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Commercial real estate is constantly coming up with new and inventive concepts, and one of the latest ideas is the dog park bar. Chains such as Bark Social and Fetch Park are two such entrants that noted the rise in pet ownership during Covid, and are capitalizing on pet owners’ love for their dogs, as well as desire for human companionship and playdates for their canines.
These dog park bars combine the joy of seeing your furry friend run around with other dogs, while the owners can enjoy a cold frosty brew.
Fetch Park has five locations in Georgia, including Buckhead and Alpharetta. Meanwhile, Bark Social has locations in Baltimore, Bethesda, Alexandria, and Philadelphia, with upcoming plans for Los Angeles and Columbia.
Fetch Park includes events such as “Ales, Tails, and Trivia”, weekly karaoke nights, stand-up comedy, and even a singles’ mingle to meet other like-minded pooch people. Bark Social styles itself as a bar for dog lovers, and includes Bark Rangers that oversee puppy activities such as holding your pet’s first birthday party. There is even doggy daycare and summer camp available.
And in sunny LA, it’s not the San Vicente Bungalows or SoHo House that’s getting attention, it’s Dog PPL in Santa Monica, a private dog park whose $80/month membership lets your dog play in style. There are “ruffarrees” on hand to keep the calm while owners socialize and imbibe rosé or kombucha. It can even serve as a co-working location or gym substitute with its dog yoga classes.

Source: Dog PPL
If you’re in the Midwest, check out Barkside in Detroit. This 10,000 sq ft location in the West Village combines a dog park, bar, and beer garden all in one. There is a special focus on Detroit and Michigan brands when it comes to libations, which include beer, wine, spritzers, and a variety of coffee drinks.
And if you truly can’t part from your furry friend for even a minute, new BARK Air has partnered with a jet charter service and offers a Gulfstream V so you and your pet can travel in style. For the price of $6,000 one-way, amenities include dog champagne (aka chicken broth), special blankets and pillows, and delicious dog treats. This service is only available for NY, LA, and London jetsetters, but if this concept takes off and comes to more cities, that would truly be paw-some.

If there’s one sector of the retail industry that continues to innovate, evolve and perform at a high level, it’s convenience stores. Convenience chains remained in lock step with their consumers over the past few years, a difficult feat for many retailers, and benefited from suburban and rural migration patterns. 2023 was a banner year for C-Stores, with visits to large scale chains growing by 6% compared to 2022 (though some of the growth was due to chain consolidation).
C-Stores have done a fantastic job of attracting more visitors through additions like EV charging, local autonomous delivery, and expanded service offerings. However, the winning formula for many C-Store chains has been the bet on fresh, prepared and made to order foods. Chains have transformed consumer thinking around convenience driven foodservice and the concept has won over consumer’s appetites and wallets.
Chains that prioritize prepared foods have higher dwell times, more weekend visits and strong traffic growth according to our data. In a retail industry that prioritizes uniqueness in experience and product, more foodservice options clearly move the needle for visitors. Compared to the large chain C-store average dwell time of 10 minutes in Q1 2024, chains such as Buc-ee’s, Wawa, and Sheetz have higher dwell times by at least a minute, while chains associated with grab-and-go have shorter than average dwell times.
Looking a little more closely at Buc-ee’s, the darling of both the southeast and TikTok fame, the dwell time is double the average of large chain C-Stores. Buc-ee’s has the unique ability to blend entertainment, kitsch and prepared foods in a way that enchants visitors. Maybe it’s the chain’s Beaver Nuggets or the house-smoked barbeque, or its beloved mascot?
Buc-ee’s has the highest percentage of visits lasting 15 minutes or longer, and excels in visits between 15 and 45 minutes compared to other C-Store chains (below). More than half of the visits to Buc-ee’s occur between Friday-Sunday, more than any other competitor. Buc-ee’s can be seen as a destination C-Store as opposed to a daily stop due to the size and location of stores, which certainly contributes to the higher dwell time. Other C-Store chains looking to improve food offerings can use Buc-ee’s as a source of inspiration when it comes to breadth of assortment and mix of specialty packaged items and foodservice options.
The most surprising metrics come from Casey’s, a chain that has publicly committed to foodservice, but can’t seem to capture longer visits. Casey’s dwell time more closely mirrors that of grab-and-go chains like Maverik or Kwik Trip than it does Buc-ee’s or Wawa. Looking at the differences in demographic segments between Buc-ee’s, Wawa and Casey’s, Wawa and Buc-ee’s attract a visitor that is suburban, younger and more affluent than Casey’s. There may be a correlation between made to order offerings and suburban locations that’s benefitting chains focused on both.
The C-Store evolution is quickly blurring the lines between grocery, QSR and traditional convenience models, and is a bellwether of what’s to come across other sectors in retail. The bi-furcation of c-store formats is likely to accelerate throughout the remainder of 2024. Blending the right product selection, on-demand offerings and a beneficial experience for visitors is necessary in today’s retail climate.

