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Family Dollar’s parent company Dollar Tree recently announced plans to dramatically rightsize the discount chain’s store fleet, with 600 stores slated for closure in 2024 and more to follow in upcoming years for a total of almost 1000 closures. We dove into the location intelligence for Family Dollar and three other leading value-forward retailers to understand which chain stands to benefit most from Family Dollar’s contraction.
Dollar Tree’s plans to close almost 1000 Family Dollar stores did not surprise retail analysts. Discount & Dollar Stores have been on the rise in recent years, driven in part by significant expansions – visits to the industry up 25.4% in Q1 2023 and up 55.8% in Q4 2023 relative to pre-pandemic Q1 2019. But this growth seems to have bypassed Family Dollar. Q1 2023 visits to the brand were up just 0.8% and traffic during the critical holiday-driven Q4 2023 was up just 9.8% since Q1 2019.
Meanwhile, the eponymous banner of Family Dollar’s parent company Dollar Tree outperformed the wider industry during the same period, with a 28.4% increase in Q1 2023 visits and a 72.1% increase in Q4 2023 visits relative to a Q1 2019 baseline.
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The Discount & Dollar Store space includes major players like Dollar General and the Dollar Tree banner that can fill the voids left by shuttering Family Dollar Venues. Walmart also may step into some of the newly created gaps. Analyzing the demographic and psychographic composition of the trade areas of these four chains – Family Dollar, Dollar General, Dollar Tree, and Walmart – may reveal the chain(s) best positioned to cater to Family Dollar’s current visitor base.
Most people have set daily shopping habits, and chains will likely have more success vying for Family Dollar’s visitor base if they can accommodate the current visitation patterns of Family Dollar shoppers.
Family Dollar and Dollar General respectively receive 37.0% and 37.9% of their daily visits between the hours of 5:00 PM and 8:59 PM. Meanwhile, only 31.2% of Dollar Tree’s visitors and 34.3% of Walmart visitors visited those chains in the late afternoon and evening. The similarities between Dollar General and Family Dollar’s visitation patterns may mean that Dollar General’s staffing and opening schedule is suited to handle the influx of former Family Dollar visitors without making these visitors modify their current shopping behavior.
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Analyzing the four chains by trade area median household income (HHI) also shows that Family Dollar is closer to Dollar General than to Walmart or Dollar Tree – but the data also reveals that Family Dollar serves a distinct demographic base. The chain has a potential market median HHI of $62.1K and a captured market median HHI of $48.3K – in both cases, the lowest trade area median HHI of the four chains analyzed.
Potential market analysis weighs the Census Block Groups (CBG) making up a trade area according to the number of residents in each CBG. The low median HHI in Family Dollar’s potential market means that the chain’s venues tend to be located in lower-income areas compared to the other chains’ store fleets.
Captured market median HHI reflects the median HHI in the CBGs making up a trade area weighted according to the number of visits to the chain from each CBG. And comparing the four chains indicates that the gap between Family Dollar and the other three chains is even larger when looking at the captured market median HHI, with Family Dollar serving the lowest income households within its potential market.
Still, Dollar General’s trade area median HHI is closest to that of Family Dollar – although Family Dollar’s trade area median HHI is still significantly lower than that of Dollar General – which could mean that Dollar General will be most attractive to Family Dollar’s former visitors.
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But looking at other metrics suggests differences in household composition between Family Dollar and Dollar General. Although the potential market share of households with children is similar for the two chains, Family Dollar’s captured market share is higher while Dollar General’s captured market share of households with children is lower.
Family Dollar’s popularity among lower-income households with children may explain why the chain has been struggling in recent years, as this demographic has been particularly hard-hit by the recent economic headwinds. And this distinct demographic base may also mean that Dollar General might want to make some merchandising, pricing, or marketing adjustments to best serve Family Dollar’s former visitors.
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Although the demographic composition of Family Dollar’s trade areas sets the chain’s visitor base apart, diving into the psychographic segmentation of the chain’s captured and potential market highlights similarities with other value-forward retailers.
