta, Georgia; and Minneapolis, Minnesota – suggests a shift in membership makeup. Some of these areas have seen an influx of millennials in recent years, which likely expanded the pool of younger potential country club members. But the trade areas of many of the country clubs’ also skewed younger in 2023 than they did in 2019 – meaning that these clubs are attracting visitors from neighborhoods with lower median ages compared to the neighborhoods feeding visits to country clubs in 2019.
Some clubs, like the Capital City Country Club in Atlanta, Georgia, saw relatively small drops in median age – from 41.2 in 2019 to 40.2 in 2023. But other clubs saw much more pronounced drops – the Hazeltine National Golf Club near Minneapolis, Minnesota saw its median age drop by 7.8 years between 2019 and 2023. The Country Club Of The South in Atlanta, Georgia, also saw a Yo4Y drop in median age – from 38.0 to 31.8.
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Country clubs tend to have a steep financial barrier to entry, with costs including annual membership dues, initiation fees, and expenses for food and beverages. And perhaps unsurprisingly, most country club members boast a median household income (HHI) well above the nationwide median. And although younger demographics generally have to have less income than their older counterparts, the drop in median age across many country clubs does not seem to be having a major impact on the affluence of these clubs’ visitor bases.
Some clubs that experienced Yo4Y drops in the median age of visitors – Great Hills Country Club in Austin, Texas, for example – did see the median HHI of its visitors drop slightly. But for the most part, the median HHI of visitors to country clubs remained stable Yo4Y, and some, like the Edina Country Club in Minnesota, saw the median HHI grow Yo4Y. This suggests that the decline in median age within membership clubs may be driven by a desire for socializing and new experiences rather than a shift towards increased financial accessibility for a broader range of members.
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The shift in the demographics of country club visitors, marked by the rising number of younger members, is a trend that may solidify further. Clubs in tune with this demographic – young professionals and millennials – can consider what is important to this cohort to continue attracting the younger generation.
For more data-driven leisure and entertainment insights, visit placer.ai/blog.
Florida, known for its year-round sunny weather and iconic attractions like Disneyland and EPCOT, has long been a popular tourist destination. And though many people think of Miami and Orlando when planning a trip to Florida, Tampa is fast becoming one of the country's most popular getaway spots. The city has seen its tourism sector grow over the past few years, so we dove into the location analytics data to better understand these tourism trends.
Tampa has emerged as an attractive place for out-of-state home buyers and relocators in recent years – especially for younger generations looking to take advantage of the city’s status as an emerging tech hub as well as enjoy the pleasant climate and beautiful beaches. But examining foot traffic trends to Downtown Tampa also reveals Tampa’s growing popularity among out-of-state visitors.
Tampa International Airport – named the “best large airport in North America in 2023” – is growing fast, and visits to the Downtown Tampa POI from visitors coming from 250+ miles away were up almost every month of 2023, especially compared to pre-pandemic 2019. (Most places 250 miles or more outside Tampa are also outside Florida.) And although YoY foot traffic did dip some months, the drop was likely due to the comparison with a particularly strong 2022 that brought a record number of tourists to the Hillsborough County seat.
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Diving into the demographic data of visitors traveling to Downtown Tampa from at least 250 miles away helps shed light on who is driving this domestic tourism surge.
Between 2019 and 2023, the share of households with children in the trade areas feeding out-of-state visits to downtown Tampa grew from 25.9% in 2019 to 27.1% in 2023. Similarly, the median household income (HHI) of visitors to the city’s downtown also increased from $85.1K/year to $91.8K/year. These shifts in visitor demographics suggest that at least some of the tourism surge to the city may be driven by families with children and wealthy families.
It seems, then, that Tampa is on the rise not just as a retirement hub or as a millennial and Gen-Z hotspot. The city is also attracting an increasingly larger share of affluent families with children, indicating that this rising Florida star with something for everyone may soar even higher in 2024.
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With its pristine beaches and diverse attractions, Tampa has long boasted a robust tourism sector – and the city’s popularity has surged even higher post-pandemic. So far, 2024 looks promising for the city’s tourism segment. Will Tampa continue to attract vacationers and sight-seers?
Visit placer.ai/blog to find out.
As discussed last week, 2023 was a year that forced restaurant operators to stay agile amid inflationary headwinds and changes in consumer behavior, daypart shifts, new approaches to drive-thru, and population migration changes. This week’s ICR Conference also gave us a chance to speak with the management team from more than 25 restaurant chains as well as their investors to better understand their lessons from 2023 and how they plan to apply them in 2024.
