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In December 2023, Placer.ai released the white paper: The Retail Opportunity of Stadiums. Below is a taste of our findings. To read more data-driven consumer research, visit our resource library.
While every stadium provides a similar core of traditional game day eats, each venue also offers a unique set of dining options, both on- and off-premise. The visitor bases of the various venues also exhibit unique dining tastes – a reminder that no customer or fan base is alike. Aligning on- or off-site dining options with offerings that align with a given customer base’s preferences can improve overall visitor satisfaction and boost revenues.
The chart below shows the share of visitors coming to a stadium from a dining venue (on the x-axis) or going to a dining venue after visiting the stadium (on the y-axis). The data reveals a correlation between pre-stadium dining and post-stadium dining – stadiums where many guests visit dining venues before the stadium also tend to have a large share of guests going to dining venues after the event. For example, the AT&T Stadium in Arlington, Texas, saw large shares of visitors grabbing a bite to eat on their journey to or from the stadium, while the M&T Bank Stadium in Baltimore, Maryland saw low rates of pre- and post stadium dining engagement.
These trends present opportunities for both local businesses and stadium stakeholders. For example, venues with high dining engagement can explore partnerships with local restaurants, while those with lower rates can build out their in-house dining options for hungry sports fans.

Stadiums looking to enhance their food offerings – or local entrepreneurs thinking of opening a restaurant near a stadium – can also get inspired by stadium visitors’ dining preferences. For example, psychographic data taken from the Spatial.ai: FollowGraph dataset reveals that visitors to MetLife Stadium in East Rutherford, New Jersey have a much stronger preference for Asian cuisine compared to New Jersey residents overall. With that knowledge, the stadium can enhance the visitor experience by expanding its Asian food offerings.
On the other hand, MetLife Stadium goers seem much less partial to Brewery fare than average New Jerseyans, so the stadium operators and restaurateurs may want to avoid offering too many Brewery-themed dining options. Stadium stakeholders can reserve the craft beers for Caesars Stadium, M&T Bank Stadium, and Soldier Field Stadiums, where visitors seem to enjoy artisanal brews more than the average resident in Louisiana, Maryland, and Illinois, respectively.

Sports leagues like the NBA, NFL, and MLB boast billion-dollar revenues – and the venues where these games unfold hold significant commercial potential in their own rights. Stadium operators, restaurateurs, and other stakeholders can leverage location intelligence and analyze visitor behavior outside the stadiums to understand visit patterns and consumer preferences during games and in the off-season.
Read the full report here to discover more stadium insights. For more data-driven consumer research, visit our resource library.

