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The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from over 700 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
Return-to-office mandates are once again the talk of the town, with companies from Amazon to AT&T set to crack down on remote work in the new year – in some cases, demanding that workers show up in person five days a week.
But how did the office recovery shape up in December 2024? We dove into the data to find out.
December is typically a quiet month for offices, with many Americans taking time off for the holidays to enjoy vacations and family gatherings. So, it may come as no surprise that office visits in December 2024 dropped to their lowest point of the year.
Compared to December 2019, office visits in December 2024 lagged by 39.2% – a bigger visit gap than that seen in either November (37.8%) or October (34.0%), as employees likely embarked on extended “workations” and enjoyed greater WFH flexibility during the holiday season. Put another way, December 2024 office foot traffic clocked in at 60.8% of pre-pandemic (December 2019) levels.
Still, offices were busier this December than last – in December 2023, the recovery compared to December 2019 stood at just 57.2%.
New York and Miami once again led the regional return to office (RTO) charge with Yo5Y visit gaps of 19.6% and 20.9%, respectively – though both cities’ Yo5Y numbers were weaker than those seen in either October or November.
Atlanta (-34.1%) and Dallas (-35.2%) also outperformed the nationwide average for Yo5Y office foot traffic. And with Dallas-based companies like AT&T and Southwest Airlines starting to enforce stricter in-office policies in the new year, the Texas hub may experience even more accelerated recovery in the coming months. (AT&T also has a strong presence in Atlanta, which may also benefit from the company’s crackdown.)
Meanwhile, San Francisco, which has long lagged in post-pandemic office recovery, finally pulled out of last place in December 2024 with a Yo5Y visit gap of 48.0%, just edging out Chicago. The impressive YoY office visit growth seen by the West Coast hub in recent months – likely fueled in part by Salesforce’s recent RTO mandate – appears to have finally left a tangible mark on the city’s Yo5Y ranking.
Year over year (YoY), visits to office buildings nationwide were up 6.4% in December 2024 – showing that despite seasonal setbacks, office visits remain overall on an upward trajectory. Atlanta (13.7%) and Boston (12.1%) led the way for YoY office recovery, followed by Washington, D.C. (10.6%) and San Francisco (10.4%).
As additional RTO mandates go into effect in the new year, the office recovery needle may move once again. Will additional companies jump on the full-time in-office bandwagon – or will hybrid work models continue to dominate?
Follow placer.ai’s data-driven office index reports to find out.
David’s Bridal and JCPenney have both emerged from bankruptcy proceedings with revitalized operational strategies. We took a closer look at the latest visit trends for the brands and uncovered how the demographics of their audiences have changed along with their real estate footprints.
David’s Bridal closed a significant number of stores in the second half of 2023 as part of its Chapter 11 bankruptcy proceedings, leading to a year-over-year (YoY) drop in visits in the first half of 2024. But although the impact of the previous year’s rightsizing weighed on YoY visit growth, the second half of the year marked a turning point. Lapping the mid-2023 period of aggressive store closures, visits rebounded in August 2024 (3.5% visit growth YoY), and stayed close to or exceeded the previous year’s levels through the end of 2024 (6.3% visit growth YoY), signaling a stabilization in consumer traffic.
David’s Bridal's YoY visits per location numbers showcase the brand's resilience even more clearly. Visits per location were near or exceeded 2023 levels for most of 2024, and saw significant lifts in summer and fall – the most popular wedding seasons. This trend suggests that the retailer’s slimmed-down store fleet remains relevant in the bridal and occasion-attire space, particularly during critical retail moments – and highlights the chain’s ability to drive increased traffic to a smaller real estate footprint. More recent initiatives such as the October 2024 launch of a revamped loyalty program and a December 2024 partnership with delivery giant DoorDash also bode well for the brand’s growth potential in 2025.
JCPenney accelerated a years-long fleet consolidation strategy when it emerged from bankruptcy in 2020 and completed the bulk of its rightsizing campaign by the end of 2021. In 2023, the retailer announced a $1 billion, multi-year reinvestment plan to make massive improvements to operations and the customer experience.
The strategic reinvestment appears to be working: Last year, JCPenney steadily closed its YoY visit and visits per location gaps, which shrank to just -3.0% and -1.8%, respectively in Q4 ‘24 – signaling a sustained foot traffic turnaround for the brand.
Several of JCPenney’s recent initiatives likely played a part in the brand’s upward foot traffic trajectory. During fiscal Q3, the brand invested $51 million in store operations – part of the $1 billion earmarked in 2023 – and saw positive results from a Thursday Night Football promotion and a revamped loyalty program. This indicates that JCPenney may be able to sustain its foot traffic momentum with additional campaigns and continued investment in its stores – and with the chain's recently announced merger with Forever 21, 2025 is looking particularly bright.