Despite most chains reporting that visits are still down on a year-over-year basis, there was a sense of optimism among many of the operators we spoke to. Many acknowledged that there were still pressures weighing on consumer spending, but that the strategies put in place during 2023 to stabilize visitation trends had been working (including an emphasis on value, elevated experience, adopting new restaurant formats to better address a wider range of commercial property types, and new menu innovations). Several management teams acknowledged that the contractor availability and equipment supply chain bottlenecks that had plagued new store openings in 2023 had started to dissipate, with several chains planning to resume or even exceed their pre-pandemic pace of restaurant openings (although many admitted that new store buildout costs are still running 25%-30% higher than they were 5 years ago). Given the higher costs involved with new store openings (and the risk of opening a location in a subpar site), there was a heavy emphasis on harnessing new data sources to better understand migration trends, trade area demographics, and incumbent competition when making site selection opportunities (and thank you to customers like Dave & Buster’s and Chuy’s for highlighting how they are incorporating Placer data into these decisions).
Below, we discuss a few key trends that restaurant operators and their commercial real estate partners should be thinking about as we move into 2024.
Perhaps it shouldn’t be surprising at an event where several restaurant operators were looking to raise capital, but the overarching theme from most management teams that we spoke to this week was that they were ready to accelerate unit expansion plans. Expansion strategies differed by concept, but most operators planned to open new locations across a combination of existing and new markets. With respect to new markets, many operators told us they were prioritizing South and Southeastern markets for new market expansion, echoing what we heard from McDonald’s and others last year. Below, we’ve presented the latest data from Placer’s Migration Trends Report which shows total population changes by market from November 2019-November 2023. Indeed, our data confirms that many South (Phoenix, Texas) and Southeast (Central Florida, Carolinas) markets were among the highest growth populations in the U.S. over the past four years.
That said, with so many restaurant operators targeting these regions, we heard from several executives about the importance of fully understanding the makeup of the markets. Said another way, just because a market has seen meaningful population growth, it doesn’t necessarily mean it’s a candidate for expansion. Below, we’ve presented the same migration map as above (2019-2023 population growth), but with a origin/destination household income filter. A red dot on this map indicates that a market saw the average household income fall because of migration, while a green dot indicates that a market saw an increase in household income. Here, we see a slightly different story, as many higher growth populations actually saw a decline in household income due to migration. We also see the impact of the urban/suburban migration shift that we’ve discussed in the past, with many smaller markets across the Carolinas and Central Florida seeing the highest household income growth versus 2019.
Below, we’ve attempted to bring the two charts together and identify markets that have not only seen population growth but also a significant increase in household income. We see markets like Las Vegas and other areas in Central Florida and the Carolinas region score well using this methodology, but a number of other markets like Boise City, ID, Lakeland, WI, and Spokane, WA also seeing increases in population but also an increase in their average household income.
Most U.S. markets have gone through significant changes post-pandemic both in terms of population size and population makeup. At the end of the day, it's important for restaurants and retailers to not only understand both of these factors when evaluating new markets for growth. We’ve certainly seen success stories–Portillo’s continues to thrive in Texas, for example–but we’ve also seen cases where restaurant openings haven’t been as successful in newer markets because of migration changes.
We spoke about trends in the eatertainment category last year with the conclusion being that these concepts were still key in driving traffic to commercial properties (despite facing tougher year-over-year comparisons from the great reopening we saw in 2022). There was a palpable sense of optimism among the eatertainment concepts we spoke to at the event, whether they were more focused on entertainment (including Dave & Buster’s, Puttshack, and Pinstripes) or interactive dining (Kura Revolving Sushi Bar or GEN Korean BBQ).
We’ve updated the eatertainment versus casual dining category visit per location analysis we’ve presented in the past below. Although eatertainment’s visit per location outperformance narrowed versus casual dining during Q4 2023, we believe this is a byproduct of seasonality (shift to sit-down dining during the holiday season) and expect the gap to widen once again during Q1 2024.
Most of the eatertainment concepts we spoke to at the ICR conference planned a two-pronged approach to unit expansion in 2024: infilling existing markets and establishing a beachhead in newer markets. Most concepts in this category were planning to grow their store bases by at least double-digit growth rates in 2024, with some like Pinstripes are forecasting 30%+ unit growth this year. Other like Dave & Buster’s are planning to focus on remodeling activity on top of new unit openings to modernize their locations. As demand for eatertainment remains strong among consumers and mall owners, we anticipate that this will remain one of the past growing categories in dining during 2024.
