


.png)
.png)

.png)
.png)


Every year in March and early April, thousands of young people descend on Florida beaches to soak up some sun, kick back with friends, and have a good time. But while the influx of revelers can be a boon to local businesses, some municipalities are pushing back against the mayhem. This year, Miami Beach famously announced its intention to “break up” with spring break (“It’s not us, it’s you”) – instituting a series of restrictive measures, from curfews to elevated parking fees, designed to temper the crowds.
But what’s happening on the ground? How did this year’s spring break impact local businesses in key Florida destinations like Miami, Key West, Panama City Beach, and Daytona Beach? Which retail segments continued to benefit from the excitement – and who were the visitors driving foot traffic to their venues?
Florida is home to the most-searched spring break destinations in the United States. And perhaps thanks to the influx of vacationers, location intelligence shows that Quick-Service Restaurants (QSR) and Breakfast, Coffee, Bakeries, & Dessert Shops in Florida spring break hotspots enjoy significant annual visit boosts during March and early April.
The extent of the seasonal boost varies between CBSAs – and though this year’s traffic spikes were slightly lower than last year’s bumps, the two dining segments continued to benefit strongly from spring break-fueled visit bumps in 2024.
Visits to QSR & Fast-Food venues and Breakfast, Coffee, Bakeries, & Dessert Shops in Panama City – known as the spring break capital of the world – were up 57.6% and 56.9%, respectively, during the week of March 11th 2024, compared to an early January 2023 baseline. This represents a minor decline from the comparable period last year (the week of March 13th, 2023), when visits were up a respective 59.2% and 68.6%.
QSR and coffee and breakfast chains in the Miami-Fort Lauderdale-Pompano Beach, Key West, and Deltona-Daytona Beach-Ormond Beach CBSAs also experienced significant visit spikes during the week of March 11th, 2024. Though the March foot traffic increases in these CBSAs were smaller than those seen in Panama City, they were nearly on par with the visit bumps seen in the comparable period of 2023.
.avif)
Who are the visitors driving this spring break dining activity? Drilling down into the data for leading Panama City QSR and coffee chains shows that college student influxes are likely a major contributing factor.
In July 2023 – during Panama City’s peak summer season – the captured markets of local Whataburger, Dunkin’, Starbucks, and Chick-fil-A locations were nearly devoid of STI: Landscape’s “Collegian” segment – a category encompassing currently-enrolled college students. But in March 2024, the share of this segment in the brands’ captured markets skyrocketed.
.png)
Analyzing the audiences of local Panama City resorts reveals a similar pattern. During the month of July, the captured markets of SpringHill Suites and Holiday Inn Resort – two venues popular among spring breakers – included miniscule shares of Collegians. But in March, the share of college students in the resorts’ captured markets jumped to 13.8% and 10.0%, respectively – highlighting the role of undergrads in driving hotel visits during this period.
.png)
Spring break is party time – and Florida has traditionally been at the center of it all.
How will 2024 spring break continue to unfold this year in the Sunshine State? And what other retail categories stand to benefit from the excitement?
Follow Placer.ai’s data-driven civic and retail analyses 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.

DC residents and businesses have been on tenterhooks ever since plans were announced in December 2023 to move the Caps and Wizards to Potomac Yard in Alexandria, VA. Original plans called for a new Wizards practice facility, a separate performing arts center, a media studio, new hotels, a convention center, housing and shopping. Meanwhile, DC mayor Muriel Bowser worked furiously to keep the teams, eventually putting together a $500 million+ deal that was officially approved in the last week, so that the teams would stay in the District until “at least 2050.” That is good news for those businesses by Gallery Place/Chinatown, and the teams can keep the Washington moniker, as opposed to potentially being the “National Landing” teams were they to have moved to the Potomac Yard area.

Migration to the Mountain States, named for the sprawling Rocky Mountain range that runs through the region, has been on an upward trend in recent years. And one state in particular – Utah – has received an impressive influx of new residents.
Which areas are experiencing the most growth? And what is driving migration to the Beehive State? We take a closer look.
Utah, with its iconic national parks and burgeoning tech industry, is growing fast. According to Placer.ai’s Migration Trends Report, Utah experienced an 5.5% rise in population between January 2020 and January 2024, partially driven by inbound domestic migration: 1.8% of the state’s January 2024 population moved in between January 2020 and January 2024.
Utah has a relatively young population – the median age in Utah (according to the 2021 ACS 5-Year Projection dataset) is 31. But relocators to the state seem to be coming from older states – the weighted median age in the states of origins of newcomers moving to Utah over the past four years was 38.
But although Utah’s median age is lower than the median age in the states of origin, the median HHI in the Beehive State is higher than in its feeder states. Between January 2020 and January 2024, the weighted median HHI in the states feeding migration to Utah was $71K/year, lower than the Utah median of $79K/year (although higher than the national average of $69.0K/year).