While both chains’ foot traffic is on the rise, analysis of David’s Bridal’s and JCPenney’s trade areas reveals a key difference in the two companies’ audience strategies.
In Q4 ‘22, the median household income (HHI) in the captured markets of David’s Bridal and JCPenney was lower than in their potential markets – meaning that both chains attracted visitors from the lower-income households within their wider trade areas. But by Q4 ‘24, David’s Bridal captured market had a higher HHI than its potential market – meaning that it was now attracting the more affluent residents within its trade area. Meanwhile, the median HHI in JCPenney’s captured market continued to fall short of the median HHI in its potential market – although both its captured and potential market HHI has increased over the years.
The now elevated median HHI of David’s Bridal’s captured market suggests that the brand’s rightsizing efforts are driving traffic from a higher-income audience to its remaining locations. And given the relatively high price of wedding gowns, the chain’s recent popularity among more affluent consumers offers another indication of David’s Bridal newfound strength. JCPenney, on the other hand, has stated its commitment to maintaining accessible price points in order to best serve “America’s working families” as the chain continues to attract the lower-income shoppers within its trade area.
The successful turnaround of JCPenney and David’s Bridal – despite their appeal to very different audiences – showcases the various paths available for retail resurgences in today’s consumer landscape.
David’s Bridal and JCPenney serve as powerful examples of how strategic rightsizing and targeted investments can drive a foot traffic turnaround. Both brands have leveraged smaller, optimized real estate footprints and successful promotional activity to boost visits per location and appeal to their target audiences.
For more data-driven retail insights, visit Placer.ai.
About the Placer 100 Index for Retail & Dining: The Placer 100 Index for Retail and Dining is a curated, dynamic list of leading chains that often serve as prime tenants for shopping centers and malls. The index includes chains from various industries, such as superstores, grocery, dollar stores, dining, apparel, and more. The goal of the index is to provide insight into the wider trends impacting the retail, dining and shopping center segments.
In December 2024, retail and dining visitation slowed slightly, with overall visits to the Placer 100 Retail & Dining Index down 0.8% year over year (YoY). The December dip was likely due in part to an extra Saturday last year – the busiest day of the week for many retail and dining chains.
But comparing overall visits in November and December 2024 to the same months in 2023 shows that visits to the Placer 100 Index remained on par with 2023 levels (+0.0%) during the last two months of the year. So despite headwinds and a shorter shopping season (just 28 days between Thanksgiving and Christmas, compared to 33 last year), brick-and-mortar retail and dining establishments ultimately attracted the same number of holiday season visits, all told, as they did last year.
Ever since the launch of Chili’s Big Smasher Burger promotion in late April 2024, YoY visits to Chili’s have been on the rise, buoyed by diners eager to indulge in a full-service experience at a QSR price point. And in December 2024, the chain once again topped the Placer 100 rankings, with visits to the chain up an impressive 21.0% YoY – fewer Saturdays notwithstanding.
Fitness clubs also figured prominently on December’s Placer 100 list, as did budget mainstay Aldi – underscoring the continued robust demand for no-frills, value-oriented grocery offerings. Notably, Family Dollar saw a 4.2% YoY increase in average visits per location – potentially reflecting the success of parent company Dollar Tree’s rightsizing efforts. Meanwhile, Big Lots saw a 5.2% YoY visit bump, likely fueled by strong consumer interest in its liquidation sales.
But value wasn’t the only winner of this year’s holiday season. Upscale department store Nordstrom enjoyed a substantial YoY visit uptick in November and December 2024 – with overall visits to the chain rising 6.5%. This stands in sharp contrast to the wider department stores sector, which experienced a 3.2% decline during the same period.
A look at the demographic profile of Nordstrom’s captured market shows that the chain’s success is likely due in part to its affluent – and young – customer base. In November and December 2024, the median household income of the census block groups (CBGs) from which Nordstrom drew its shoppers – weighted to reflect the share of visitors from each CBG – stood at $113.1K, significantly higher than the $81.3K median for the wider department store space. Nearly a third of Nordstrom's captured market (27.4%) was composed of “Ultra Wealthy Families” – compared to 9.5% for the sector as a whole. And unlike other department stores, which were slightly less likely than average to attract “Young Professionals,” that segment made up 9.7% of Nordstrom’s captured market, well above the nationwide baseline of 5.8%. As Gen-Z leads the charge back to malls, Nordstrom’s robust foothold among younger consumers bodes well for its future success.
Like many department stores, Nordstrom relies on the holiday season to bolster its annual bottom line – in 2024, November and December visits accounted for nearly a quarter (22.5%) of the chain’s total visits for the year. A strong performance during these critical months is a positive signal of good things to come – and with the chain being taken private by its founding family, we may see moves aimed at further solidifying Nordstrom’s position in the months ahead.