All four chains analyzed seem particularly popular with rural audiences – specifically with the Rural Average Income and Rural Low Income segments as defined by the Spatial.ai: PersonaLive dataset. (Dollar General and Walmart also see a disproportionate number of visits from the Rural High Income segment within their potential markets.) So some of Family Dollar’s rural shoppers may already be visiting Walmart or Discount & Dollar Stores – and these other retailers may choose to open in areas where Family Dollar is closing and where no other discounter currently operates.
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The massive rightsizing of Family Dollar’s store fleet creates major opportunities for other value-driven retailers to expand their reach. Who will end up benefiting most from these shifts?
Check in with placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
Last year’s retail vibe was nothing if not experiential. Inflation led consumers to trade down and cut back on discretionary spending – but people still sought out fun, affordable venues to meet up with friends and let off some steam.
So with 2023 firmly in the rearview mirror, we dove into the data to check in with Dave & Buster’s Entertainment Inc., owner of eatertainment chain Dave & Buster's, and – since 2022 – Main Event Entertainment. How did the company’s two brands fare in the final months of 2023 and at the start of 2024? And what lies in store for them in the months ahead?
Dave & Buster’s, the sports bar arcade that invites harried grown-ups to cast aside their worries and “unlearn adulthood”, is thriving. With some 160 venues across 42 states, Dave and Buster’s offers the most tightly-wound consumers an inexpensive escape from real life – someplace they can unwind with friends over a beer, some mouthwatering shareables, and a bit of friendly skee-ball.
Over the past several years, Dave & Buster’s has grown its store count, and in 2022 broadened its portfolio with Main Event Entertainment – the family-oriented eatertainment concept that pairs arcade games with larger format activities such as laser tag and bowling. And since November 2023, both brands have sustained mainly positive year-over-year (YoY) visit growth, disrupted only by January 2024’s inclement weather.
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Main Event Entertainment’s purchase by Dave & Buster’s appears to have been a natural move on the company’s part. Overlaying foot traffic data with demographics from STI’s PopStats reveals that the two chains’ comparable offerings attract customers with similar income profiles: In 2023, Dave & Buster’s’ and Main Event’s captured markets featured median household incomes (HHIs) of $67.3K and $67.6K, respectively – just under the nationwide baseline of $69.5K.
But the acquisition of Main Event has also allowed Dave & Buster’s Entertainment, Inc. to broaden its visitor base. Both of the company’s brands attract plenty of singles and families with children. But while Dave & Buster’s young-adult-oriented vibe holds special appeal for people living on their own, Main Event’s child-friendly activities make it a particularly attractive destination for parental households. Together, the two chains offer something for everyone – cementing the company’s role as an eatertainment leader.
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Dave & Buster’s and Main Event also enjoy similar weekly visitation patterns. Unsurprisingly, the two chains are busiest on Saturdays, followed by Sundays and Fridays, and quieter during the rest of the week. But both brands have also found creative ways to boost weekday visits. On Wednesdays, Dave & Buster’s offers a 50%-off deal, letting customers play their favorite games at half the price – and fueling a significant midweek foot traffic spike. Main Event Entertainment, for its part, draws weekday crowds on Mondays with an afternoon all–you-can-play special.
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Everybody needs to let their hair down sometimes – and with Spring Break right around the corner, both Dave & Buster’s and Main Event are building momentum with seasonal specials aimed at making their offerings even more affordable.
For both chains, March is an important milestone – in 2023, Dave & Buster’s and Main Event drew 41.0% and 82.9% more traffic during the week of March 13th, respectively, than they did, on average, throughout the rest of year. And if recent visit trends are any indication, the two brands appear poised to enjoy a healthy Spring Break and a strong rest of 2024.
For more data-driven retail and dining insights, follow Placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
Despite the individual restaurant success stories in 2023, last year was also a period of economic headwinds in the dining industry. But Darden Restaurants – and its largest chains Olive Garden, LongHorn Steakhouse, and Cheddar’s Scratch Kitchen – continued to drive foot traffic. We dove into the location analytics for these three Darden brands and took a closer look at the shifts in consumer behavior impacting the dining space.