Casual dining concepts often have a reputation of catering to an older population. However, Darden’s management team called out several demographic trends that should benefit its different brands (including Olive Garden, Longhorn Steakhouse, Cheddar’s, Yardhouse, and others). First, while the percentage of the population in their peak earning years (typically between the ages of 35 and 55) had been on a downward trend for much of the 2000s and part of the 2010s, we’ve seen a reversal of this trend in recent years, which should stimulate demand for full-service dining. Second, the company noted that it over-indexes to millennials. Our data reinforces this, as the potential trade area audience profile by age cohort for Olive Garden (below) indicates a higher percentage of population between the ages of 30-49, encapsulating much of the millennial age range (roughly 27-42 years old today). Last year, we noted that some of the shift to earlier dining times may have been due to changing demographic trends in cities, with an increase in younger families in urban markets needing earlier dining times. Darden's commentary offers further validation of these trends and offers hope for other casual dining chains as this generation cohort continues to enter their peak earning years.
Last year, we noted that some of the shift to earlier dining times may have been due to changing demographic trends in cities, with an increase in younger families in urban markets needing earlier dining times. Darden's commentary offers further validation of these trends and offers hope for other casual dining chains as this generation cohort continues to enter their peak earning years.
Grocery anchors proved to be a saving grace for many a shopping center during COVID. With apparel and dining shut down and only essential retailers allowed to open, many centers suddenly found that having a superstore/mass merchant like Walmart or Target, a warehouse like Costco or Sam’s Club, or a grocery store on the premises helped to steady some of the waves of traffic fluctuations. Whether it was as part of a specific center or more broadly adding grocery-anchored centers to a portfolio, REITs started looking more closely at the role of grocery in their centers. Indeed, we have written about the inclusion of specialty grocery stores and ethnic grocery stores in shopping centers being even rather quotidian these days. We’ve also written about the redevelopment of shopping centers that include food halls as part of their renaissance.
So it was rather surprising that Bristol Farms’ concept Newfound Market, which opened at the Irvine Spectrum in March 2022, recently announced that it is closing. The initial concept was to be “very much about experience…diving in deep on food and beverage…curated, yet everyday.” It was to feature seven of Bristol Farms’ own chef-created restaurant brands.
We take a look at some Placer statistics to see what might have accounted for reduced traffic for what sounded like an amazing concept. As a control, we compared the Bristol Farms in Irvine to one in nearby Newport Beach. We see that when Newfound Market first opened, it had nearly twice the traffic of the one in Newport Beach. This could be due to overall excitement about the chef-driven concepts, wanting to check out a new grocery store, or other factors. However, traffic for Newfound Market began dwindling in Fall 2022, and fell even further in Fall 2023, likely leading to its closure.
If we look at variance, we see that during the same time period, traffic grew for Irvine Spectrum Center as a whole (note it was one of our spectacular callouts for holiday shopping 2023 in terms of year-over-year growth), and traffic was fairly steady for the Newport Beach branch of the Bristol Farms.
How much did the number of Newfound Market shoppers change over time? We compared the Bristol Farms Newfound Market Shopper from Apr.-Dec. 2022 with that of the shopper from Apr.-Dec. 2023. During that time, there were over 150K fewer visits and around 100K fewer visitors. Visit frequency also decreased from 1.54 to 1.4 (below).
There was a slight dip in the average household income of the visitor.
There was a marked decrease in the proportion of Ultra Wealthy Families coming in 2023, and somewhat of a decrease of Wealthy Suburban Families.
Interestingly, the trade area has expanded from 2022 to 2023, as shown by the increase in red dots from further afield.
And indeed, Placer analysis reveals that the trade area increased by 28 square miles. On one hand, this is a plus, showing that there is a magnetic draw to a wider audience. On the other hand, given that most grocery stores live on weekly visits from a much tighter trade area, this could indicate that a trip to Irvine Spectrum and/or the Bristol Farms Newfound Market began to fall under the umbrella of a “destination” visit, rather than a regular “essential” visit. Over time, those locals who associate the Irvine Spectrum more with a Ferris Wheel might not have grocery shopping there as top-of-mind, and those who come from further away have already tried out the food hall.
The average visit frequency to Bristol Farms Newfound market was 1.54 from Apr.-Dec. 2022 and 1.40 from Apr.-Dec. 2023. In contrast, the average visit frequency to the top four most-trafficked Bristol Farms was closer to 3-4 visits, a rate more than double. Most telling is when we look at the bar chart below and see that the number of one-time visitors versus 30+ time visitors at Newfound Market is almost in direct contrast to its four other peers, who have a much higher proportion of their visits in the 10+ range.
This by no means negates the fact that grocery stores and food halls can be wonderful additions to shopping centers. For instance, 99 Ranch opened at Westfield Oakridge around the same time period (March 2022) and to date it has proven to have a steady stream of traffic. Keep in mind that Oakridge is more of your neighborhood mall with typical mall retailers, hence more likely to be part of a weekly or monthly routine.
Comparing year-over-year variance, the 99 Ranch at Oakridge has also overindexed on a percentage basis compared to the overall mall. The grocery store draws from a trade area of 58 square miles, with an average of 2.86 visits.
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.
