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If you’ve been to your local recreation center or even shopping center lately, pickleball is definitely still going on strong. Invented in 1965 on Bainbridge Island, for many decades it was considered more of a seniors’ recreational activity. But with the recent explosion of interest and proliferation of courts, we may be about to see the same snowboarding vs skiing battle that occurred in the 1980s and 1990s, except instead of the young punks carving down the slopes, it’s people of all ages carving out Pickleball courts with tape to the dismay of their tennis-loving brethren and sound-sensitive neighbors.
According to the Sports and Fitness Industry Association (SFIA), “pickleball continues to be the fastest growing sport in America, having grown 51.8% from 2022 to 2023 and an incredible 223.5% in 4 years since 2020.” The sport has some similarities to tennis, table tennis, and badminton, but one reason it has become so popular is the social nature of it - often played as doubles - and the fact that since the court is smaller, there’s less running to engage in, but there is still the excitement of rapid volleying. The ability to serve underhand also makes it more accessible to new players.

Pickleball America bills itself as “one of the largest indoor pickleball venues in America” and with 80,000 sq ft at the Stamford Town Center, it clearly can live up to that claim. With clever events like “Dinko de Mayo” or resident events to bring a nearby living community together, pickleball could just be the glue that starts to bring people together for socialization and cure the loneliness epidemic. Indoor pickleball venues can also be a source of family fun, with lounges and fresh popcorn available, as well as foosball, table tennis, and essential board games.

Another sport that may be giving tennis and pickleball a run for its money is padel. This sport has the unique benefit of one being able to hit shots off the fence or wall, often made of glass or mesh, that is at the perimeter. So now we’re talking 3D thinking as one figures out what angles to hit.

One can fit about 2 padel courts on a tennis court, and up to 4 pickleball courts on a tennis court. So from an economics perspective, you can definitely charge for more people when playing padel or pickleball. Padel is described more as a mix of tennis, squash, and badminton and is the fastest-growing sport globally with over 25 million players in 90+ countries, per PadAthletes. At P1 Padel in Las Vegas, NV, the most popular times to frequent are in the evening from 6-8 PM. There is also a morning contingent between 9-11 AM.

Padel players at this location are quite loyal, with a majority coming 30+ times in the past 12 months.

With pickleball and padel nipping at its heels, the USTA (US Tennis Association) is fighting back with its own version of more accessible tennis, namely “red ball.” With a smaller court, a smaller racket, and balls that are up to 75% slower, this version helps newbies obtain control over the ball more quickly and has less ground to cover for those lateral runs and quick pivots. Schroeder Tennis Center in Tipp City, OH is one such location that is participating in this USTA pilot program. The bulk of visits are between 4-8 pm, which are prime post-school or post-work hours. According to the Tennis Industry Association, 23.8 million Americans ages 6 and older played tennis at least once in 2023 and 25.1 million Americans who didn’t play tennis in 2023 are “very interested” in doing so now.

Tennis has a long and storied history and iconic locations like Wimbledon and Roland Garros. What young tennis player doesn’t dream of their moment on Center Court? Tennis also has associations with country clubs and networking. It will likely remain the king of racquet sports. But these two new princes of pickleball and padel prove that tennis cannot just rest on its laurels but will need to evolve in order to stay competitive.

We’re in the midst of not only the beginning of the holiday season in retail, but also at the peak of wedding season. September and October are now the most popular months to get married, and fall weddings have become extremely popular with younger generations. Wedding planning encompasses so many different occasions, events and appointments, but none more important than wedding dress shopping.
The bridal retail space across the U.S. is incredibly fragmented, with much of the business being done by local boutiques and small chains with a handful of stores. However, there are still major retailers in the market and more entering each year. Brands in apparel have especially taken note with Abercrombie & Fitch, Reformation and e-commerce brands like Lulus all making a play at capturing a bride’s attention.
Two larger, more established forces in bridal retail include David’s Bridal and Anthropologie Weddings (formerly known as BHLDN). Both concepts have distinct value propositions for their consumers, but both aim at providing an elevated assortment and experience that is also value oriented. As value continues to be a motivating factor across all consumer decision making, both of these retailers have seen positive momentum in 2024.