Despite fewer shopping days, the 2024 holiday shopping season proved resilient – with overall visits to the Placer 100 Retail & Dining Index remaining on par with 2023 levels. While value chains continued to dominate the rankings, upscale retailers like Nordstrom also enjoyed significant success. What trends will the Placer 100 Index uncover in the new year?
Visit placer.ai to find out.
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.
Malls demonstrated their resilience once again in 2024, will traffic to the three shopping formats essentially on par with 2023 levels despite the ongoing consumer headwinds. Indoor malls and open-air shopping centers even saw slight increases – of 1.5% and 1.7% year-over-year (YoY), respectively – while outlet malls experienced a minimal visit decline of 0.4%.
So although YoY visits dipped at all three mall formats in December 2024 – likely due to the month having one less Saturday than December 2023 – malls appear well positioned going into 2025.
The 2024 traffic performance of each format may be correlated with the income levels of the format’s visitor base. Open-air shopping centers, which received the largest YoY visit boost, also attracted the most affluent visitors who were likely less impacted by the ongoing consumer headwinds. Meanwhile outlet malls – which saw slight YoY traffic dips – drew visitors from areas with the lowest household income.
The holidays are particularly busy for shopping centers as consumers shop Black Friday discounts, meet mall Santas, buy gifts, and hang out with family and friends. But comparing average daily visits between Black Friday (November 11th) and New Years Eve (December 31st) with average daily visits during the rest of the year (January 1st to November 28th) reveals that the holiday boost is not distributed equally across the three mall formats.
Outlet malls received the largest Holiday-driven visit boost and Indoor malls came in at a close second, with visits during the holiday season up 59.3% and 57.0%, respectively. Open-air shopping centers lagged behind the other two formats, with daily visits up just 31.4% compared to the rest of the year.
Diving deeper into the data reveals that weekdays receive the largest lift, with weekday traffic at indoor and outlet malls during the holiday season up 63.0% and 66.4%, respectively, compared to the non-holiday season daily average.
The holidays don’t just drive an increase in traffic – dwell time at malls also tends to be longer between Black Friday and New Years Eve when compared to the rest of the year. Visit length at indoor and outlet malls increased by an average of 4.7 minutes, while dwell time at open-air shopping centers grew by an average of 3.1 minutes.
Malls’ holiday success proves once again that shopping centers continue to play an important role in the wider retail landscape. How will indoor malls, open-air shopping centers, and outlet malls perform in 2025?
Visit placer.ai to find out.
With 2024 firmly in the rearview mirror, we look back on the year’s retail foot traffic trends and what they may signal for 2025. Read on for a closer analysis of the retail categories and states that excelled at driving growth.
Overall retail visits increased year-over-year for most months of 2024, with many of the sporadic visit gaps likely due to extraneous circumstances as opposed to any real consumer slowdown.
Last year’s largest YoY retail visit gap – in January 2024 – could be attributed to severe winter weather in large parts of the country. And the April, September, and December YoY visit dips are likely partially due to calendar shifts, with April 2024 affected by the Easter calendar shift and September and December disadvantaged by having one less Saturday than in 2023.
Still, looking at 2024 as a whole revealed that the year did outperform 2023, with overall retail visits up 0.4% – suggesting that consumer behavior remains resilient and that 2025 could mark a further turnaround if cooling inflation meets consumer expectations.
But diving deeper into the data reveals significant variation among the major retail categories. Discount & dollar stores (2.8% YoY growth) and superstores (1.7% YoY growth) came out ahead of the pack, highlighting consumers’ demand for value in the face of high prices and economic uncertainty. Meanwhile – and as might be expected in a period of financial strain – many discretionary retail categories lagged in 2024. The Furniture & Home Furnishings category in particular saw the steepest decline with negative visit trends from January to July 2024, but the category did finish strong with a 3.5% YoY increase in Q4 2024 visits – a promising sign for 2025.
Last year’s retail foot traffic gains were also unevenly distributed geographically.
While most states saw modest YoY visit growth, Maine (2.2%) and North Dakota (2.0%) topped the list in 2024. Notably, foot traffic in both states showed resilience during even the most challenging periods of the year.
In Maine, a recent increase in inbound domestic migration may have contributed to the state’s foot traffic success. Meanwhile, North Dakota’s large share of superstore and discount & dollar store traffic was likely behind its overall retail visit growth in 2024.
Analyzing 2024 retail trends revealed that consumers navigated uncertainty while showcasing resilience — a promising foundation for the new year. Will this momentum continue in 2025?
Visit Placer.ai to find out.