Urban Outfitters, Inc., operates several apparel banners, including Anthropologie and the eponymous Urban Outfitters. Both brands sell bohemian-style women’s apparel and home goods, although Urban Outfitters’ selection is slightly more eclectic and also includes menswear. Location intelligence indicates that both brands have stores in areas that have the potential to attract similar types of shoppers – but in practice, the two chains’ audiences look rather different.
To better understand the contrast between the two chains, we dove into the demographic and psychographic data of Urban Outfitters’ and Anthropologie’s trade areas.
Location analytics can be used to analyze a chain’s area through two different methods. The potential market trade area focuses on the demographic and psychographic makeup of the Census Block Groups (CBGs) making up the trade area, with each CBG weighted according to the population size of that CBG. The captured market trade area, on the other hand, weighs the CBGs within the trade area according to the number of visits received by the chain from each CBG. So while a potential market analysis can show the types of visitors that a chain can reach on the basis of the geographic location of the chain’s venues, the captured market reveals the audience segments within the potential trade area that actually visit the chain in practice.
For example, the median HHI for both Anthropologie and Urban Outfitters is higher in the captured market than in the potential market. This means that both brands attract visits from the higher-income households within their potential trade area.
The data also indicates that both chains have a relatively similar potential market median HHI, so both chains can reach customers with relatively similar income levels, given their store fleet configuration: Anthropologie’s potential market median HHI is only 5.5% higher than Urban Outfitters’ ($84.7K vs. $80.3K). But in practice, Anthropologie visitors tend to come from much more affluent households than Urban Outfitters visitors, with Anthropologie’s captured market median HHI 17.3% higher than Urban Outfitters’ ($103.6K vs. $88.3K).
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Looking at the household types in Anthropologie and Urban Outfitters’ potential markets reinforces how the two chains have the potential to draw a relatively similar visitor base. Anthropologie’s and Urban Outfitters’ potential trade areas have 38.5% and 38.8% of one-person and non-family (i.e. roommate) households, respectively, and 26.6% and 26.5% of households with children.
In practice, however, Anthropologie tends to attract more households than Urban Outfitters from family-friendly neighborhoods – the share of households with children in its captured market stands at 26.3%, compared with 23.6% for Urban Outfitters’ captured market. Meanwhile, Urban Outfitters seems to be more popular among visitors from one-person and non-family households, with 43.5% of its captured market belonging to this segment, compared to 38.5% of Anthropologie’s captured market.
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Analyzing the captured and potential markets of Anthropologie and Urban Outfitters from a psychographic perspective also reveals differences between the two brands that align with the demographic profiles in the chains’ trade areas. Anthropologie tends to attract more suburban visitors – including shoppers belonging to Spatial.ai PersonaLive’s “Booming with Confidence” segment. Meanwhile, Urban Outfitters draws more Singles & Starters than Anthropologie in both its captured and potential trade area.
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The differences between the makeup of Athropologie’s and Urban Outfitters’ potential and captured market indicate that a chain’s site selection strategy is not the only factor impacting who visits the chain’s stores in practice.
Both Anthropologie and Urban Outfitters have relatively similar psychographics and demographics in their potential trade areas, meaning that – based solely on the location of their stores – both brands’ stores have the potential to reach the same types of shoppers. But the demographics and psychographics in the captured markets are distinct, indicating that even stores carrying similar sorts of products and located in similar areas can use contrasting branding, price-points, and other factors to draw in the desired target audience.
For more data-driven retail insights, visit placer.ai/blog.

Hot on the heels of the burrito’s emergence as America’s favorite dish in 2022 – edging out even the iconic cheeseburger – spicy potato tacos rocked Grubhub’s list of 2023’s top five spicy food orders.
So with the new year upon us, we dove into the data to check in with three steadily-expanding taco chains that are likely to continue making waves this year: Bartaco, Condado Tacos, and El Vaquero. Each of the three chains fills a somewhat different niche, and each of them is growing – showing that despite the challenges facing the restaurant industry, there’s a hot market for taco chains that hit the sweet spot with the right food and ambiance.
Bartaco, the upscale eatery known for its beach-like vibe, specialty cocktails, and eclectic street food menu, is a taco restaurant with a twist. The diverse menu includes everything from falafel tacos to glazed pork belly rice bowls. And while guac and chips are on offer, hungry diners can also indulge in kale caesar salad or Korean-style kimchi. Over the past several years, Bartaco has expanded its fleet – and the restaurant now boasts some 29 locations across 12 states (and Washington, D.C).
Condado Tacos is another popular restaurant that has grown its footprint in recent years. The “come as you are” casual-dining chain known for its funky art decor now features some 49 locations across 10 states – 20 of them in Ohio. And with plans to open 90-100 restaurants by 2026, the chain is on a roll. Customers can build their own tacos with fillings like Thai Chili Tofu or Tequila-Lime Steak, or choose one of the menu’s tempting suggestions. And like Bartaco, Condado Tacos offers a variety of cocktails – including seasonal choices like the Harvest Pear Marg.
And location intelligence shows that the expansion of both chains is meeting growing demand. Visits to Bartaco and Condado Tacos have risen steadily over the past two years, reaching a respective 52.2% and 52.9% growth in Q4 2023 relative to Q1 2022.
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Ohio is also home to El Vaquero – a Mexican chain with 18 locations in the Buckeye State and two more in Michigan. El Vaquero, which has also expanded over the past several years, saw foot traffic rise 4.8% in Q4 2023 compared to the equivalent period of 2022. And with a menu that includes everything from nachos to huevos con chorizo, it’s no wonder the chain has emerged as a local favorite.
Like Bartaco and Condado Tacos, El Vaquero has a rich cocktail menu, as well as a varied selection of wines and beers. And while the chain’s offerings certainly draw crowds throughout the year, El Vaquero really goes crazy on Cinco de Mayo, the May 5th commemoration of Mexico's victory over Napoleon in 1862. El Vaquero marks the occasion with a five-day special menu and an all-day happy hour on Cinco de Mayo itself. And on May 5th, 2023, El Vaquero experienced its busiest day of the year by far, drawing a remarkable 200.2% more visitors than it did, on average, during April and May 2023.
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Drilling down into the data for Bartaco, Condado Tacos, and El Vaquero shows that despite their differences, the three chains experience similar hourly visitation patterns. All three are busiest in the evenings – but while El Vaquero and Condado Tacos peak between 6:00 PM and 8:00 PM, Bartaco peaks somewhat later, between 7:00 PM and 9:00 PM. Bartaco also stays busier into the 9:00 PM – 10:00 PM time slot.
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Bartaco’s, Condado Tacos’, and El Vaquero’s evening draw may be due, in part, to the special appeal they hold for singles: The captured markets of all three chains feature significant shares of one-person households – and in the case of Bartaco and Condado Tacos, smaller concentrations of families with children. (For El Vaquero, the proportion of households with children is on par with that of single-person households). Of the three, the more upscale Bartaco boasts the highest share of single-person households – and the lowest share of parental ones – perhaps explaining its later visit peak and greater late-night engagement.
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Mexican food has arisen as a preferred cuisine for many consumers. And even in today’s challenging economic environment, brands that can offer a winning combination of good food, nice cocktails, and a welcoming atmosphere are poised to thrive. How will Bartaco, Condado Tacos, and El Vaquero continue to fare in the new year? And what lies in store for the wider taco restaurant space in the months to come?
Follow Placer.ai’s data-driven dining analyses to find out.