Looking at year-over-year change in visitation, Anthropologie Weddings locations have consistently seen traffic growth in 2024 and have outperformed the total chain from a visitation perspective. The wedding shop is not located in all Anthropologie stores, but the stores that do have the concept cater to a higher income and trendy consumer; the location selection of towns such as Newport Beach, Westport, CT, and Newton, MA has certainly benefited the stores.

The median household income of visits to Anthropologie weddings is $117K compared to $94K chainwide. Despite the higher income profile of visitors to the wedding focused stores, Anthropologie Weddings still does appeal to value-conscious brides, despite socioeconomic status; most bridal gowns are under $2,500, which is still relatively affordable based on the industry standard.
Looking at the audience segmentation of visitors to Anthropologie Weddings compared to the total chain using PersonaLive, the wedding shops saw almost double the share of visits from Educated Urbanites, a key segment for a bridal business to not only capture, but convert. All of this highlights the success of the brand’s wedding strategy, from its location selection, to assortment and experience, which are distinctly Anthropologie, but also fitting of a special trip. Other retailers looking to make a splash in the bridal market should certainly look to Anthropologie as a case study in brand extension.
David’s Bridal had a challenging start to 2024, mirroring a few years of challenging foot traffic to its stores. However, around the midpoint of the year, there’s been an acceleration in visitation across the chain. Looking at visitation trends for 2023 and 2024, the brand started to close the gap in August. As a true value centered bridal retailer, the brand may have found its moment in the current economic climate.
Looking at the change in visitation throughout 2024, from January to July, on average, visits were down 32% YoY; from August through the most recent week, visits were down only 2% year-over-year. That’s a great improvement in trend against the backdrop of a challenging year, and even more interesting when thinking about the lead time brides have for ordering wedding gowns; most dresses for fall weddings would have been ordered in the winter or spring months, where David’s Bridal sees higher levels of visitation.
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The audience segmentation of the brand has also shifted over that time. Compared to 2023 as a benchmark, the period of August 2024 through present has seen a higher share of visits from Suburban Boomers and Melting Pot Families, and a slight increase in Young Professionals. The brand also stocks special occasion and homecoming dresses, which both could appeal to these groups.
Using Placer’s Frequent Co-Tenants report, David’s Bridal locations tend to be co-located with other specialty retailers, including Five Below, Ulta Beauty, and Ross Dress for Less, who are also value oriented and the latter two retailers have been doing well in securing more traffic. The stores may have benefits from their co-location with retailers that meet current consumer desires.

Weddings continue to be a big business across the U.S., and retailers that support the wedding industry have a lot of opportunities for growth, if they can find and appeal to the right consumer cohorts. Brides of all levels are looking for an elevated experience and selection, no matter her budget.

We’ve spent a lot of time this past year analyzing how consumer behavior has evolved across the broader food and essentials category, noting that consumers continue to shop a wide number of stores across multiple channels for food purchases. With the release of Placer Data Version 2.1, we thought we’d revisit the topic.
Below, we’ve presented total category visits for grocery stores (including both conventional and value grocery chains), superstores (including mass merchants and warehouse clubs), gas stations and convenience stores, dollar and discount stories (including liquidators), drugstores, quick-service restaurants (QSR), and full-service restaurants from 2019 to the trailing-twelve-month period (TTM0. A few takeaways: (1) Dollar stores saw the largest increase in total visits versus the other categories as they vastly expanded their food and consumables offering since 2019 to drive frequency and traffic. However, the pace of growth has decelerated materially over the past twelve months amid increased competitive pressure from superstore and value-oriented retailers like Aldi and 99 Cents Only Stores exiting the market; (2) drugstore visits have remained flat versus 2019 despite most of the major chains in the category undergoing store closure programs. We believe healthcare service and weight-loss drug prescriptions visits have helped to offset some of the store closures, although we continue to see some transfer of visits to other retail categories in this channel; and (3) the decline in full-service restaurants is partly due to permanent closures compared to 2019.