Florida emerged as a domestic relocation hotspot during the pandemic – and analyzing domestic migration trends over the past four years reveals that most newcomers to Florida have stayed in the Sunshine State. We dove into the data to find out just how big a piece of the domestic relocation pie went to Florida – and see where the newcomers came from, where they chose to settle, and which Florida destinations attracted the most affluent new residents.
Domestic migration picked up over the pandemic, as many Americans liberated from the constraints of in-person work chose to move to areas with more space, a lower cost of living, and better outdoor recreational opportunities.
The map below highlights the states that received net inbound domestic migration between July 2020 and July 2024, with the percentages representing the share of inter-state positive net migration welcomed by each state during the analyzed period.
As the map shows, Florida was one of the major beneficiaries of the recent domestic migration boom. Between July 2020 and July 2024, Florida received 24.7% of positive intra-state migration in the United States. (In other words, 24.7% of inbound net migration to states with overall positive net migration went to Florida.) Texas, another oft-discussed pandemic relocation hub, came in second, receiving a significantly smaller 17.6% of the total inter-state positive net migration pie.
Most of Florida’s recent population influx dates back to the Covid era – diving deeper into the monthly data reveals that the biggest jump in migration over the past four years took place between late 2020 and early 2022. And although inbound migration slowed somewhat in 2023 and 2024, the Sunshine State’s net migrated percent of population compared to a July 2020 baseline remained steady at about 2.5% to 3.1% (depending on the season). This means that 2.5% to 3.1% of Florida’s residents have moved there over the past four years – indicating that most people who moved to Florida at the height of the pandemic have remained in the Sunshine State.
So where is Florida getting its new residents from?
Analyzing net migration to Florida by state of origin reveals that Florida received net positive migration from most of the country during the analyzed period – but the influx from some states was particularly significant.
The map below charts the share of net migration to and from Florida by state of origin or destination between July 2020 and July 2024. The purple represents states from which Florida received net positive migration – more people moved to Florida from those states than the other way around – and the percentage indicates each state's share of the total net positive migration to Florida. The yellow represents states which received net positive migration from Florida – more people moved to those states from Florida than vice versa – with the percentage showing each state's share of the total net negative migration from Florida.
As the data shows, much domestic migration to the Sunshine State came from the Mid Atlantic region – with relatively expensive New York and New Jersey standing out as the biggest feeder states – as well as from Illinois and California, two more high-cost-of-living states. Illinois and the Mid Atlantic states also tend to have relatively cold winters. Meanwhile, Florida mostly lost residents to neighboring states and to Texas, with a much smaller share of its net negative migration going to Alaska, Michigan, Montana, Wyoming, and the Dakotas.
It is likely, then, that Florida’s affordability and mild winters served as significant migration draws.
People may be moving to Florida from all over the United States. But where are they moving to in the Sunshine State? Mapping domestic migration trends onto Florida’s metro areas reveals that most of the inbound domestic migration is concentrated in Central Florida. Indeed, just three Central Florida metro areas – Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven – accounted for nearly half (41.5%) of the total net positive migration to Florida during the analyzed period.
Although the Tampa, Orlando, and Lakeland metro areas are contiguous, the demographic profiles of new residents settling in the three CBSAs are quite different. For example, Tampa, which boasts the highest median household income (HHI) of the three metro areas ($65.1K, compared to $61.1K for Orlando and $55.1K for Lakeland), also drew the greatest share of domestic migrants from affluent areas (median HHI > $100K).
Each of the three central Florida CBSAs also attracted newcomers from different areas of the country. Tampa exhibited the most diversity, with its top 5 CBSAs of origins representing under 50% of total net migration to the metro area. Orlando, on the other hand, received almost 50% of its net domestic migration between July 2020 and July 2024 from just two metro areas: New York and Miami. And for Lakeland, over 50% of the inbound net migration came from within the Sunshine State – including 31.6% from the Orlando CBSA and 9.5% from the Tampa metro area.
It is likely, then, that newcomers to Tampa are coming mostly from wealthy areas throughout the country, while Orlando draws slightly less affluent – but still relatively high-income – newcomers from dense urban areas. Meanwhile, Lakeland appears to attract local Floridians who may be looking for a more affordable living situation without moving too far away from their current communities.
Thanks to its mild winters, affordability, and lifestyle appeal, Florida emerged as a major pandemic relocation destination, and recent migration data reveals that many of those who moved in between 2020 and 2024 have stayed in the Sunshine State. In particular, the central Florida hubs of Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven attracted an outsize share of new Florida residents, with each metro area showcasing unique inbound migration patterns.
What will domestic migration patterns look like in 2025?
Visit Placer.ai to find out.
Everybody loves coffee. And with some 75% of American adults indulging in a cup of joe at least once a week, it’s no wonder the industry is constantly on an upswing.