.avif)
Although Utah as a whole has seen positive net migration over the past four years, the new residents are not evenly distributed across the state’s major metropolitan areas. Inbound domestic migration was particularly strong in the Provo-Orem and Ogden-Clearfield CBSAs (core-based statistical areas), with both states also seeing significant increases in their population (10.7% and 5.1%, respectively) over the past four years. But during the same period, the migrated share of the population of Utah’s largest CBSA – Salt Lake City – has declined, and the overall population in the Salt Lake City CBSA grew by just 1.0%. So what is driving migration to Provo-Orem and Ogden-Clearfield?
.png)
January 2020 to January 2024 migration data reveals that relocators to Provo and Ogden come from CBSAs with a lower median age and HHI compared to those moving to Salt Lake City: Newcomers to the Provo-Orem and Ogden-Clearfield CBSAs came from CBSAs with a weighted median HHI of $73K and $72K, respectively, compared to a $75K median HHI for CBSAs feeding migration to the Salt Lake City CBSA. And the weighted median age in the CBSAs of origin for Provo-Orem and Ogden Clearfield was 25 and 32, respectively, compared to 33 in the CBSAs of origin for Salt Lake City.
The movement of younger people from lower-HHI areas to these CBSAs may indicate that many of those relocating to Utah to benefit from the state’s robust economy are specifically choosing the Provo-Orem and Ogden-Clearfield metro areas.
.avif)
Niche’s Neighborhood Grades – available in the Placer.ai Marketplace – assigns grades to various types of regions based on a variety of factors, including job opportunities. And comparing the Niche rating for “Jobs” assigned to Utah’s three largest CBSAs with the aggregate “Jobs” grade assigned to the CBSAs of origin also suggests that Provo and Ogden’s economic opportunities are driving migration to these smaller metro areas.
All three Utah CBSAs analyzed received a higher “Jobs” grade than their CBSAs of origin – indicating that the employment opportunities in all three metro areas are likely drawing newcomers. But while Salt Lake City only got a “B+” in “Jobs” – just one grade up from the aggregate grade assigned to its areas of origin – Provo-Orem and Ogden-Clearfield got a “Jobs” grade of “A-”, or two notches up from the “Jobs” grade in their CBSAs of origin. The highly robust job markets in these smaller CBSAs may explain why newcomers seem to prefer Provo-Orem and Ogden-Clearfield to Salt Lake City.
.avif)
Utah’s population growth makes it one of the most exciting states to watch, and the state’s promising employment opportunities seems to be a major draw for newcomers to the state.
Will Utah continue to experience population growth?
Visit placer.ai to keep up with the latest migration trends.
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.

In a world where convenience is key and online shopping reigns supreme, many brands are turning to experiential retail to draw visitors into brick-and-mortar stores. We take a look at three companies with different types of experiential offerings – Michaels, DICK’S, and Lowe’s Home Improvement – to understand what experiential retail can look like in 2024.
Some retailers are encouraging consumers to engage fully in their brand by dedicating entire brick-and-mortar venues entirely to immersive experience. Sporting goods brands in particular, including Lululemon with its yoga studios and Nike and its training studios, have employed this strategy to directly engage with their core audience. And perhaps the best example of this is the DICK’S House of Sport concept, launched in 2021 by sporting goods retailer DICK’S.
DICK’S currently operates 12 House of Sports locations where visitors can repair their bikes, pick out a golf club, use a climbing wall or batting cage. The concept has been highly successful, especially as more people engage in some form of recreational sports or fitness activities, and the chain is looking to add at least 100 more of these experiential stores in the next five years.
Quarterly foot traffic patterns suggest that the new locations will be met with enthusiasm. Visits to the three longest-running House of Sports stores in Q4 2023 were 7.2% higher than they were in Q4 2022, while visits to DICK’S Sporting Goods stores nationwide were 2.3% lower for the same period. Psychographic data also reveals that House of Sport visitors also tend to be slightly older and more established than visitors to DICK’S nationwide – and this older audience may be more inclined to spend more than their younger counterparts.
%20(1).avif)
By creating an immersive athletic experience that taps into the growing popularity of personal fitness, House of Sport can continue to draw in visitors and foster community – and serve as a model for other sporting goods retailers looking to expand their experiential offerings.