It gets interesting when we compare category-level retail sales data from the U.S. Census Bureau to our visitation data. Below, we’ve taken retail sales (on an unadjusted basis) for the same timeframe that we looked at above to analyze retail spend per visit. A few things stand out here: (1) Three categories saw the average retail sales per visit increase period of the analysis: QSR, full-service restaurants, and drugstores. The increase in drugstores is likely partly to due with the shift in sales mix to more healthcare related services, while the increase in QSR and full-service restaurant retail sales per visit likely explain this summer’s promotional activity to win back customers who traded to other channels; (2) The impact of increased promotional activity and fewer units purchased per transaction can be seen across the other categories, where we saw an inflection in retail sales per visit in 2023 and continuing into 2024 for most.

We also thought we’d assess dwell times across the different food and essentials retail categories (for purposes of this analysis, we’ve removed full-service restaurants, which have gone from an average dwell time of 52 minutes in 2019 to 49 minutes over the past twelve months, although we continue to see fine-dining chain dwell times exceed pre-pandemic levels as consumers look to maximize their experience when dining out). Here, we also see two callouts: (1) As consumers make food purchases across a wider number of channels, dwell time has decreased for most, matching the decrease in units per transaction that we've called out in the past. We did see dwell times increase for a few categories during the back half of 2023 which we believe was due to consumers engaging in price comparisons, but this has reversed in 2024 as consumers have now solidified new shopping routines (i.e., knowing what stores to get what deals); and (2) QSR dwell time remains below pre-pandemic levels, which isn’t surprising given that a higher percentage of transactions are now taking place via drive-thru and takeout orders. However, the increase in dwell time the past few years also suggests the potential for improved drive-thru optimization, a topic we recently analyzed.


Carter’s Inc., owner of the OshKosh B’gosh and Carter’s baby and children’s clothing brands, is a major player in the nation’s $28 billion children's clothing industry. As of the end of 2023, the company boasted nearly 800 physical stores throughout the U.S. And after closing hundreds of stores in 2020, the brand is back to betting big on brick-and-mortar – with plans to open some 250 new U.S. locations by 2027.
How is Carter's faring in 2024? We took a closer look to find out.
Discretionary spending cutbacks and the rise of online shopping have weighed on apparel retailers in recent years. But some clothing chains – including Carter’s – are bucking the trend. Between January and September 2024, monthly visits to Carter’s stores generally outpaced the wider apparel industry, with some months posting double-digit growth.
March and August 2024 saw respective YoY visit increases of 16.0% and 14.4%, likely driven by pre-Easter and back-to-school shopping. (March and August 2024 each also had one more Saturday than March or August 2023 – a busy day for clothing stores.) And Carter’s finished out Q3 2024 with a 4.3% YoY visit increase, even as the broader apparel category saw just a minor 0.8% uptick.

Indeed, examining weekly foot traffic to Carter's highlights the seasonality of the company’s visitation patterns. Visits are typically lower during the colder winter months but pick up in anticipation of Easter and spring break – likely encouraged by spring sales held by the brand.
Carter’s real spike, however, comes during the back-to-school season, when parents head to the store to pick up new clothing for the school year – and when Carter's holds major back-to-school sales. During the week of August 5th, foot traffic surged to 29.5% above the year-to-date (YTD) weekly visit average. And with the holiday season fast approaching – including major retail milestones like Black Friday and Super Saturday – the children's retailer appears poised to enjoy continued success.

Unsurprisingly, Carter's attracts family segments to its stores, and over-indexes for wealthy and suburban family markets.
Using the Spatial.ai: PersonaLive dataset to analyze Carter's trade areas reveals that, on a nationwide level, the company’s captured market has higher shares of wealthy and suburban consumer segments than its potential one. (A chain’s potential market is obtained by weighting each Census Block Group (CBG) in its trade area according to population size, thus reflecting the overall makeup of the chain’s trade area. A business’ captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the chain in question – and thus represents the profile of its actual visitor base).
Between January and September 2024, the shares of “Wealthy Suburban Families” and “Ultra Wealthy Families” in Carter's captured market stood at 12.5% and 8.9%, respectively – outpacing the company’s potential market shares. This highlights Carter's’ success in attracting these high-income family segments. Meanwhile, households hailing from “Blue Collar Suburbs” were underrepresented in Carter's captured market compared to its potential one. This suggests that, as Carter’s continues to open stores, targeting blue collar suburban areas may pay off for the brand.