In early 2024, year-over-year (YoY) visits to coffee chains increased nationwide – with every state in the continental U.S. experiencing year-over-year (YoY) coffee visit growth.
The most substantial foot traffic boosts were seen in smaller markets like Oklahoma (19.4%), Wyoming (19.3%), and Arkansas (16.9%), where expansions may have a more substantial impact on statewide industry growth. But the nation’s largest coffee markets, including Texas (10.9%), California (4.2%), Florida (4.2%), and New York (3.5%), also experienced significant YoY upticks.
The nation’s coffee visit growth is being fueled, in large part, by chain expansions: Major coffee players are leaning into growing demand by steadily increasing their footprints. And a look at per-location foot traffic trends shows that by and large, they are doing so without significantly diluting visitation to existing stores.
On an industry-wide level, visits to coffee chains increased 5.1% YoY during the first five months of 2024. And over the same period, the average number of visits to each individual coffee location declined just slightly by 0.6% – meaning that individual stores drew just about the same amount of foot traffic as they did in 2023.
Drilling down into chain-level data shows some variation between brands. Dutch Bros., BIGGBY COFFEE and Dunkin’ all saw significant chain-wide visit boosts, accompanied by minor increases in their average number of visits per location.
Starbucks, for its part, which reported a YoY decline in U.S. sales for Q2 2024, maintained a small lag in visits per location. But given the coffee leader’s massive footprint – some 16,600 stores nationwide – its ability to expand while avoiding more significant dilution of individual store performance shows that Starbucks’ growth is meeting robust demand.
What is driving the coffee industry’s remarkable category-wide growth? And who are the customers behind it? This white paper dives into the data to explore key factors driving foot traffic to leading coffee chains in early 2024. The report explores the demographic and psychographic characteristics of visitors to major players in the coffee space and examines strategies brands can use to make the most of the opportunity presented by a thriving industry.
One factor shaping the surge in coffee visit growth is the slow-but-sure return-to-office (RTO). Hybrid work may be the post-COVID new normal – but RTO mandates and WFH fatigue have led to steady increases in office foot traffic over the past year. And in some major hubs – including New York and Miami – office visits are back to more than 80.0% of what they were pre-pandemic.
A look at shifting Starbucks visitation patterns shows that customer journeys and behavior increasingly reflect those of office-goers. In April and May 2022, for example, 18.6% of Starbucks visitors proceeded to their workplace immediately following their coffee stop – but by 2024, this share shot up to 21.0%.
Over the same period, the percentage of early morning (7:00 to 10:00 AM) Starbucks visits lasting less than 10 minutes also increased significantly – from 64.3% in 2022 to 68.7% in 2024. More customers are picking up their coffee on the go – many of them on the way to work – rather than settling down to enjoy it on-site.
Dunkin’ is another chain that is benefiting from consumers on the go. Examining the coffee giant’s performance across major regional markets – those where the chain maintains a significant presence – reveals a strong correlation between the share of Dunkin’ visits in each state lasting less than five minutes and the chain’s local YoY trajectory.
In Wisconsin, for example, 50.9% of visits to Dunkin’ between January and May 2024 lasted less than five minutes. And Wisconsin also saw the most impressive YoY visit growth (5.9%). Illinois, Ohio, Maine, and Connecticut followed similar patterns, with high shares of very short visits and strong YoY showings.
On the other end of the spectrum lay Tennessee, Alabama, and Florida, where very short visits accounted for a low share of the chain’s statewide total – under 40.% – and where visits declined YoY.
Dunkin’s success with very short visits may be driven in part by its popular app, which makes it easy for harried customers to place their order online and save time in-store. And this is good news indeed for the coffee leader – since customers using the app also tend to generate bigger tickets.
Dutch Bros.’ meteoric rise has been fueled, in part, by its appeal to younger audiences. Recently ranked as Gen Z’s favorite quick-service restaurant, the rapidly-expanding coffee chain sets itself apart with a strong brand identity built on cultivating a positive, friendly customer experience.
And Dutch Bros.’ people-centered approach is resonating especially well with singles – including young adults living alone – who may particularly appreciate the chain’s community atmosphere.
Analyzing the relative performance of Dutch Bros.’ locations across metro areas – focusing on regions where the chain has a strong local presence – shows that it performs best in areas with plenty of singles. Indeed, the share of one-person households in Dutch Bros.’ local captured markets is very strongly correlated with the coffee brand’s CBSA-level YoY per-location visit performance. Areas with higher concentrations of one-person households saw significantly more YoY visit growth in the first part of 2024. (A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice).
