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Coffee has been a popular topic for us the past few months. We looked at why the category should still post a solid 2024 despite being one of the stronger categories in the restaurant industry last year. We also examined loyalty trends among Starbucks visitors, and where that might trend in the quarters ahead.
This week, we’re revisiting Dutch Bros., which has been one of our favorite growth stories to watch going back to (and even before) the company’s initial public offering. During the quarter, the company posted 5% comparable-store sales growth, representing 100 basis points of acceleration from Q3 2023. The growth was driven by a combination of factors, including sequential improvement in customer traffic with particular strength in the mid-day and afternoon dayparts (something we see in Q4 2023 visits by daypart compared to Q4 2022). Our data indicates that the periods between 1:00 PM and 7:00 PM saw the largest increases in percentage of visits year-over-year.
What’s driving the growth in mid-day and afternoon dayparts? Management chalked it up to category innovation, including new product platforms like Protein Coffee as well as limited time offers (LTOs), including the successful Truffle Mocha platform that was introduced in Q4 2023. The company is mindful that new products can have an impact on speed of service but appears to be focused on new products that don’t add “a layer of extra complexity” but can still drive incremental visits (something our data also indicates this quarter). Mobile app ordering–something the company plans to test in the Arizona market before potentially rolling out to a multi-shop test–also offers an opportunity with potential to attract new visitors and introduce new occasions, though it will likely be a few years before this functionality contributes to visit counts and financial results.
Looking ahead, Dutch Bros expects to open 150-165 new locations in 2024, compared to the 159 opened across 13 states in 2023. Over time, the company still sees the opportunity for 4,000-plus shops, balanced with “a renewed emphasis on capital efficiency” and a longer-term shift toward more build-to-suit leases and a wider array of prototype units such as end caps (management expects to see the impact of these changes beginning in 2025). From a market standpoint, the company expects to have more openings in existing markets like California, have less relative openings in the Texas market, and opened its first location in Florida (Orlando) this week.

Valentine’s Day presents an opportunity – or at least lays on the pressure – for coupled-up consumers to shower their significant other with chocolates, flowers, or special gifts. And while some shoppers choose to order online or visit stores ahead of time to find the perfect Valentine’s Day gift, those who forgot to plan in advance can stop by brick-and-mortar retailers the day of to ensure they don’t show up to date night empty-handed. So which industries saw the largest boost on February 14th? And how did 2024’s patterns compare to last year’s trends? We dove into the data to find out.
Valentine’s Day may not be a major retail holiday – but the occasion still drives a mid-week visit boost across many retail categories, including Restaurants, Discount & Dollar Stores, Liquor Stores, Grocery, Superstores, Breakfast Shops, and Beauty & Spa. Comparing Valentine’s Day 2024 visits to average visit levels over the previous six Wednesdays reveals a significant jump in traffic compared to the typical mid-week shopping lull.
Restaurants saw the largest visit bump, with visits up 60.0% compared to the average number of Restaurant visits over the previous six Wednesdays. Others opted for a morning coffee or brunch date, driving a 19.7% increase in foot traffic to Breakfast, Coffee, Bakeries, and Dessert Shops. And some consumers seem to have chosen a romantic evening, leading to surges in Grocery and Liquor Store visits. Retailers carrying affordable gifts, including Discount & Dollar Stores, Superstores, and Beauty & Spa brands also benefited from the Valentine’s Day Boost.
And visits to the analyzed categories weren’t just up relative to the year-to-date Wednesday average – traffic across the board also rose relative to Valentine’s Day 2023, boding well for brick-and-mortar retail in 2024.
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Valentine’s Day is sometimes referred to – not always affectionately – as a Hallmark Holiday. And foot traffic data reveals that the day really does drive significant visit increases to Hallmark stores nationwide, with Valentine’s Day 2024 traffic up 123.2% relative to the previous six Wednesday average. The Paper Store, another major greeting card retailer, also saw a large jump in Valentine’s Day visits compared to the year-to-date same weekday average, and Walgreens and CVS – also major greeting card purveyors – received a visit boost as well.
At the same time, Hallmark, Walgreens, and CVS did not display the same year-over-year (YoY) increases as for the other categories. Instead, YoY Valentine’s Day visits stayed relatively steady – likely due to these chains’ store fleet contractions rather than to any drop in demand. Meanwhile, Valentine’s Day visits to The Paper Store grew by 10.8% YoY – perhaps aided by the company’s expansion.
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Valentine’s Day yields a clear mid-week boost for brick-and-mortar retail, driving visits to a variety of dining and retail segments. And this year’s Valentine’s Day seems to have been particularly successful, driving YoY jumps across many major categories and brands.
For more data-driven retail insights, visit our blog at placer.ai.