Carter's is managing not just to survive, but to thrive. After closing stores during the pandemic, the company is back with full force, driving visits and maximizing high-traffic periods.
Will Carter's continue to outpace the wider apparel category during the upcoming holiday season?
Visit Placer.ai to keep up with the latest data-driven retail insights.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Recovering consumer sentiment has provided a boost to restaurants in recent months – but not all dining segments are performing equally well.
We dove into the data to check in with two casual dining steakhouse chains that were recently named America’s favorite full-service restaurants – Texas Roadhouse and Darden’s LongHorn Steakhouse. How did they perform in Q3? And what are some of the factors contributing to their success?
Since April 2024, Texas Roadhouse and LongHorn Steakhouse have both experienced consistently positive YoY foot traffic – outpacing the wider full-service restaurant space. The steakhouses’ strongest months were in May and June, when both chains traditionally draw big Mother’s Day and Father’s Day crowds. In August, too – prime vacation season – Texas Roadhouse and LongHorn Steakhouse experienced 12.5% and 9.3% YoY visit increases, respectively.
On a quarterly basis, YoY visits to Texas Roadhouse and LongHorn Steakhouse increased 5.9% and 4.0%, respectively, in Q3 2024 – while the wider FSR space saw a 2.0% decline. And though some of this growth can be attributed to the chains’ expanding footprints, the average number of visits to each chain’s individual locations also rose YoY (3.0% for Texas Roadhouse and 2.6% for LongHorn Steakhouse).
What is the secret to these steakhouses’ success? One factor that appears to be driving growth for both restaurants is their relative affordability – especially on weekday afternoons. The cost of beef has continued to climb in recent months – and though the two chains have been forced to raise prices, they have remained committed to providing high-quality meals that don’t break the bank.
One way they’ve done so is through weekday specials that allow hungry customers to indulge as they go about their routines. Texas Roadhouse’s Early Dine Menu offers diners a variety of entrees for $8.99 to $11.99 – as long as they snag them before the dinner time rush. LongHorn Steakhouse, for its part, offers a lunchtime special on Mondays through Saturdays from 11:00 AM to 3:00 PM, including an $8.99 sandwich combo.
And foot traffic data suggests that these offerings may be helping to drive traffic to the two chains. In Q3 2024 (July to September), both Texas Roadhouse and LongHorn Steakhouse saw significantly higher weekday YoY visit growth during the afternoons – 9.7% and 8.0% respectively, compared to 6.8% and 4.3% after 6:00 PM. The accelerating return-to-office push may also be contributing to the two chains’ YoY visit growth, as commuters seek out affordable places to have lunch with colleagues.
Texas Roadhouse and LongHorn Steakhouse are both major national chains – with locations spread across the continental U.S. But a look at the geographic distribution of visits to the two steakhouse giants shows that each of them has a somewhat different regional focus. Though Georgia – where LongHorn Steakhouse was founded – is the brand’s second-largest market in terms of restaurant count, the Peach State garnered the highest share of visits to the chain in Q3 2024 (13.3%). Next in line was Florida, with 12.6% of visits. For Louisiana-based Texas Roadhouse, on the other hand, Texas was at the center of it all – with Florida coming in a not-so-close second.
Both chains, however, share some major markets – including Ohio (about six percent of visits to each chain) and Pennsylvania (about five percent of visits to each chain) – showing that many regional markets have plenty of room for high-quality, affordable steakhouses.
And a look at the demographic profiles of Texas Roadhouse and LongHorn Steakhouse’s trade areas shows that like other successful chains, both brands appeal to a wide range of audience segments. The eateries’ captured markets boast higher-than-average shares of very different suburban segments – from wealthy and upper-middle-class suburban families to suburban boomers and residents of blue collar suburbs.
Full-service restaurants still face significant hurdles in 2024 – from rising costs to discretionary spending cutbacks. The 2024 consumer prioritizes value and convenience, making it difficult for traditional sit-down eateries to compete. But the continued success of Texas Roadhouse and LongHorn Steakhouse proves that even in today’s difficult environment, FSR chains that succeed in providing affordable, high quality offerings can thrive.
Follow Placer.ai for more data-driven restaurant insights.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