The share of one-person households in Dutch Bros.’ Tucson, AZ captured market, for example, stands at 33.4% – well above the nationwide baseline of 27.5%. And between January and May 2024, Tucson-area Dutch Bros. saw a 6.0% increase in the average number of visits per location. Tulsa, OK, Medford, OR, and Oklahoma City, OK – which also feature high shares of one-person households (over 30.0%) – similarly saw per-location visit increases ranging from 3.6% - 7.0%. On the flip side, Fresno, CA, Las Vegas-Henderson-Paradise, NV, and San Antonio-New Braunfels, TX, which feature lower-than-average shares of single-person households, saw YoY per-location visit declines ranging from 1.5%-9.5%.
As Dutch Bros. forges ahead with its planned expansions, it may benefit from doubling down on this trends and focusing its development efforts on markets with higher-than-average shares of one-person households – such as university towns or urban areas with lots of young professionals.
Michigan-based BIGGBY COFFEE is another java winner in expansion mode. With a growth strategy focused on emerging markets with less brand saturation, BIGGBY has been setting its sights on small towns and rural areas throughout the Midwest and South. Though the chain does have locations in bigger cities like Detroit and Cincinnati, some of its most significant markets are in smaller population centers.
And a look at the captured markets of BIGGBY’s 20 top-performing locations in early 2024 shows that they are significantly over-indexed for suburban consumers – both compared to BIGGBY as a whole and compared to nationwide baselines. (Top-performing locations are defined as those that experienced the greatest YoY visit growth between January and May 2024).
“Suburban Boomers”, for example – a Spatial.ai: PersonaLive segment encompassing middle-class empty-nesters living in suburbs – comprised 10.6% of BIGGBY’s top captured markets in early 2024, compared to just 6.6% for BIGGBY’s overall. (The nationwide baseline for Suburban Boomers is even lower – 4.4%.) And Upper Diverse Suburban Families – a segment made up of upper-middle-class suburbanites – accounted for 9.6% of the captured markets of BIGGBY’s 20 top locations, compared to just 7.2% for BIGGBY’s as a whole, and 8.3% nationwide.
Coffee has long been one of America’s favorite beverages. And java chains that offer consumers an enjoyable, affordable way to splurge are expanding both their footprints and their audiences. By leaning into shifting work routines and catering to customers’ varying habits and preferences, major coffee players like Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are continuing to thrive.
Note: This report is based on an analysis of visitation patterns for regional and nationwide grocery chains and does not include single-location stores.
Grocery stores, superstores, and dollar stores all carry food products – and American consumers buy groceries at all three. But even in today’s crowded food retail environment, traditional grocery chains have a special role to play. With their primary focus on stocking a wide variety of fresh foods, these chains serve a critical function in offering consumers access to healthy options.
But visualizing the footprints of major grocery chains across the continental U.S. – alongside those of discount & dollar stores – shows that the geographical distribution of grocery chains remains uneven.
In some areas, including parts of the Northeast, Midwest, South Atlantic, and Pacific regions, grocery chains are plentiful. But in others – some with population centers large enough to feature a robust dollar store presence – they remain in short supply.
And though many superstore locations also provide a full array of grocery offerings, they, too, are often sparsely represented in areas with low concentrations of grocery chains.
For grocery chain operators seeking to expand, these underserved grocery markets can present a significant opportunity. And for civic stakeholders looking to broaden access to healthy food across communities, these areas highlight a policy challenge. For both groups, identifying underserved markets with significant untapped demand can be a critical first step in deciding where to focus grocery development initiatives.
This white paper dives into the location analytics to examine grocery store availability across the United States – and harnesses these insights to explore potential demand in some underserved markets. The report focuses on locations belonging to regional or nationwide grocery chains, rather than single-location stores.
Last year, grocery chains accounted for 43.4% of nationwide visits to food retailers – including grocery chains, superstores, and discount & dollar stores. But drilling down into the data for different areas of the country reveals striking regional variation – offering a glimpse into the variability of grocery store access throughout the U.S. In some states, grocery stores attract the majority of visit share to food retailers, while in others, dollar stores or superstores dominate the scene.
The ten states where residents were most likely to visit grocery chains in early 2024 – Oregon, Vermont, Washington, Massachusetts, California, Maryland, New Hampshire, Connecticut, New Jersey, and Rhode Island – were all on the East or West Coasts. In these states, as well as in Nevada and New York, grocery chain visits accounted for 50.0% or more of food retail visits between January and April 2024.
Meanwhile, residents of many West North Central and South Central states were much less likely to do their food shopping at grocery chains. In North Dakota, for example, grocery chain visits accounted for just 11.7% of visits to food retailers over the analyzed period. And in Mississippi, Oklahoma, and Arkansas, too, grocery stores drew less than 20.0% of the overall food retail foot traffic.
But low grocery store visit share does not necessarily indicate a lack of consumer interest or ability to support such stores. And in some of these underserved regions, existing grocery chains are seeing outsize visit growth – indicating growing demand for their offerings.