High food-away-from-home prices weighed on the dining sector in 2023. But affordable indulgences were the name of the game – and for plenty of people, their daily caffeine fix remained non-negotiable.
So with the new year gathering steam, we dove into the data to explore consumer trends impacting Starbucks and Dunkin’ in 2023. What were the biggest days of the year for the two chains? And who were the java enthusiasts driving visits to the two chains last year?
The first Friday of every June is National Donut Day, an event first kicked off by the Salvation Army in the 1930’s to honor folks that served doughnuts to soldiers during the First World War. Every year, Dunkin’ marks the occasion with – you guessed it – free doughnuts, and this year wasn’t any different. On June 2, 2023, Dunkin’ fans were invited to snag a delicious free treat with the purchase of any beverage, and customers turned out in droves.
The day turned out to be the busiest one of the year, with Dunkin’ locations seeing a 49.4% increase in foot traffic compared to the chain’s 2023 daily average. And after a couple of years when the occasion garnered somewhat less turnout, National Donut Day appears to be very much on track to regain its pre-COVID glory (The last time National Donut Day was the busiest day of the year was in 2019). Friends, it seems, really don't let friends miss out on free doughnuts.
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Like many restaurant and coffee chains, Starbucks tends to be busiest on Saturdays. And in 2023, the popular coffee chain drew its biggest crowds on November 4th – the first Saturday after the launch of the eagerly-anticipated holiday menu. With mouth-watering offerings like Chestnut Praline Latte and Iced Gingerbread Oatmeal Chai, it’s no wonder customers can’t wait to indulge – especially when they can top off their drink with a Snowman Cookie or a Peppermint Brownie Cake Pop. (Luckily, the menu launch comes before those pesky new year’s resolutions.)
Starbucks’ second-busiest day of the year in 2023 was Black Friday (November 24th), as shoppers sought a quick way to fuel up or get a caffeine boost while they hit the stores. And the chain’s third-busiest day of the year was August 26th – the first Saturday after the annual release of Starbucks’ calendar-owning Pumpkin Spice Latte, a tradition that never fails to drive excitement – and foot traffic.
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But who were the customers that fueled Starbucks’ and Dunkin’s foot traffic in 2023? Analyzing the two chains’ captured markets with psychographics from Spatial.ai shows that while each of them attracted a somewhat different audience, they both drew diverse crowds throughout the year.
Starbucks, which features a cozy ambiance that encourages people to stay a while, has emerged as a popular WFH spot – and is more likely than Dunkin’ to be frequented by Young Professionals. The doughnut leader, on the other hand, boasts a to-go vibe, and draws greater shares of Suburban Boomers and Rural High-Income customers. Still, the data shows that coffee consumption is far from a zero-sum game, and in 2023, both chains attracted healthy shares of each of the analyzed segments.
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In addition, while Starbucks customers tend to hail from more affluent areas than Dunkin’ fans, the median household income (HHI) of each chain’s customer base varied considerably by region last year – as did the extent of the HHI gap between the two chains.
Starbucks’ most affluent customer base was in New England, where the median HHI of its captured market stood at $90.7K – a significant 19.2% higher than that of Dunkin’s ($75.8K). But in the Pacific region, including California, Dunkin’s captured market had a median HHI of $83.2K, just 2.1% lower than that of Starbucks.
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“Coffee, coffee, coffee!” may be a bit from Gilmore Girls, but it’s also a way of life for millions of Americans. And location data shows that in 2023, there was plenty of love to go around for coffee leaders like Starbucks and Dunkin’.
How will National Donut Day and Starbucks’ holiday menu play out in 2024? And what does the new year have in store for the coffee space more generally?
Follow Placer.ai’s data-driven analyses to find out.