Sweetgreen, which IPO-ed in 2021, and CAVA – public since last year – are continuing their growth spurt. We dove into the location intelligence data to understand what is driving success for these emerging fast-casual leaders.
Restaurant visit growth slowed last year as inflation took a toll on discretionary spending. But despite the wider dining deceleration, foot traffic to CAVA and sweetgreen continued to increase, helped by consistent store fleet expansion. Both chains posted year-over-year (YoY) visit gains every month of 2023, even as overall foot traffic to the fast-casual category lagged.
The positive trends continued in the new year, when consumers braved the cold to drive a 18.4% and 22.3% YoY increase in January 2024 visits – despite the challenging comparison to an already impressive January 2023.
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Cava and sweetgreen’s success may be attributed to a variety of factors. Both chains are known for their healthy offerings, which may attract the many consumers prioritizing health and wellness in their food choices. Plant-forward meals have also been particularly popular recently, and both CAVA and sweetgreen’s produce-heavy menus align well with this trend.
The income level of the chains’ visitor bases may be another key driver of Cava and sweetgreen’s success. In general, the potential market trade areas of fast-casual dining chains consists of households with income (HHI) levels that are slightly above the nationwide median. The median HHI in the neighborhoods within those trade areas that feed the most visits to fast-casual chains (the chains’ captured market) is even higher.
CAVA and sweetgreen’s potential market trade area median HHIs in 2023 was significantly higher than that in the wider fast-casual category – and the captured market median HHI was even greater. The particularly affluent visitor bases of CAVA and sweetgreen were likely less impacted by last year’s economic headwinds, which may have helped the chains continue to grow their footprint – and visit numbers – despite the wider challenges in the space.
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The similarities between CAVA and sweetgreen extend beyond their high-income visitor bases and shared emphasis on healthy options – both chains also seem to attract a particularly high share of singles. CAVA and sweetgreen’s captured market trade area include 37.9% and 42.3% of one-person and non-family households, respectively, compared to to an average of 34.1% for the wider Fast-Casual category.
Diving into the psychographics confirms this pattern. The two chains’ captured markets include a larger percentage of Educated Urbanites, defined by Spatial.ai: PersonaLive as “Well educated young singles living in dense urban areas working relatively high paying jobs.” Young Professionals, defined as “Well-educated young professionals starting their careers in white-collar or technical jobs” and having an average household size of 1, are also overrepresented for CAVA and sweetgreen’s relative to the wider Fast-Casual category.
The large share of singles in these chains’ trade areas – especially combined with the high median HHI – likely means that CAVA and sweetgreen visitors have fewer overall expenses and fairly large discretionary budgets which can be spent on dining out.
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CAVA and sweetgreen thrived in 2023 and appears poised to continue growing in 2024, with visits to both chains skyrocketing even as foot traffic growth tapered off in the wider dining industry. And the company’s success in attracting high-income visitors from small households – who likely have the funds to continue spending on non-essentials despite the ongoing headwinds – means that both companies are well positioned for continued strength in the new year.
For more data-driven restaurant and dining insights, visit our blog at placer.ai.