North Dakota, the state with the smallest share of visits going to grocery chains in early 2024, experienced a 9.1% year-over-year (YoY) increase in grocery visits during the same period – nearly double the nationwide baseline of 5.7%. Other states with low grocery visit share, including Nebraska, Arkansas, Alabama, Mississippi, and New Mexico, also experienced higher-than-average YoY grocery chain visit growth. This suggests significant untapped potential for grocery stores and a market that is hungry for more.
Alabama is one state where grocery chains accounted for a relatively small share of overall food retail foot traffic in early 2024 (just 28.9%) – but where YoY visit growth outperformed the nationwide average. And digging down even further into local grocery store visitation trends provides further evidence that at least in some places, low grocery visit share may be due to inadequate supply, rather than insufficient demand.
In Central Alabama, for example, many residents drive at least 10 miles to reach a local grocery chain. And several parts of the state, both rural and urban, feature clusters of grocery stores that draw customers from relatively far away.
But zooming in on YoY visitation data for local grocery chain locations shows that at least some of these areas likely harbor untapped demand. Take for example the Camden, Butler, Thomasville, and Gilbertown areas (circled in the map above). The Piggly Wiggly location in Butler, AL, drew 40.1% of visits from 10 or more miles away. The same store experienced a 23.3% YoY increase in visits in early 2024 – far above the statewide baseline of 6.6%. Meanwhile, the Super Foods location in Thomasville, AL, which drew 52.8% of visits from at least 10 miles away – experienced YoY visit growth of 12.3%. The Piggly Wiggly locations in Camden, AL and Gilbertown, AL saw similar trends.
At the same time, trade area analysis of the four locations reveals that the grocery stores had little to no trade area overlap during the analyzed period. Each store served specific areas, with minimal cannibalization among customer bases.
These metrics appear to highlight robust demand for grocery stores in the region – grocery visits are growing at a stronger rate than those in the overall state, people are willing to make the drive to these stores, and each one has little to no competition from the others.
While significant opportunity exists across the country, many communities still face considerable challenges in supporting large grocery stores. Though South Carolina has a significant number of grocery chain locations, for example, certain areas within the state have low access to food shopping opportunities. And one local government – Greenville County – is considering offering tax breaks to grocery stores that set up shop in the area, to improve local fresh food accessibility.
Placer.ai migration and visitation data shows that Greenville County is ripe for such initiatives: the county’s population grew by 4.8% over the past four years – with much of that increase a result of positive net migration. And YoY visits to Greenville County Grocery Stores have consistently outperformed state averages: In April 2024, grocery visits in the county grew by 6.1% YoY, while overall visits to grocery stores in South Carolina grew by 4.2%. This growth – both in terms of grocery visits and population – points to rising demand for grocery stores in Greenville County.
Analyzing the Greenville County grocery store trade areas with Spatial.ai’s FollowGraph dataset – which looks at the social media activity of a given audience – offers further insight into local grocery shoppers’ particular demand and preferences.
Consumers in Greenville-area grocery store trade areas, for example, are more likely to be interested in “Mid-Range Grocery Stores” (including brands like Aldi, Kroger, and Lidl) than residents of grocery store trade areas in the state as a whole. This metric provides further evidence of local demand for grocery chains – and offers a glimpse into the kinds of specific grocery offerings likely to succeed in the area.
Grocery stores remain essential services for many consumers, providing a place to pick up fresh produce, meat, and other healthy food options. And many areas in the country are ripe for expansion, with eager customer bases and growing demand. Identifying such areas with location analytics can help both grocery store operators and municipal stakeholders provide their communities and customer bases with an enhanced grocery shopping experience that caters to local preferences.
Following COVID-era highs, domestic migration levels have begun to taper off – with the number of Americans moving within the U.S. hitting an all-time low, according to some sources, in 2023.
To be sure, some popular COVID-era destinations – including Idaho, the Carolinas, and Utah – saw their net domestic migration continue to rise, albeit at a slower pace. But other states which had been relocation hotspots between February 2020 and February 2023, such as Wyoming and Texas, experienced negative net migration between February 2023 and February 2024.
Analyzing CBSA-level migration data reveals differences and similarities between last year’s migration patterns and COVID-era trends.
Between February 2020 and February 2023, seven out of the ten CBSAs posting the largest population increases due to inbound domestic migration were located in Florida. But between February 2023 and February 2024, the top 10 CBSAs with the largest net migrated percent of the population were significantly more diverse. Only four out of the ten CBSAs were located in Florida, and several new metro areas – including Provo-Orem, UT, Kingsport-Bristol, TN-VA, and Boulder, CO – joined the list.