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.
It was an amazing summer for malls, with August proving an especially strong month across all three mall categories – indoor malls, open-air shopping centers, and outlet malls. Between huge blockbuster summer releases, rising consumer confidence, and favorable weather, malls drew bigger crowds than they did last year. The week of August 12th saw YoY visit boosts of 5.6% for indoor malls, 5.8% for open-air centers, and 2.8% for outlet malls. (Outlet malls saw a more impressive YoY boost of 5.4% during the week of August 5th).
As the summer wound down and families settled into back-to-school routines, mall traffic leveled off – with weekly YoY visits ranging from -2.9% to 2.2% in September. But September’s relative quiet won’t last long. Mall traffic is expected to ramp up again in October as early holiday promotions begin to draw crowds, as both retailers and consumers gear up for this year’s shorter holiday shopping season — just 27 days between Thanksgiving and Christmas.

September’s relative quiet notwithstanding, the first Monday of the month – Labor Day – is always a busy one for retailers, and this year was no different. Eager crowds converged on malls during the holiday to take advantage of special sales and enjoy a day of retail therapy.
Compared to the average year-to-date Monday, indoor malls saw a 61.5% increase in foot traffic on Labor Day, while open-air shopping centers saw a 34.1% rise. But it was outlet malls that really hit it out of the park with a remarkable 110.7% boost. Outlet malls often lead during holiday weekends, as shoppers take advantage of their time off for an extended excursion.

What do malls’ 2024 performance thus far tell us about what they can expect this holiday season?
If the rest of the year is any indication, indoor malls and open-air shopping centers are poised for a robust holiday season, having experienced YoY visit growth during every quarter of the year so far. And while outlet mall visits have largely remained aligned with 2023 levels, they are traditionally strong performers during the holidays – so a solid season is still expected for them as well.

Indeed, in past years, outlet malls have proven to be major holiday shopping destinations. Comparing weekly visits to malls in 2022 and 2023 to each year’s weekly visit average shows significant surges in November and December, with outlet malls seeing the most pronounced spikes.
During the week before Christmas in 2023, for example, outlet malls saw visits soar 79.3%, compared to 72.8% for indoor malls and 47.8% for open-air shopping centers. And on Black Friday outlet malls were the clear winners – with a 59.3% visit spike compared to 36.9% for indoor malls and just 18.2% for open-air centers.
This year is expected to follow suit, with all three mall categories likely to see heavy traffic during the peak holiday weeks—and outlet malls expected to shine especially bright as shoppers go the extra mile to seek out the best deals.

The holiday season not only boosts mall traffic but also shifts consumer behavior. Data from the past two years shows that malls’ average dwell times tend to increase during the all-important final quarter. In both 2022 and 2023, indoor and outlet malls saw average Q4 visit durations rise by about a minute compared to the rest of the year. Though a one-minute increase might appear minor, even a small shift in the overall average is significant given the millions of visits that take place during this period.
This trend highlights a shift in consumer behavior during the holidays, as visitors spend more time strolling through malls to snag special deals and seek out ideal gifts for loved ones. Interestingly, open-air shopping centers, which also saw smaller holiday visit peaks, did not show the same shift in dwell time – suggesting that visitor interaction with these centers during the holidays is more in line with that observed throughout the rest of the year.

As October unfolds, and malls begin to fill with holiday scents, music, decor, and promotions, the sector appears well-positioned for a strong holiday season. And this optimism is even further bolstered by predictions of increased consumer spending in the months ahead.
Will malls meet these high expectations during the upcoming season? Follow our blog at Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

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.