Sprouts, the natural and organic food focused grocery chain operating in 23 states nationwide, is going through a growth spurt. We dove into the visit and audience data to see where the chain stands today and what the rest of 2024 – and beyond – may have in store.
Sprouts is on the rise. Year-over-year (YoY) visits increased every month of last year and have been outperforming the nationwide Grocery average since mid-2023. And the chain continued to grow in Q1 2024, with visits up an impressive 13.3% and 11.9% in February and March 2024, respectively – an impressive feat given the comparison to an already strong Q1 2023.
Some of the growth is driven by expansion – the company opened 30 new stores in 2023 and expects to add 35 additional locations in 2024. But the increase in foot traffic is also a testament to the potential of specialty grocery stores to leverage their unique product selection to attract grocery shoppers, even in the face of growing competition in the space.

The relatively high income of Sprout’s visitor base is likely also helping the chain stay ahead of the grocery pack: Median HHI in Sprout’s trade areas nationwide is higher than the U.S. median HHI, and the data shows a similar trend in Sprout’s eight growth markets.
The relative affluence of Sprouts shoppers means that this segment may not be as impacted by high food prices as other grocery shoppers – so the retail headwinds predicted this year are not likely to slow down Sprout’s growth potential as the chain continues expanding its reach in 2024.

While Sprouts’ visitors across states seem to share a relatively high income level, diving deeper into the location intelligence data reveals some major differences in both in-store behavior and overall market composition.
For example, the share of weekend (as opposed to weekday) visits to Sprouts in Q1 2024 varied significantly – from 31.3% in California to 36.6% in Virginia. Shoppers in the company’s various growth markets also visited stores at different hours throughout the day: Mornings (8:00 AM to 9:59 PM) were popular with California, Delaware, and Pennsylvania residents, while evenings were favored by Pennsylvanians, Floridians, and Texans.
Understanding the in-store behavior of shoppers in each state will likely help Sprouts adapt its operations and staffing schedules as the company continues expanding in these markets.

In addition to highlighting the variance between the shopping habits of Sprouts visitors across markets, diving deeper into the location intelligence data also reveals differences in the relationship between Sprouts shoppers and the wider grocery markets in each state.
The chart below shows the most popular grocery alternative for Sprouts shoppers in each state (which other grocery chain was the most visited by Sprouts visitors) and what share of Sprouts shoppers visited that grocery chain in Q1 2024.
In Florida, over 90% of Sprouts shoppers also visited a Publix location in Q1 2024 – indicating that Sprouts in the Sunshine State is operating in a relatively consolidated grocery market and operating against an established crowd favorite. Meanwhile, only 46.9% of Texan Sprouts visitors also visited a Kroger – the other grocery chain most visited by Sprouts visitors – indicating that the Texas grocery market may be more fragmented, and so may respond to a different expansion strategy, than the Florida grocery market.

Sprouts strong visitation trends indicate that the grocery chain is expanding into willing markets, and the brand’s relatively affluent shopper base means that Sprouts is unlikely to be too impacted by whatever economic headwinds may lie ahead. As the chain continues making its presence felt in newer markets, location intelligence suggests that Sprouts has plenty of room to grow in 2024 and beyond.
For more data-driven retail insights, visit our blog at placer.ai.