In the spring of 2023, the surgeon general released an alarming report about the epidemic of loneliness in the US, which has negative implications on our physical, social, and emotional health such as “a 29% increased risk of heart disease, a 32% increased risk of stroke, and a 50% increased risk of developing dementia for older adults. Additionally, lacking social connection increases risk of premature death by more than 60%.” Among his six recommendations to combat this, the number one idea was to “Strengthen Social Infrastructure: Connections are not just influenced by individual interactions, but by the physical elements of a community (parks, libraries, playgrounds) and the programs and policies in place. To strengthen social infrastructure, communities must design environments that promote connection, establish and scale community connection programs, and invest in institutions that bring people together.” We’ve written at length about how malls are becoming one of the old-but-new gathering places for Gen Z and how pickleball is a new craze that has been bringing people together. Let’s take a look now at how some parks and recreation centers serve their communities as well as the vision for one mall redeveloper, who held town halls and numerous local meetings in order to understand the needs of the community.
First up is Brooklyn Bridge Park. This 85- acre park resides on the Brooklyn side of the East River in New York City. It has revitalized 1.3 miles of Brooklyn’s post-industrial waterfront. Among its many offerings are playgrounds, athletic fields, a roller-skating rink, fitness equipment, kayak and canoe launch sites, and basketball, bocce, handball, and beach volleyball courts.

There’s certainly a seasonal element to park visitation, with visits increasing into the spring and peaking in the summer.
Late afternoon into the evening tends to be when most people visit the park.
It appears most visitors enjoy their park outing with hamburgers, some shopping, pizza, and ice cream with Shake Shack the top destination before and after visiting.
While Educated Urbanites and Young Urban Singles make up the majority of segments, the park attracts a broad range of additional segments, ranging from Ultra Wealthy Families to Urban Low Income. Another fun fact about this park is that it is financially self-sustaining, due to the fact that 10% of the parkland was set aside for development, which sustains 90% of the park’s operating budget.

Speaking of Brooklyn, we now turn our attention to a Dallas-based developer, Peter Brodsky, who originally hails from Brooklyn. He purchased the Redbird Mall in South Dallas in 2015 and incorporated much community feedback to understand what the residents in the area wanted, such as jobs, health care, grocers, restaurants, and a Starbucks. It’s currently under development as The Shops at RedBird, and incorporating trends we’ve highlighted in previous Anchor articles, such as mixed-use, with a new apartment complex on the grounds of an ex-parking lot; a Courtyard Marriott hotel to follow; two health care providers--Parkland and UT Southwestern-- taking over Dillard’s and Sears further reinforcing our bullishness on malls and healthcare; and on the second floor a call center operator that employs two thousand workers with plans for more. Below, we show a birds-eye view plan for this exciting new development. Plus, there is a one-acre lawn for community events.