January is a time for new beginnings – and nearly half of Americans vowed to improve their fitness in the new year. So with 2024 picking up steam, we dove into the data to explore the current state of fitness. How did leading fitness chains perform last month? And what’s in store for the industry as a whole?
The first month of the year is a time for gyms to shine. Analyzing month-over-month changes in the average number of daily gym visits reveals that the biggest visit spike of the year takes place between December and January, when people double down on their motivation to make a change.
This year was no exception. In January 2024, visits to gyms nationwide jumped by 22.1% relative to December 2023 and were up 1.7% year-over-year (YoY) – despite lapping a very strong January 2023 – indicating that the post-COVID obsession with health and wellness is showing staying power.
Drilling down into the data for the nation’s five most-visited fitness chains shows that there’s plenty of room at the top. Value gym Crunch Fitness led the pack with a 21.1% YoY foot traffic increase, partly fueled by the brand’s continued expansion. Next in line was 24 Hour Fitness, where YoY visit gains highlighted the chain’s recovery from its pandemic-induced troubles. Planet Fitness outpaced its own outstanding 2023 performance with a 1.7% YoY foot traffic increase. And LA Fitness and Anytime Fitness also held their own – with visits just 2.0% and 4.4% under January 2023’s already-impressive levels.
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But the state of fitness isn’t only a national story – it’s also a regional one. Looking at January 2024 YoY fitness visits by state shows significant variations, with some areas seeing strong industry-wide growth, and some seeing YoY visit gaps. Major markets like California, Texas, Florida, and New York all saw visit increases – despite the unusually cold weather in some of these areas, including New York and Texas. Several states, including South Dakota, North Dakota, Minnesota, and South Carolina, even saw visits to fitness centers skyrocket by more than 10.0%. At the same time, parts of the Midwest and South Central regions saw foot traffic dips.

Planet Fitness remains America's most-frequented gym, drawing millions of customers each year with low prices and a quality Judgement Free Zone. In January 2024, a whopping 59.3% of total visits to Crunch Fitness, 24 Hour Fitness, LA Fitness, Anytime Fitness, and Planet Fitness – went to Planet Fitness’s vast club fleet. And in 2023, the category leader added 1.7 million new members to its rosters.
Given Planet Fitness’s incredible reach, it may come as no surprise that the chain has jumped on the media advertising bandwagon, announcing last month the launch of its own media network. The network will connect advertising partners with Planet Fitness’s growing audience, leveraging multiple channels – including in-club TV screens and other on-site promotional solutions.
And a look at the demographic characteristics of Planet Fitness’s trade areas across major markets shows just how varied a customer base the fitness leader attracts – with clubs in different areas of the country drawing very different audiences.
In California, for example, the median household income (HHI) of Planet Fitness’s captured market stood at $71.9K in 2023, 16.1% below the statewide baseline of $85.7K. But in New York, the median HHI of the brand’s captured market was $79.9% – 2.7% above the statewide baseline. And though Planet Fitness is squarely positioned as a bargain gym, a significant share of its captured market consisted last year of wealthy households earning more than $150K a year. This metric also varied across regions, as did the household composition of the chain’s customer base – with New York attracting customers from areas with disproportionately high shares of singles, and California drawing visitors from places with outsize shares of large households.
Given the variation in its captured markets, Planet Fitness’s media network offers potential advertisers not just the ability to reach millions of customers – but also the possibility of creating targeted campaigns aimed at different locations’ specific audiences.
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Gyms have flourished in recent years, buoyed by consumers’ growing emphasis on health, wellness, and affordable experiences. But will newly-committed gym rats tire as the power of their new year’s resolutions wanes? How will the sector continue to fare as 2024 wears on?
Follow Placer.ai’s data driven analyses to find out.

Dutch Bros. has impressed with its foot traffic growth over the past few years. We took a closer look at the foot traffic data to understand where this chain’s growth is headed.
Dutch Bros., the country’s third-largest coffee chain, began as a simple coffee pushcart in Grants Pass, Oregon. Thirty-two years later, the company is one of the fastest-growing coffee chains in the country, having grown to over 900 locations in the country’s North and Southwest regions.
Analyzing the change in monthly visits to the chain since 2019 reveals near-constant growth over the past few years – a noteworthy feat considering the challenges facing the space over COVID and during the recent inflation. And while some of Dutch Bros. visit increase is likely due to its expanding store fleet, the consistency and magnitude of the growth suggests that the chain is keeping its new customers coming back.
Dutch Bros.’ success continued in 2023 and into the new year, with the company posting consistent year-over-year (YoY) visit gains for the past thirteen months. January 2024 visits to Dutch Bros. were 10.0% higher than in January 2023, while overall visits to the coffee space decreased by 2.7% YoY during the same period.
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Dutch Bros.’ drive-thru design helped the chain thrive during the pandemic – and the layout is also helping the chain reach suburban audience segments.
A chain’s potential market refers to the population residing in a given trade area, weighted to reflect the number of households in each Census Block Group (CBG) comprising the trade area. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
Analyzing the psychographic makeup of Dutch Bros' trade areas in four major markets – Texas, Arizona, Oregon, and California – revealed that the chain’s captured market attracts an outsize share of suburban audience segments. Specifically, Spatial.ai: PersonaLive’s “Blue Collar Suburbs” and “Upper Suburban Diverse Families” were both overrepresented in Dutch Bros.’ captured market relative to their presence in the chain’s potential market. This suggests that the chain is particularly popular among suburban coffee lovers, regardless of income levels or economic backgrounds. As Dutch Bros. continues its expansion, focusing on suburban, car-centric areas may serve it well.
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Dutch Bros. has been a remarkable success story over the past few years despite the widespread economic headwinds challenges the dining space at large has experienced. Will the chain continue to see its momentum continue into 2024 and beyond?
Stay up-to-date with the latest data-driven dining insights by visiting placer.ai.