Crocs’ rebrand from ugly to chic is one of retail’s most fascinating Cinderella stories (glass clog, anyone?). We dive into the latest location analytics and demographic data to explore the consumer behavior that drives Crocs’ continued success.
Embarking on a journey to become a fashionable brand, in 2017 Crocs inked a partnership with Christopher Kane who became the first designer to collaborate with the brand. A stampede of designer and celebrity-inspired styles followed in 2018 and 2019 including Balenciaga's iconic ten-inch platform Croc and Post Malone's take on the classic clog.
During the pandemic, Crocs built on its success in fashion and celebrity circles, and gained a new following from comfort-first shoe shoppers stuck at home or running errands.
Taking a wide lens on Crocs’ foot traffic since 2018 shows how a strategy of designer partnerships as well as recognition as a functional shoe drives visits to the brand. In 2018 and 2019, as designer Crocs rolled out, visits to the brand climbed to new heights.
And since the wider retail reopening in 2021, Crocs’ foot traffic growth has accelerated as comfort reigns supreme in and out of the home.
Compared to a Q1 2018 baseline, Crocs saw its largest monthly visit peak in Q3 2023 (199.1%) – the critical summer period. And foot traffic in the most recent Q1 2024 was 43.7% above the Q1 2018 baseline. This indicates that the shoe’s acceptance within pop-culture combined with demand for comfortable footwear is elevating the brand’s traffic to new levels.

As Crocs continues to gain traction, the company appears to be pursuing a real estate strategy aimed at repositioning the brand as an affordable shoe for the whole family. Although Crocs shrank its store count in the years leading up to the pandemic, the brand has now begun opening new locations in outlet malls – five in 2023, with plans for 30 new stores in outlet malls in 2024.
Analyzing Crocs’ trade areas between 2018 and 2023 suggests that this strategy is helping the brand reach its audience. According to the STI: Popstats 2023 dataset, in 2018, there was a gap of more than $6K between the median household income (HHI) in Crocs’ potential market ($81.0K/year) and in its captured market ($74.7K/year). But by 2023, the median HHI of the brand’s potential market ($75.5K) and captured market ($75.9K) had more closely aligned. This indicates that by opening stores in outlet malls – where consumers looking for discounts are likely to shop – Crocs’ potential market more closely reflects its actual visitors and the brand can drive additional traffic from its target audience.

From humble beginnings, Crocs have become runway-famous. And yet, the clogs are more popular than ever with the everyday consumer – at home or out on the town. How will Crocs shape the next chapter of this foam fairytale?
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.

Final Four weekend capped off the NCAA “March Madness” basketball tournaments with a full schedule of fan experiences on both the men’s and women’s sides of the ball.
The Women’s Final Four took place between April 4th and 7th, 2024 in Cleveland, Ohio with on-court action at Rocket Mortgage FieldHouse. “Tourney Town” – an interactive basketball exhibition – ran concurrently at the Huntington Convention Center.
The Men’s Final Four commenced on April 5th at State Farm Stadium in Glendale, Arizona, culminating with the championship game on April 8th. The multi-day exhibition “Final Four Fan Fest” took place at the Phoenix Convention Center.
We dove into the location analytics and audience segmentation for visitors to several Final Four events to better understand the fans in attendance throughout the tournament weekend.
The men and women’s Final Four weekend attracted spectators from near and far, with each event attracting a unique mix of out of town tourists and locals.
Both men and women’s championship games attracted a relatively large share of out-of-town guests, likely due to the excitement surrounding a national title game. Analysis of visitors by home location revealed that the men and women’s championship games had the smallest share of visitors from less than 100 miles away – 29.8% and 33.3% respectively. In other words, these two events had the largest share of visitors that lived more than 100 miles from the venues.
The men’s open practice appeared to be more popular with long-distance travelers than the women’s, perhaps because all four men’s teams participated – as opposed to just two at the women’s open practice. The men’s practice was also followed by an all-star game which likely increased its appeal for visitors traveling from afar in the hopes of spotting their favorite players. The data revealed that more than half of the spectators traveled over 250 miles to watch the men’s practice, as opposed to under a quarter of spectators for the women’s practice.
Meanwhile, the women’s experiential exhibition at Huntington Convention Center drew more out-of-towners than the men’s exhibition at Phoenix Convention Center – only 23.3% of visitors to the women’s exhibition came from under 30 miles away, compared to almost half (48.3%) of the men’s exhibition visitors. The larger share of out-of-town visitors to the women’s exhibition may be because the event was close to the arena, making it a more convenient stop for non-local fans. On the other hand, the distance between the men’s exhibition in downtown Phoenix and the stadium in Glendale meant that the off-court experience was more out-of-the-way for tourists who had traveled specifically for the on-court action.