Retailers who don’t want to devote an entire location to their experiential offering can also leverage their regular venues to offer visitors hands-on engagement with their products on certain days or time slots. Rising costs have led more people than ever to turn to DIY – and meeting that demand, leading home improvement retailer Lowe’s has introduced a DIY workshop on Saturdays and Sundays at 100 locations across the country. Visitors heading to participating Lowe’s stores will be able to participate in workshop stations and take advantage of all-day demos – with no registration required. The company also runs a family-friendly Weekending at Lowe’s program, which allows visitors to register to free workshops focused on child-friendly activities, such as creating a butterfly biome or a tabletop basketball game
Providing people with a hands-on, practical approach to home repairs may help Lowe’s expand its customer base as more people embrace DIY concepts. Participants in the DIY workshops may feel more confident in tackling new projects at home. They are also more likely to choose Lowe’s products due to familiarity with the store and its offerings — a win for the company.
Comparing year-over-year (YoY) visits at Lowe’s locations with DIY workshops to the foot traffic performance of the chain as a whole indicates that the DIY venue, while experiencing the effects of the ongoing retail headwinds, are managing to perform better than Lowe’s stores overall. And analyzing locations using the Spatial.ai: PersonaLive dataset reveals that Lowe’s DIY stores are particularly popular among rural segments, with more "Rural Average Income" and "Rural Low Income" segments in their captured markets than their potential market*.
*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.
.png)
Lowe’s can harness this data if it seeks to expand the DIY concept further to help it capitalize on its success among rural audiences – and other retailers can take note of the demand for hands-on workshops from this segment.
A third model for experiential retail empowers the customer to take the reins and decide when to schedule the in-store event – and who to add to the guest list. Craft chain Michaels, which has long emphasized child-friendly experiences like summer camps and free classes, recently introduced store-hosted birthday parties for kids up to age 13.
Demographic data from both potential and captured trade areas suggest that this focus on kids activities is succeeding in attracting the family households in its trade area. Michaels attracts a larger share of married couples with children in its captured market than in its potential market, and has a captured market household size of 2.6, slightly larger than its potential market household size. The share of households in Experian: Mosaic’s “Suburban Style,” “Flourishing Families”, and “Family Union” segments were also all higher in Michaels captured market than in its potential market.
.avif)
Michael’s seems to be positioning itself as a one-stop shop for crafters of all ages, and focusing on children’s events may help the chain attract more family segments to its stores. This serves as a reminder of the draw that quality children’s entertainment can provide and offers a blueprint for retailers wishing to attract more families to their locations.
These three chains prove that there are plenty of ways to attract people into brick-and-mortar stores. By offering workshops, events, and in-store attractions, the three chains are building brand awareness and increasing their foot traffic.
Will experiential retail continue to dominate in 2024?
Visit placer.ai/blog to stay up-to-date on the latest retail trends.
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.

One of the major stories of 2023 was the rise in food prices, with costs up roughly 25% since 2020 – and the increasing costs of food and other goods have helped discount grocers thrive.
We checked back in with two grocery chains known for their bargain prices and private labels – Aldi and Lidl – to see how they’re doing.
Aldi offers prices that rival those of discount grocers, making it a major player in the discount grocery segment. And these attractive prices have helped the company see significant visit growth over the past few years. Year-over-year (YoY) monthly visits to Aldi were up throughout 2023 and into 2024, with some of the growth due to the chain’s aggressive expansion. And the company plans to grow even further – Aldi has announced plans to open another 800 stores over the next few years.
Lidl – another German-based grocer – opened its first location in Virginia in 2017. The chain currently has around 170 locations in the country, primarily on the East Coast, and is also expanding – albeit at a slower pace. Between February 2023 and February 2024, YoY visits to Lidl were up almost every month with only a slight dip in January 2024 – perhaps due to the unseasonal cold – a promising sign for the discount grocer as more consumers than ever choose low-cost food options.

Although both Lidl and Aldi are German-owned discount grocers, examining the demographics for the two brands' trade areas nationwide sheds light on the differences between the two chain’s consumer bases.
Analyzing the trade area median HHI reveals that Lidl attracts a higher-income clientele than Aldi: The median household income (HHI) in Aldi’s trade area was slightly lower than the the nationwide median, with the median HHI in the chain’s captured market even lower than the median HHI in its potential market. This indicates that Aldi locates its stores in areas that are accessible to the average consumer and succeeds in attracting also the slightly lower income segments within its potential trade area.
Meanwhile, Lidl’s potential market median HHI stood at $78.8K/year in 2023, and the median HHI in its captured market was even higher – $88.1K/year – indicating that Lidl stores are located in more affluent areas, and that the company caters to the wealthier households within those neighborhoods.
The share of households with children in Aldi’s potential and captured market was also almost identical to the nationwide average – indicating once again Aldi’s success in reaching the average U.S. grocery shopper. Lidl, on the other hand, saw more households with children in both its captured and potential markets, with the share of households with children in its captured market around two percentage points higher than the share of households with children nationwide. So while Aldi and Lidl do share some similarities in terms of origins, preference for private label, and pricing, the trade area analysis points to major differences between the two chains’ audiences.