Super Bowl LVIII was a memorable event on and off the field. Rising-star quarterback Brock Purdy of the San Francisco 49ers led a valiant effort – though ultimately fell short – against the Kansas City Chiefs and their veteran starter Patrick Mahomes. The game made history as the first-ever Super Bowl hosted in Las Vegas; plenty of cause for celebration – if the city needed any. And because Vegas is packed with world-class entertainment venues just steps away from the stadium, Super Bowl 2024 was poised to be a bash from the get-go. We used the latest location analytics to take a closer look at the Vegas hotspots where fans and celebrities celebrated (or drowned their sorrows) after the game.
Alongside the excitement of the game inside Las Vegas’s Allegiant Stadium, the party atmosphere of The Entertainment Capital of the World did not disappoint. Compared to the two previous Super Bowls, this year’s contest had the highest percentage of postgame hotel & casino visits – a whopping 38.4% of stadium visitors on Super Bowl Sunday visited a hotel or casino immediately after the game.
These venues have numerous attractions – restaurants, bars, nightclubs, and hotel rooms – so it’s difficult to know what specifically drove elevated foot traffic. However, it’s fair to say that postgame parties were a significant factor.
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Diving deeper into the data revealed which Vegas venues drove the most postgame traffic from stadium visitors. Caesars Palace came out on top, welcoming 6.3% of postgame foot traffic. Notably, the hotel’s Omnia nightclub was the location of the 49ers' postgame gathering where Lil Wayne attempted to alleviate the heartbreak of the losing squad.
Las Vegas’ Harry Reid Int’l Airport – where some fans and staff likely made a quick exit after the game – took second place, and Wynn Las Vegas was the third most-visited postgame location and cemented itself as a Super Bowl party destination – having hosted the champs last year as well. This time around, big stars in Chiefs Kingdom – including Patrick and Brittany Mahomes, Travis Kelce, and Taylor Swift – showed up for an after-party at Wynn Las Vegas’ XS Nightclub to celebrate the victory to the music of Marshmello and Jelly Roll. The hotel’s Encore Beach Club put on an additional after-party honoring Dr. Dre, Snoop Dog, and Usher – who performed the Super Bowl halftime show. Ludacris, who also appeared on stage at halftime, was among the big names in attendance.
Wynn Las Vegas, with 3.7% of postgame traffic, was the fourth most-visited postgame venue. The hotel’s Zouk Nightclub hosted the Chiefs’ official after-party celebration, with Travis Kelce, Taylor Swift, Megan Fox, and Machine Gun Kelly in attendance.
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The Super Bowl LVIII celebrations didn’t end on the Las Vegas Strip. Per tradition, at the end of the game, Super Bowl MVP Patrick Mahomes and his family declared “We’re going to Disneyland!” The following day, the Mahomes family was at a sold-out Disneyland Resort to celebrate the win and take part in the iconic victory parade.
The parade – scheduled for 2 pm – proved popular among Disneyland guests. Location intelligence showed that hourly visits to Disneyland climbed during the lead-up to the parade and peaked at the parade’s start time.
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Las Vegas provided a super-sized entertainment backdrop for sports’ biggest stage and one of the most thrilling Super Bowls to date. Location intelligence from the 2024 Super Bowl suggests that fans who make the trip look beyond the in-stadium action for ways to keep the celebrations going after the final whistle.
For more data-driven entertainment, hospitality, and tourism insights, visit Placer.ai.

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.