Foot traffic in 2023 was largely positive for Olive Garden, LongHorn Steakhouse, and Cheddar’s Scratch Kitchen, with the strong visit trends likely helping drive Darden’s recent sales growth.
All three brands posted impressive YoY visit growth in Q1 2023, perhaps aided by the comparison to an Omicron-impacted, muted Q1 2022. LongHorn Steakhouse then pulled ahead of the pack in Q2 and Q3 with YoY foot traffic up 3.7% and 4.8%, respectively, before finishing the year off strong with a 3.8% YoY visit increase in Q4. But the real Darden star in Q4 was Olive Garden. The Italian-focused chain’s success was likely bolstered by the return of the Never Ending Pasta Bowl – offered from late September 2023 through mid-November – which appears to have attracted even more hungry diners than it did the previous year.
Meanwhile, YoY visits to Cheddar’s Scratch Kitchen increased during the first three quarters of 2023 and held relatively steady in Q4 – YoY visits during the last quarter of the year were down just 0.7% – highlighting the overall strength of Darden’s portfolio.
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Though 2023 was a particularly successful year for Darden foot traffic, Olive Garden, LongHorn, and Cheddar’s were not immune to this year’s arctic blast. The extreme weather in January 2024 impacted dining visits and put a damper on traffic to these chains. But once the weather warmed up in February 2024, YoY visits to Olive Garden, LongHorn, and Cheddar’s began to heat up as well – outpacing even the strong early 2023 traffic – indicating that Darden brands are likely in for another year of robust visits.
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Diving deeper into the analytics for Darden’s brands indicated that shifts in consumer behavior may be a factor in the restaurants’ recent foot traffic gains. Analysis of hourly visits to Olive Garden, LongHorn, and Cheddar’s since 2019 revealed that a greater share of visitors are now engaging with their favorite restaurants during non-traditional dayparts in the mid and late afternoon.
The share of daily Olive Garden, LongHorn, and Cheddar’s visitors visiting between 2 PM and 5:59 PM was higher in 2023 than in 2019 for all three brands. Olive Garden had the largest share of mid and late afternoon visits in 2022 at 32.6% and maintained its share of 2:00 PM to 5:59 PM visitation in 2023. Meanwhile, LongHorn and Cheddar’s share of visits during the 2:00 PM to 5:59 PM daypart continued increasing in 2023 relative to the previous year, which suggests that this trend of late afternoon and early dinner visits is becoming the new normal.
As eating out early is becoming more prevalent in the casual dining space – as well as in fine dining and steakhouse restaurants – Darden might capitalize on this trend by adding more happy hours and other late-afternoon specials to its restaurants’ menus.
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Darden’s biggest chains succeeded in driving foot traffic growth in 2023 and early 2024. Location analytics indicated that while demand for the brands is consistent, consumer behavior is always changing. How will these restaurants navigate the rest of 2024? Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
Athleisure and sportswear are a go-to for consumers looking to move seamlessly between activities – from a workout to work-from-home. That functionality has kept the category running hot in recent years even while more consumers are getting back to the office and socializing. And since athleisure and sportswear are now bonafide wardrobe staples, more consumers are investing in high-end items. We dove into the data for two of the category’s biggest upscale players – Nike and lululemon – in order to take a closer look at the consumer behavior driving visit growth.
During all four quarters of 2023, Nike and lululemon saw year-over-year (YoY) foot traffic growth that surpassed the visit increases in the wider Athleisure & Sportswear space. Part of Nike’s sizable 2023 YoY visit gains were likely due to the addition of a large number of stores relative to its somewhat modest footprint. Nike is continuing to invest in own-brand stores to boost DTC business including the first U.S. Michael Jordan "World of Flight" store coming to Philadelphia, PA. Lululemon also expanded its store count – albeit more modestly – which likely also helped the company stay ahead of the competition.
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Fueled by significant store growth, Nike managed to keep YoY foot traffic positive in the first two months of 2024 despite the arctic blast that plagued overall retail visits in January.