*A chain or venue’s potential market refers to the people that reside in its trade area, based on the business’ True Trade Area and weighted by census block group (CBG) within the trade area according to the size of its population. Captured markets represent the population that visits the business in practice, and the data is obtained by weighting each CBG according to its share of visits to the chain or venue in question.
.png)
Diving into the psychographic data for Aldi and Lidl adds another dimension to the trends revealed by the demographic data. While both brands are popular among suburban audiences – Aldi tends to attract a more blue-collar customer, while Lidl is frequented by a wealthier suburban segment. The share of visitors falling into the “Small Town Low Income” category was 7.5% for Aldi compared to 0.9% for Lidl. Conversely, Lidl saw 16.7% of its visitors falling into the “Upper Suburban Diverse Families” segment, while Aldi had 10.6% of its consumers in that category.
And while Aldi and Lidl have a hold on different suburban segments, the chains’ expansion strategies seem geared to grow each chain’s reach outside the other’s orbit. Lidl has been opening stores in big cities along the East Coast, including New York City’s tony Chelsea neighborhood, perhaps in a bid to reach more of the wealthier customers that favor the brand. Aldi, meanwhile, recently acquired grocery chains Winn-Dixie and Southeast Grocers, brands that typically attract a more price-sensitive consumer. This acquisition will significantly expand Aldi’s presence and will likely appeal to value-oriented shoppers, a segment already receptive to its offerings.
.png)
The past few years have seen the grocery space adapting to an increasingly value-oriented consumer, and Aldi and Lidl have benefitted from this shift. As inflation cools and both companies expand their footprints, will they continue on their upward trajectory?
Follow Placer.ai’s data-driven retail analyses 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.

Since COVID, millions of Americans have relocated from major population centers in California, New York, and Illinois (among others) to other regions of the country. Whether in search of job opportunities, affordable housing, or simply a change of scenery, thousands of people have decamped to places like Tampa, Florida, Bozeman, Montana, and Portland, Maine. And the great state of Texas – with its wide open spaces and relatively affordable cost of living – has emerged as a favored destination.
So with 2024 underway, we dove into the data to explore domestic migration trends in the Lone Star State. How much has the population of Texas grown as a result of domestic migration over the past several years – and which metro areas (CBSAs) are attracting new residents? Are people moving to major cities like Dallas, Houston, Austin, and San Antonio, or are they heading out to the suburbs?
Between December 2019 and December 2023, Texas’ population grew by 4.3% – with nearly a third of this increase driven by new residents hailing from elsewhere in the U.S.
Perhaps unsurprisingly, many of these new arrivals made a bee-line to Texas’ four most populous metropolitan areas – Austin-Round Rock-Georgetown, San Antonio-New Braunfels, Dallas-Fort Worth-Arlington, and Houston-The Woodlands-Sugar Land. During this time period, each of these CBSAs experienced positive net migration (meaning that more people moved to these areas than away from them) ranging from 0.4% to 3.4%.
.avif)
But a deeper analysis of foot traffic trends reveals that, even as the CBSAs as a whole added new residents, the primary cities anchoring the CBSAs often lost more domestic migrants than they gained. Austin proper lost 6.1% of its population to relocation, while Dallas, Houston, and San Antonio lost 4.2%, 3.9%, and 3.2%, respectively. Only Fort Worth – Texas’ fifth-most-populous city – experienced positive net migration over the past four years.
.png)
Why are major metropolitan areas seeing population influxes, even as their central urban hubs experience outflows? Drilling down even deeper into zip-code level location intelligence provides a striking snapshot of what’s actually happening on the ground.
In all four CBSAs, zip codes belonging to the metro area’s flagship city were more likely to experience negative net migration – while those in further-away suburbs and towns were more likely to see positive inflow.

The relative growth experienced by Fort Worth can be understood against this backdrop: Fort Worth may be one of Texas’ biggest cities, but it is smaller – and less expensive – than Dallas, which dominates the metro area.
Suburban life offers residents many of the benefits of proximity to major urban centers, without some of the drawbacks – like smaller homes. And with more Americans free today to live further away from the office, many appear to be choosing suburban chill over big-city hassle.
Home to the Alamo, a premier state fair, and arguably one of the cultiest grocery chains in the country (H-E-B, of course), Texas has become a key destination for Americans seeking greener (and cheaper) pastures. And though major metropolitan centers in the Lone Star State have seen significant positive net migration over the past four years – much of that growth has taken place outside of the state’s biggest cities.
How will Texas’ population continue to evolve over the next months and years? Will big cities make a comeback – or are suburbs and smaller towns poised to remain the main drivers of growth?
Follow Placer.ai’s data-driven domestic migration analyses 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.