Like almost all malls, these shops saw a dip during the pandemic, but since then traffic has perked up.
When we look at year-over-year change from the surrounding zip codes, we see a fair amount of growth coming from the south and the farther western direction.
Using Jan 1, 2023 as a baseline, the overall shopping center as well as some of the major tenants like Starbucks, Burlington, and Foot Locker show a positive trend.
In fact, among all the Starbucks stores that Placer tracks, this Starbucks location at Redbird ranks #5 in traffic for the year 2023.
In more exciting news, there are also plans for a Tom Thumb grocery to open up at this shopping center. We will keep an eye on this development for sure as more tenants and office/residence/hospitality opens up.

The past four years have each taken on their own identities for consumers, retailers, and commercial real estate companies. 2020 was obviously the pandemic year, where consumers had to quickly change behaviors and retailers were forced to make drastic changes in their business models to keep up. With such drastic changes in 2020, 2021 became a year where many retailers and commercial real estate companies made structural changes in their operating models, adopting new store sizes or formats or evolving their tenant mix. 2022 got off to a rocky start with COVID variants and inflationary pressures, but eventually, we saw a reopening that led to a shift away from physical goods to experiences that has largely continued through today. And while inflation defined much of 2023, we also think consumers' focus on events, value, and uniqueness also explains consumer behavior.
Heading into the year, there was hope that 2024 would be our first “normal” year in some time, but three weeks in, we’re already seeing evidence that weather may be end up being a more pronounced story. Storms across the Midwest (for the week ending Jan. 15) and Southeast (during the week ended Jan. 22) have already had a significant impact on visitation trends across many retail categories. Below, we’ve used data from Placer’s Industry Trends report to examine year-over-year visit trends for chains across all major retail categories to start the year.
For the week ended Jan. 8, visits decreased -8.6% nationwide across all categories and a relatively small variance range across states (ranging from double-digit declines across much of the Northeast to low-single-digit decline in the upper Midwest).
We start to see the impact of the snowstorms that hit the Midwest U.S. during the week ended Jan. 15, with Nebraska and Iowa seeing an almost 30% decrease in visitors year-over-year, and many other surrounding states seeing a 20% decrease in visits.
For the week ended Jan. 22, the Southeast U.S. was more heavily impacted, including a -32% decrease in retail visits in Tennessee, a -22% decline in Mississippi, and mid-to-high teens declines in Arkansas, Kentucky, Alabama, and West Virginia. Texas saw a -14% decline in visits that week.
Which categories were hit hardest by these weather trends? Consumer electronics–which had a strong Black Friday and solid holiday period (which we discuss in the economics section below)–saw mid-to-high teen declines in visits throughout January, although the category is lapping some tougher comparisons with many retailers shedding excess inventory in the year ago period (this is also true for office supplies). After that, we see the greatest impact in a few more weather-sensitive categories like home improvement (mid-teens declines in visits) and restaurants (the QSR/Fast Casual and full-service restaurant categories both saw double-digit declines in visits as the month progressed).
We expect weather will be a key topic as retailers and restaurants begin to report their full-year 2023 results and provide 2024 outlooks over the next month. Historically, inclement weather is something that doesn’t have a major impact on consumer demand for products and services (it usually just delays these purchases), but it is possible that those chains that have outsized exposure to the affected regions may temper their expectations for the year.