Lululemon and the wider Athleisure & Sportswear space were less insulated from the effects of the storm, and the comparison to a strong 2023 made for mild YoY visit gaps in January 2024. But by the end of February 2024, both lululemon and the Athleisure & Sportswear space had narrowed their visit gaps and appeared to be on an upward trajectory.
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Diving deeper into the demographic data for Nike’s trade area indicated that the aggressive expansion is not the only factor driving the brand’s recent foot traffic gains. Analysis using the AGS: Demographic Dimensions dataset revealed that since the 2021 retail reopening – and specifically Q3 2021 – the median household income (HHI) of Nike’s captured market has been higher than that of its potential market*. And the gap between the median HHI in the brand’s captured and potential markets seems to have widened even further in 2022-2023.
Driving traffic from affluent consumers appears to be an intentional strategy by the brand. Nike CEO John Donahoe recently noted that the brand is expanding in products across price points and now offers more expensive womenswear than ever before – and location intelligence indicates that this strategy is working. By Q4 2023, the median HHI of Nike’s captured market had climbed to $95.6K – the highest in nearly five years. This suggests that despite the adverse impact of inflation on some aspirational shoppers, Nike is succeeding in driving high-value foot traffic.
*A chain’s potential market refers to the population residing in a given trade area, where the Census Block Groups (CBGs) making up the trade area are weighted to reflect the number of households in each CBG. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
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Will the success of upscale athleisure and sportswear continue in 2024? Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The big news coming out of Dollar Tree’s Q4 2023 update was that the company plans to close 1,000 stores following a comprehensive portfolio review (which we first discussed in December). Management plans to close approximately 600 Family Dollar stores in the first half of fiscal 2024, with another 370 Family Dollar and 30 Dollar Tree stores expected to close over the next several years as store lease terms expire. The 970 anticipated Family Dollar store closures represent 11.6% of the banner’s 8,359 stores opened as of the end of February. Dollar stores were one of the strongest performing categories from a visitation (new stores and perspective during 2023 (below), so it may seem surprising that Dollar Tree plans to close so many Family Dollar stores during 2024.
Dollar Tree’s decision to close Family Dollar stores echoes a lot of what we’ve heard from other retailers closing stores in recent years, including Macy’s, CVS/Walgreens, and others. For the most part, retailers’ decisions to close stores comes down to a combination of factors: (1) population migration has changed the supply/demand balance in a given market; (2) consumer behavior has changed post-COVID; (3) the retailer is facing new sources of competition and eroding consumer loyalty; and (4) retailers are replacing underperforming stores with a modernized store layout.
Management cited changing demographics and market saturation as key considerations driving its consolidation efforts for Family Dollar. While the company has not announced which locations it plans to close, we’ve plotted Family Dollar’s 1,000 lowest performing locations over the trailing twelve months on a visit per square foot basis below.
If we compare this to a map of changes in Origin/Destination Household Income Ratio over the past four years (using Placer’s Migration Trends report), the changing demographics that Dollar Tree cited becomes evident. Many underperforming Family Dollar locations are in the Mid-Atlantic and Southeast markets, several of which have seen an increase in higher household income population due to migration (represented by the green dots below). As populations in these markets have shifted, it’s not surprising that the company is reevaluating its store portfolio in these markets.
The other factor at play behind these store closures is increasing competition. We’ve discussed disruption from Temu and other online marketplaces in the past, but dollar stores are also fighting for visitor share with value grocery chains, superstores, and convenience stores. And it’s not just lower-income consumers that these chains are fighting over–we’re seeing increasing evidence that dollar stores are seeing visits from middle income consumers. In fact, Dollar Tree CEO Rick Dreiling noted that Dollar Tree added 3.4 million new customers in 2023, mostly from households earning over $125,000 a year. We’ve previously noted how Walmart has been successful attracting more middle-income consumers but if we look at captured trade area demographics for the Dollar Tree banner (and not including Family Dollar) from Q3 2023 to Q4 2023, we do see an increase in the trade areas between $50-$150K in household income (below).