Consumer preferences have shifted over the past five years. COVID-19 and inflation impacted shopping habits and behaviors across the retail space – and while some of the changes were short-lived, others appear to have more staying power. Now, with memories of the lockdowns fading, and as the inflation that plagued much of 2022 and 2023 wanes (hopefully), we analyzed location intelligence data to understand what the retail and dining landscape looks like today.
This report leverages historical and current foot traffic data and trade area analysis to better understand the current retail and dining landscape and reveal consumer trends likely to shape 2024 and beyond. Which segments have benefited most from the shifts of the past five years? How are legacy brands staying on top of current shopping and dining trends? Where are people shopping and dining in 2024? And what characterizes the modern consumer?
One of the major retail stories of the past five years has been the rise of Discount & Dollar Stores. Category leaders such as Dollar General and Dollar Tree expanded significantly prior to the pandemic, which helped these essential retailers attract large numbers of customers during the initial months of lockdowns.
During this period, many Discount & Dollar Stores invested in more than just their store count – several leading chains also expanded their grocery selection, allowing these companies to compete more directly for Grocery and Superstore shoppers. As Discount & Dollar Stores continued growing their store fleets – and as the pandemic gave way to inflation concerns – shoppers looking for more affordable consumables options gravitated to this segment.
Location intelligence shows that the rapidly opening stores and stocking them with fresh groceries is working – since 2019, Discount & Dollar Stores have slowly but steadily grown their visit share relative to the Grocery and Superstore sectors.
In 2019, Discount & Dollar retailers captured 15.1% of the visit share between the three categories analyzed. This number grew by a full percentage point between 2019 and 2020 and the trend has continued, with the category enjoying 16.6% of the relative visit share in 2023. Meanwhile, Superstores’ relative visit share decreased during the same period, dropping from 41.7% in 2019 to 40.0% in 2023, while the relative visit share of Grocery Stores remained mostly stable.
Still, consumers are not giving up their regular Grocery or Superstore run quite yet – over 80% of combined visits to Grocery Stores, Superstore, and Discount & Dollar Store sectors still go to Grocery Stores and Superstores. But the data does indicate that some shoppers are likely choosing to shop for groceries and other consumables at Discount & Dollar Stores. And CPG companies and category managers looking to reach customers where they shop may want to consider adding Discount & Dollar Stores to their distribution channels.
The key question that remains is how much of the gained visit share can the Discount & Dollar leaders maintain as the economic environment improves. This metric will be the strongest sign of whether the short term gains made within a favorable context drove long term value.
Superstores’ visit share may be shrinking somewhat in the face of Discount & Dollar Stores’ growth. But diving into the Superstore leaders reveals that these macro-shifts are having a different impact on the various sub-categories within the wider Superstore segment.
Walmart remains the undisputed Superstore leader thanks to its 61.8% share of overall visits to Walmart, Target, Costco, Sam’s Club, and BJ’s in 2023. But 61.8% is still lower than the 66.3% relative visits share that the Superstore behemoth enjoyed in 2019. Meanwhile, Target grew its relative visit share from 17.3% in 2019 to 19.3% in 2023, while the combined visit share of the three membership club brands increased from 16.5% in 2019 to 18.9% in the same period.
Some of the shift in visit share can be attributed to Walmart closing several locations while Target, Costco Sam's Club, and BJ's expanded their fleet – but other factors are likely at play.
Costco and Target attract the most affluent clientele of the five chains analyzed, which could explain why these chains have seen significant growth at a time when many consumers are operating with tighter budgets. The success of these companies also suggests that there are enough consumers willing to spend beyond the basics – as shown with Target’s Stanley Cup success (more on that below) – to support a varied product selection that includes higher-priced options. It also speaks to a high upside on a per customer basis for chains that have proven effective at providing higher-end products alongside those with a value orientation. This speaks to a unique capacity to effectively address “the middle” – an audience that is defined neither solely by value-seeking nor by high-end product proclivities.
Sam's Club and BJ’s also give shoppers an opportunity to save by buying in bulk and cutting down on shopping trips – and related gas expenses – which may also have contributed to their success. The increase in the relative visit share of wholesale clubs indicates that today’s consumer might react positively to more options for bulk purchases in non-warehouse club chains as well.
Retail is not the only sector that has seen slow and steady shifts in recent years – the dining space was also significantly impacted by pandemic restrictions of 2020-2021 and the inflation of 2022-2023. Location intelligence reveals shifts in both the types of establishments favored by consumers and in the in-store behaviors of dining consumers.
Convenience stores’ dining options have evolved in recent years, with today’s consumers heading to Wawa for a freshly made specialty hoagie or to Buc-ee’s to enjoy the chain’s variety of specialty snacks.