This white paper leverages a variety of location intelligence tools – including Placer.ai’s Migration Report, Niche Neighborhood Grades, and ACS Census Data location intelligence – to analyze two migration hotspots. Specifically, the report focuses on Daytona Beach, FL, which already appeared on the February 2020 to February 2023 list and has continued to see steady growth, and Boulder, CO, which has emerged as a new top destination. The data highlights the potential of CBSAs with unique value propositions to continue to attract newcomers despite ongoing housing headwinds.
The Boulder, CO CBSA has emerged as a domestic migration hotspot: The net influx of population between February 2023 and February 2024 (i.e. the total number of people that moved to Boulder from elsewhere in the U.S., minus those that left) constituted 3.1% of the CBSA’s February 2024 population.
The strong migration is partially due to the University of Colorado, Boulder’s growing popularity. But the metro area has also emerged as a flourishing tech hub, with Google, Apple, and Amazon all setting up shop in town, along with a wealth of smaller start ups.
Most domestic relocators tend to remain within state lines – so unsurprisingly, many of the recent newcomers to Boulder moved from other CBSAs in Colorado. But perhaps due to Boulder’s robust tech ecosystem, many of the new residents also came from Los Angeles, CA (6.6%) and San Francisco, CA (3.4%) – other CBSAs known for their thriving tech scenes.
At the same time, looking at the other CBSAs feeding migration to the area indicates that tech is likely not the only draw attracting people to Boulder: A significant share of relocators came from the CBSAs of Chicago, IL (6.1%), Dallas , TX (4.9%), and New York, NY (3.9%). The move from these relatively urbanized CBSAs to scenic Boulder indicates that some of the domestic migration to the area is likely driven by people looking for better access to nature or a general lifestyle change.
According to the U.S. News & World Report, Boulder ranked in second place in terms of U.S. cities with the best quality of life. Using Niche Neighborhood Grades to compare quality of life attributes in the Boulder CBSA and in the areas of origin dataset highlights some of the draw factors attracting newcomers to Boulder beyond the thriving tech scene.
The Boulder CBSA ranked higher than the metro areas of origin for “Public Schools,” “Health & Fitness,” “Fit for Families,” and “Access to Outdoor Activities.” These migration draw factors are likely helping Boulder attract more senior executives alongside younger tech workers – and can also explain why relocators from more urban metro areas may be choosing to make Boulder their home.
Boulder’s strong inbound migration numbers over the past year – likely driven by its flourishing tech scene and beautiful natural surroundings – reveal the growth potential of certain CBSAs regardless of wider housing market headwinds.
Florida experienced a population boom during the pandemic, and several CBSAs in the state – including the Deltona-Daytona Beach-Ormond Beach, FL CBSA – have continued to welcome domestic relocators in high numbers. The CBSA’s anchor city, Daytona Beach – known for its Bike Week and NASCAR’s Daytona 500 – has also seen positive net migration between February 2023 and February 2024.
Americans planning for retirement or retirees operating on a fixed income are likely particularly interested in optimizing their living expenses. And given Daytona’s relative affordability, it’s no surprise that the median age in the areas of origin feeding migration to Daytona Beach tends to be on the older side.
According to the 2021 Census ACS 5-Year Projection data, the median age in Daytona Beach was 39.0. Meanwhile, the weighted median age in the areas of migration origin was 42.6, indicating that those moving to Daytona Beach may be older than the current residents of the city.
Zooming into the migration data on a zip code level also highlights Daytona Beach’s appeal to older Americans: The zip code welcoming the highest rates of domestic migration was 32124, home to both Jimmy Buffet’s Latitude Margaritaville’s 55+ community and the LPGA International Golf Club, host of the LPGA Tour. The median age in this zip code is also older than in Daytona Beach as a whole, and the weighted age in the zip codes of origin was even higher – suggesting that older Americans and retirees may be driving much of the migration to the area.
Looking at the migration draw factors for Daytona Beach also suggests that the city is particularly appealing to retirees, with the city scoring an A grade for its “Fit for Retirees.” But the city of Daytona Beach is also an attractive destination for anyone looking to elevate their leisure time, with the city scoring higher than Daytona Beach’s cities of migration origin for “Weather,” “Access to Restaurants,” or “Access to Nightlife.”
Like Boulder, Daytona’s scenery – including its famous beaches – is likely attracting newcomers looking to spend more time outdoors and improve their work-life balance. And like Boulder and its tech scene, Daytona Beach also has an extra pull factor – its affordability and fit for older Americans – that is likely helping the area continue to attract new residents, even as domestic migration slows down nationwide.
Although the overall pace of domestic migration has slowed, analyzing location intelligence data reveals several migration hotspots amidst the overall cooldown. Boulder and Daytona Beach each have a set of unique draw factors that seem to attract different populations – and the success of these regions highlights the many paths to migration growth in 2024.