Admittedly, some of the increase in higher-income consumers can be explained by the aforementioned migration trends, but management also attributes the pick up in middle-income consumers to its multi-price point strategy called “More Choices” (which we’ve discussed in the past). In particular, we believe the company has seen success driving visits to Dollar Tree stores with its $3, $4, and $5 frozen and refrigerated assortment, which have been rolled out to more than 6,500 locations today (almost 80% of the banner’s store base as of February). The company has also discussed adding cooler capacity at Family Dollar stores; 17,000 cooler doors were added at Family Dollar last year, which brought the average to 26 coolers per store (versus a long-term goal of 30 coolers per store). We suspect that many of the closed Family Dollar stores will be replaced with new stores featuring expanded cooler offerings to better compete for customers across all demographic groups.
There are also more practical reasons for the store closures, including improved execution. Dreiling pointed out that underperforming stores can “take the bulk of a district manager's time”. By closing them, the company can better focus on service and execution at existing stores. Also, management believes that the closings will be accretive from a cash perspective (i.e., it’s cheaper to run these underperforming stores dark than it is to operate them at a loss).
When closing stores, there is always the risk that customers will churn to competing retail brands and categories. In fact, we’ve seen a meaningful number of visitors to CVS and Walgreens locations that closed the past two years migrate to nearby grocery and superstore chains. However, by replicating many of Dollar Tree’s successful strategies–including expanded cooler assortments–at future Family Dollar store openings, it gives the chain an opportunity to offset potential visitors lost to this round of closures.
While many retailers have embraced smaller format stores, one chain bucking this trend is Dick’s Sporting Goods through its large-format House of Sport concept. This format offers shoppers an “elevated assortment and service model, premium experiences and enhanced visual expressions”. We discussed the early success of the House of Sport last summer, and with a few months of additional data to look at, we can now better assess the longer-term potential of this concept sporting goods retail category.
Below, we’ve presented visit per location data for the 12 Dick’s House of Sport locations currently open versus Dick’s chainwide average since the beginning of 2023. The strong visits per location trends that we identified last July continued into the back half of 2023 and early 2024, with House of Sport locations now seeing 5-6 times the number of visits per location compared to the rest of the chain. For reference, the average Dick’s Sporting Goods store is roughly 50K square feet square feet compared to 100K-120K square feet for House of Sport, indicating that House of Sport is also outperforming on a visit per square foot basis.
Given the strong visitation trends, it’s not surprising that Dick’s plans to invest more in the House of Sport concept in the years ahead. In 2024, the company plans to open eight new locations, with seven being planned relocations/conversions of existing Dick’s stores and one new store at Prudential Center in Boston. The company also plans to begin construction this year on approximately 15 House of Sport locations that will open throughout 2025, bringing the total number of House of Sport locations to 35 by the end of 2025. Longer-term, management sees an opportunity for 75-100 House of Sport locations by 2027.
Interestingly, Dick’s plans to incorporate experiential elements similar to House of Sport across the rest of its store portfolio. During its Q4 2023 update this past week, management also announced plans to open 16 next-generation 50K square foot Dick’s Sporting Goods stores in 2024, including the relocation/remodeling of 12 existing stores (on top of the 11 next-generation stores already opened). These next generation stores were inspired by the House of Sport format and incorporate expanded product assortments for certain categories, emphasis on services, and improved visuals. The company also plans to open 10 Golf Galaxy Performance Center locations in 2024 (aligning well with golf’s post-COVID comeback).
In total, Dick’s Sporting Goods plans to increase square footage by approximately 2% in 2024, marking the retailer's largest annual square footage increase since 2017. Importantly, the economics behind Dick’s nascent store formats are compelling. The House of Sport formats generate approximately $35 million in omnichannel sales per store, approximately 20% EBITDA margins, and cash-on-cash returns of 35% on an initial investment of $18.5M ($11.5M capex, $3.5M inventory, and $3.5M pre-opening costs). The next-generation Dick’s stores are expected to generate $14M in omnichannel sales per store, 20% EBITDA margins, and cash-on-cash returns of 65% on an initial investment of $4.5M ($2.5M capex, $1.5M inventory, and $0.5M in pre-opening costs).
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.