Analyzing the visit distribution among C-Stores and other discretionary dining categories (Fast Food and QSR, Restaurants, and Breakfast & Coffee, not including Grocery and Superstores) showcases the growing role of C-Stores in the dining space. Between 2019 and 2023, C-stores' visit share relative to the other discretionary dining categories jumped from 24.2% to 27.1%. The relative visit share of Breakfast, Coffee, Bakeries & Dessert Shops also grew slightly during the period. Meanwhile, Restaurants’ relative visit share dropped from 13.8% to 11.7% and Fast Food & QSR’s dipped from 51.8% to 50.6%.
Several factors are likely driving this evolution. Most Restaurants shuttered temporarily at the height of the pandemic while C-Stores remained open – and consumers likely took the opportunity to get acquainted with C-Stores’ food-away-from-home options. And many C-Stores expanded their footprint in recent years, while some dining chains downsized, which likely also contributed to the changes in relative visit share between the segments.
But the continued growth of C-Stores between 2021 and 2022, and again between 2022 and 2023, indicates that many diners are now embracing C-Store food out of choice and not just due to necessity. The rise of the Breakfast, Coffee, Bakeries & Dessert Shops category alongside C-Stores in the past five years may also highlight the current appetite for affordable grab-and-go food options. And with C-Store operators embracing the shifts brought on by the pandemic and actively expanding their food options, diners are increasingly likely to consider C-Stores for their portable meals and packaged snacks.
C-Store visitors are increasingly receptive to trying new products at their local c-store. So how can C-Store operators and CPG companies determine which products will best appeal to customers? Analyzing the trade areas of seven major chains – 7-Eleven, Wawa, Casey’s, QuikTrip, Cumberland Farms, Plaid Pantry, and Buc-ee’s – using the Spatial.ai: FollowGraph dataset reveals significant variance in food preferences between the chains’ visitor bases.
For instance, Plaid Pantry visitors were 55% more likely than the nationwide average to fall into the “Asian Food Enthusiasts” segment in 2023, in contrast with Casey’s visitors who are 7% less likely to belong to this psychographic. Residents of the trade areas of QuikTrip and Buc-ee’s rank highest for "Fried Chicken Lovers," while Cumberland Farms and Plaid Pantry visitors register the least interest. C-Store operators, QSR franchisees, packaged food manufacturers, and other stakeholders can leverage these insights to optimize food offerings, identify promising partnership opportunities, and find new venues for product testing.
While C-Stores stores may be the exciting story of the day, Full-Service Restaurants continue to play a major role in the wider dining landscape. And despite the ongoing economic headwinds, several dining brands and categories are seeing growth – although location intelligence suggests that in-restaurant behavior may be changing as well.
For example, the hourly visits distribution for leading steakhouse chains has shifted over the past five years: Between 2019 and 2023, Texas Roadhouse, LongHorn Steakhouse, and Outback Steakhouse all saw a jump in the share of visits occurring between 2:00 PM and 6:00 PM – not typical steak eating hours.
Outback and Texas Roadhouse offer early bird dinner specials while LongHorn has a happy hour, so some diners may be choosing to visit these restaurant chains earlier in the evening in order to stretch their eating out budget. Other consumers who are still working from home most of the week may also be eating on a more flexible schedule, and these diners may be having more late lunches in 2023 when compared to 2019. Restaurant operators, drink providers, and menu developers may want to adapt their offerings to this emerging mid-afternoon rush.
The data examined above shows changes within key retail and dining segments over the past five years. So what do these shifts reveal about today’s consumer? What are shoppers and diners looking for in 2024?
The beginning of 2024 was marked by an Arctic blast and plunging temperatures. Consumers, unsurprisingly, hunkered down at home – and foot traffic to many retail categories took a dip. But the declines were short-lived, and by the fourth week of January 2024 foot traffic had rebounded across major categories.
Still, zooming into weekly visit performance for key retail and dining categories for the first eight weeks of the year reveals that the cold did not impact all segments equally – and the subsequent resurgence boosted some sectors more than others.
Discount & Dollar Stores had the strongest start to 2024, with YoY visits up almost every week since the start of the year, and the category showing even more substantial growth once the cold spell subsided. The Grocery category also succeeded in exceeding 2023 weekly visit levels almost every week, although its visit increases were more subdued than those in the Discount & Dollar Store segment.
Superstore and C-Store experienced relatively muted YoY declines in early January and saw significant weekly visit growth as Q1 progressed, with C-Stores outperforming Superstores by late January 2024. And Dining – which suffered a particularly heavy blow in early 2024 – also rebounded with gusto, offering another strong indicator of the resilience of today’s consumer.
Like in the wider Dining industry, weekly YoY visits to the QSR segment quickly rebounded following the unusual cold of the first three weeks of January 2024. And three chains from across the QSR spectrum – legacy chain Wingstop, rapidly expanding Raising Cane’s, and regional cult favorite Whataburger – are seeing particularly strong foot traffic performances.