Analysis of Final Four visitors by income level provides further insight into the differences between each event’s fan base. According to the STI: Popstats dataset, the women’s events generally drew visitors from areas with a lower median household income (HHI) compared to the men’s events, although the gaps between the men and women’s visitor bases varied from event to event. Some of the difference in trade area HHI may be due to regional variance and the mix of locals and tourists at each event.
The visitor bases of the men and women’s championship games exhibited the widest disparity, with the men’s championship spectator base coming from areas with a median HHI of $99.9K, compared to $74.6K for the women’s championship’s trade area. The difference may be due to the relatively higher face value of tickets to the men’s championship game – even though the star-power of Iowa’s Caitlin Clark drove up the price of women’s tickets on the secondary market. In contrast, both the men’s and women’s practices and exhibitions were free or nearly free events and drove traffic from relatively lower-income areas – even though visitors to the men’s practice still came from more affluent areas than the trade area of the women’s championship match.
Visitors to the men and women’s convention center exhibition displayed the smallest income differences, with respective trade area median HHI of $80.0K and $76.6K. The data also reveals that visitors to the women’s exhibition came from a trade area with a median HHI that was higher than the median HHI for both the championship game and the open practice, perhaps because the exhibition drew a relatively large share of tourists who could afford to be in town for a slightly longer stay.

Further demographic analysis indicates that a greater share of singles – who tend to be on the younger side – attended the women’s Final Four events than the men’s. During the women’s championship, 41.0% of households in the trade area of the Rocket Mortgage FieldHouse were made up of one-person households. This segment also made up 34.2% and 36.3% of the households in the trade areas of the venues for the women’s practice and exhibition, respectively. On the men’s side, singles comprised just 29.3% of the championship’s trade area, 28.4% of the practice’s, and 27.0% of the exhibition’s.
This reflects the growing popularity of women’s college basketball players on social media which is bringing more viewership to the sport.

Want more data-driven visitor insights for sporting events? Visit 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.

During last week’s solar eclipse, people from all over the country converged on cities within the path of totality to witness the excitement first hand. And for municipalities and local businesses, the influx of tourists was expected to generate a boon.
But just how did the celestial event impact business activity on the ground? Which sectors benefited from the hype – and which geographic areas saw the biggest visit spikes?
We dove into the data to find out.
On April 8th, 2024, hotels in CBSAs where the eclipse could be viewed in all its glory (or close to it) experienced major visit boosts. And mapping hotel visits on the big day to CBSAs nationwide – compared to year-to-date daily averages – shows just how significant the cosmic alignment was for areas lucky enough to be located along or near the path of totality.

Within metropolitan CBSAs (CBSAs with at least 50,000 residents), Danville, IL – where visitors could either view a near-total eclipse or drive to a nearby location with 100% totality – experienced the biggest jump in Hotel visits, with visits to the category up 111.3%. But urban centers from north to south – including in New York, Indiana, Ohio, Arkansas, and Missouri – also experienced substantial hotel visit spikes.
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Hotels weren’t the only locations to reap the rewards of the solar eclipse. Fast Food & QSR chains in and around the path of totality enjoyed meaningful April 8th visit spikes of their own. And while the Hotel visit increases were more closely concentrated in prime viewing areas, Fast Food & QSR visits increased along a wider radius as people likely grabbed a bite to eat while making their way to a sun-gazing hotspot.

And the impact of the solar eclipse wasn’t limited to locations located in or near the path of totality. Retailers and dining chains nationwide got in on the action with special deals and limited-time offers meant to make the most of the unique interstellar opportunity.
In the week leading up to April 8th, 2024, Warby Parker drew crowds with the promise of free solar eclipse glasses. And while a burger joint may not be the first place people associate with eyewear, fast food favorite SONIC Drive In also attracted astronomy aficionados with a limited-time Blackout Slush Float that came with free eclipse viewing gear.
Krispy Kreme Doughnuts, for its part, marked the occasion with a limited-edition Total Solar Eclipse Doughnut. And though Mondays aren’t typically busy days for the chain, the special offering produced a clear visit uptick nationwide. In states along the path of totality, Krispy Kreme visits were up 55.5% on April 8th when compared to an average Monday this year, and in the rest of the country they were up 33.9%.
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For retailers across categories, landmark events from movie launches to cosmic occurrences have the potential to drive visit spikes and generate business. What other big opportunities lie in store for retailers this year?
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.

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.