Diving deeper into the location intelligence reveals that the three chains’ success may be due in part to their visitor base composition: The trade areas of all three brands included a larger share of four-person households compared to the nationwide average of 24.6%.
Wingstop, Raising Cane’s, and Whataburger’s menus all include larger orders to create shareable meals. And larger households seem to be particularly receptive to dining options that allow them to save money, which could explain the significant share of 4+ person households that visit these chains.
The success of these diverse QSR chains also indicates that, although larger households may have more expenses – and might therefore be more impacted by inflation – they can also drive visits to brands that cater to their needs. So dining operators and food manufacturers looking to attract family demographics may consider offering larger meal combos or larger packaging to help larger households splurge on affordable luxuries without breaking the bank.
Perhaps the most significant sign that today’s consumers are still willing to spend money on non-essentials is the recent success of the Starbucks X Stanley “Pink Cup”. The cup has caused such a sensation that re-sellers ask for up to six times the original $50 price – and for those unwilling to shell out the big bucks on the cup, enterprising cup owners offer photo shoots with the product for $5.
The Starbucks X Stanley “Pink Cup” was released on January 3rd, 2024 and could only be bought at Starbucks kiosks located inside a Target. Viral videos of the release circulated on social media, showing eager crowds lining up early in the morning for the chance to be first to grab their cup. Location intelligence reveals that these early morning visits were significant enough to change Target’s typical hourly visit pattern.
Foot traffic between 7:00 AM and 9:00 AM on January 3rd, 2024 accounted for 4.4% of daily visits, compared to 2.6% of daily visits occurring during that time slot on a typical Wednesday in January or February. And demand for the pink Stanley cup drove a spike in daily visits as well – overall daily visits to Target on January 3rd were 18.7% higher than the average Wednesday visits in January and February 2024.
The visit trends to Target on Pink Cup Day are particularly impressive given the freezing weather in some regions of the country and because consumers were coming off the holiday shopping season. And the success of the cup shows that 2024’s shopper is willing to show up – especially for a viral product. Creating buzzy marketing campaigns, then, may be the key to driving retail success.
The retail changes of the past few years have left their mark on how people shop, eat, and spend. And keeping ahead of these changes allows companies and product managers to ensure they can tailor their offerings – whether product selection or marketing campaigns – to the right audience.

The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper 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 remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.

Last year ended on a high note for many retailers, with cooling inflation and rebounding consumer confidence contributing to a robust holiday season. Still, 2023 was a year of headwinds for the sector, as consumers traded down and cut back on unnecessary indulgences.
In the midst of these challenges, some segments thrived. Continued prioritization of health and wellness by consumers drove strong visit growth for the Fitness and Beauty & Self Care segments – which emerged as 2023 winners and enjoyed positive foot traffic growth in Q4. At the same time, price consciousness drove foot traffic to Discount & Dollar Stores and Superstores, both of which made inroads into the affordable grocery space during the year.
The Grocery category, too, saw a 4.3% jump in visits last year compared to 2022, as well as a slight uptick in Q4 visits. And even the discretionary Dining sector held its own, with a 2.1% year-over-year (YoY) annual increase in foot traffic, and a Q4 quarterly visit gap of just 1.8%.
Fitness had a particularly strong 2023, buoyed by consumers’ sustained interest in self-care and wellness. Since the pandemic, gym memberships have graduated from a discretionary expense to something of a necessity – an important investment in health and wellbeing. The category has also likely continued to benefit from the post-COVID craving for experiences.
And quarterly data shows that the Fitness segment is positively flourishing. Throughout most of Q4 2023, Fitness venues experienced YoY weekly visit growth ranging from 8.8% to 12.2%. (The unusual visit spike and dip during the last two weeks of the quarter are due to calendar discrepancies: The week of December 18th, 2023 is being compared to the week of December 19th, 2022, which included Christmas Day – while the week of December 25th, 2023 is being compared to the week of December 26th, 2022, which did not).
Drilling down into the data for several leading fitness chains shows that there’s plenty of success to go around. Crunch Fitness – ranked by Entrepreneur as 2024’s top fitness franchise – led the pack with a remarkable 28.2% YoY annual increase in visits, partly fueled by the steady expansion of its fleet. And while other value gyms like Planet Fitness also saw robust visit growth, the boost wasn’t limited to budget options. Given the Fitness sector’s already-impressive 2022 performance, the category’s strong YoY showing is especially noteworthy.
Beauty & Self Care was another category to benefit from 2023’s obsession with wellness – as well as the “lipstick effect”, which sees consumers treating themselves to fun, affordable luxuries when money’s tight. Driven in part by the evolving preferences of Gen Z consumers, cosmetics leaders have embraced wellness-focused approaches to cosmetics that prioritize self-care and self-expression. This strategy continues to prove successful: Throughout Q4 2023, Beauty & Self Care chains saw steady YoY weekly visit growth, especially in November and early December – perhaps highlighting Beauty’s growing role in the holiday shopping frenzy.
One brand leading the cosmetics pack in 2023 was Ulta Beauty – which drew growing crowds with its diverse product selection. Everybody loves makeup, and Ulta makes sure to have something for everyone – from discount fare to more upscale products. Buff City Soap, which now pairs its signature offerings with experiential vibes at some 270 locations across 33 states, also experienced YoY annual visit growth of 14.7%. And Bath & Body Works, which made the Wall Street Journal’s list of best-managed companies for 2023, also saw visit strength, with an overall increase in annual foot traffic, even as Q4 visits saw a slight decline.
If wellness was a key retail buzzword in 2023, value was an equally discussed topic. And Discount & Dollar Stores – ideal destinations for cash-strapped consumers seeking bargain merchandise – made the most of this opportunity. Shoppers frequented these chains year-round for everything from groceries to home goods, propelling the category firmly into the mainstream.
And in Q4 2023, shoppers flocked to discount chains in droves to snag food items, stocking stuffers, and other holiday fare – fueling near-uniform positive YoY foot traffic growth throughout the quarter. The week of October 30th seems to have kicked off the Discount & Dollar holiday shopping season, perhaps showcasing the segment’s growing role as a Halloween candy and costume hotspot.
Every discount chain is somewhat different – and the success of the various Discount & Dollar chains can be attributed to a range of factors. Dollar Tree and Dollar General likely benefited from the broadening and diversification of their grocery selections – while Ollie’s (“Get Good Stuff Cheap!”) solidified its position as a place to find relatively upscale items at a bargain. All three chains – and particularly Dollar General and Ollie’s – also grew their footprints over the past year. Family Dollar (also owned by Dollar Tree) also came out ahead on an annual basis – despite the comparison to a strong 2022.
Of all the Discount & Dollar chains, Five Below saw the biggest surge in foot traffic, partly as a result of its increasing store count. But the retailer’s offerings – affordable toys, party supplies, and other fun splurges – also appear to have been tailor-made for 2023’s retail vibe.
During the fourth quarter of the year, Superstores saw a slight YoY increase in visits – including during the all-important week of Black Friday, beginning on November 20th. (This week was compared with the week of November 21st, 2022, which also included Black Friday). Like Discount & Dollar chains, Superstores saw an appreciable YoY visit uptick during the week of Halloween.
On an annual basis, Superstore mainstays Walmart and Target experienced visit increases of 2.8% and 4.7%, respectively. But while all the major category players enjoyed a successful year, membership warehouse chains’ YoY visit numbers were especially strong. As perfect venues for mission-driven shopping expeditions, Costco, Sam’s Club, and BJ’s likely drew shoppers eager to load up on both inexpensive gifts and essentials.
The traditional Grocery sector also held its own during Q4 2023. Notably, grocery stores saw positive visit growth for most weeks of November and December, a period encompassing the critical Turkey Wednesday milestone – no small feat given the disruptions experienced by the category.
Unsurprisingly, it was discount grocery chains that saw some of the greatest YoY visit growth, as shoppers – including higher-income segments – sought to counter inflation with lower-priced food-at-home alternatives. Whether through opportunistic buying models, private label merchandising, or no-frills customer experiences, value supermarkets proved once again that even quality specialty items don’t have to carry high price tags.
Eating out can be expensive – and when money’s tight, restaurants and other discretionary categories are often first to feel the crunch. But the Dining category seems to have emerged from 2023 relatively unscathed, with overall yearly visits up 2.1% compared to 2022 despite the modest YoY weekly visit gaps in Q4 2023. And given the myriad challenges out-of-home eateries had to contend with in 2023 – from inflation to labor shortages – even the minor weekly gaps are quite an attainment. (As noted, the last two weeks of the quarter reflect calendar discrepancies).
Foot traffic data shows that dining success could be found across sub-categories. Wingstop, Shake Shack, and Jersey Mike’s Subs rocked Fast Casual and QSR, with annual YoY visit growth ranging from 11.8% to 20.3%, partly fueled by the chains’ growing footprints. Full-Service Restaurants also had their bright spots, including all-you-can-eat buffet star Golden Corral and two steak venues: Texas Roadhouse and LongHorn Steakhouse.
And in the Coffee, Breakfast, and Bakeries space, Playa Bowls led the charge. The superfruit bowl chain’s affordable, wellness-oriented treats seem to have been created with 2023 in mind – and during the year Playa Bowls expanded its fleet while also seeing double-digit increases in comparable store sales. Steadily expanding Biggby Coffee and Dutch Bros. Coffee also saw significant YoY foot traffic growth.