Placer.ai observes a panel of mobile devices in order to extrapolate and generate visitation insights for a variety of locations across the U.S. This panel covers only visitors from within the United States and does not represent or take into account international visitors.
Downtown districts in the nation’s major cities attract domestic travelers all year long with their iconic sights, lively entertainment, and diverse dining offerings. But each hub follows its own rhythm, shaped by distinct seasonal peaks and dips in visitor flow.
This white paper examines downtown hotel visitation patterns in four of the nation’s most popular destinations for domestic tourists: Miami, Chicago, New York, and Los Angeles. Focusing on 20 downtown hotels in each city, the analysis explores seasonal variations in domestic travel, city-specific dynamics, and differentiating factors.
Domestic tourism has rebounded strongly in recent years, and hotels in Miami and Chicago have been the biggest beneficiaries. In 2024, visits to analyzed hotels in each of these cities’ downtown areas grew by 8.9% and 7.4%, respectively, compared to 2023. Meanwhile, hotels in downtown and midtown Manhattan saw a more modest 2.0% increase, while Los Angeles experienced a slight year-over-year (YoY) decline in downtown hotel visits.
One factor that may be driving Miami and Chicago’s stronger performance is their higher proportion of long-distance visitors, defined as those visiting from over 250 miles away. Miami remains a top destination for snowbirds and spring breakers, while Chicago serves as a cultural and entertainment hub for the sprawling Midwest. These long-distance leisure travelers may be more likely to splurge on downtown hotel stays during their trips, helping drive hotel visit growth in the two cities.
By contrast, hotels in the Los Angeles and Manhattan city centers drew lower shares of domestic travelers coming from less than 250 miles away. These shorter-haul domestic tourists may be less likely to splurge on downtown hotels than those taking longer vacations. Both cities are also surrounded by numerous regional getaway options that can draw long-haul leisure travelers away from their downtown cores.
Each of the four analyzed cities has its own unique ebbs and flows – and city center hotel visits reflect these patterns. Miami, with its warm, sunny climate, experiences influxes of tourists during the winter and spring, with March seeing the biggest jump in downtown hotel visits last year (13.0% above the monthly visit average). Chicago, which thrives in the summer with its many festivals and events, saw its biggest downtown hotel visit bump in August. Meanwhile, Manhattan experienced a major uptick in December, likely fueled by holiday tourism and New Year celebrations, and Los Angeles visits were highest in the summertime.
What drives these seasonal visit peaks? Miami has long been a top tourism destination, especially in early spring, when snowbirds and spring breakers flock to the city for sun and relaxation. In recent years, the city has seen a rise in short-term domestic tourism, suggesting that the city is becoming increasingly popular for weekend getaways. According to the Placer.ai Tourism Dashboard, the share of domestic tourists staying just one or two nights grew from 71.7% in March 2022 to 78.3% in March 2024.
This shift aligns with an impressive increase in the magnitude of downtown Miami’s springtime hotel visit peak: In March 2022, visits to downtown hotels were 5.0% above the monthly average for the year, a share that more than doubled by 2024 to 12.9%.
These numbers may mean that more people are choosing to head to Miami for a quick break from the cold – and staying in downtown hotels to make the most of their short getaway.
Chicago’s major August visit spike was likely driven by the Windy City’s impressive lineup of major summer festivals, from Lollapalooza to the Chicago Air and Water Show, which draw thousands of attendees from across the country.
Lollapalooza fueled the largest visit spike to the city – between Thursday, August 1st and Sunday, August 4th, visits to downtown Chicago hotels surged between 51.1% and 63.8% above 2024 daily averages for those days of the week. The Air and Water Show and the Chicago Jazz Festival also generated significant hotel visit increases – highlighting the boost these events bring to the city’s tourism and hospitality sector.
The Big Apple draws a diverse mix of visitors throughout the year. But in December – the city’s peak tourist season – visitors pour in from all over the country to skate in Rockefeller Center, browse Fifth Avenue’s festive window displays and experience the city’s unique holiday magic.
And analyzing data from hotels in midtown and downtown Manhattan reveals a striking shift in the types of visitors who stay in the heart of NYC during the holiday season. While visitors from other urban centers dominated downtown hotel stays throughout most of the year – accounting for 47.9% of visits from January to November 2024 – their share dropped to 42.0% in December 2024. Meanwhile, the share of guests from suburban areas and small towns rose from 37.3% to 41.0%, and the share of guests from rural and semi-rural areas nearly doubled, from 3.5% to 6.1%.
These patterns suggest that, though Manhattan typically attracts a wide range of visitors, the holiday season is uniquely appealing to tourists from smaller towns and suburban areas. Understanding these trends can provide crucial context for hotels and civic stakeholders alike as they work to maximize the opportunities presented by the city’s December visit surge.
Los Angeles hotels also experience significant demographic shifts during peak season. In July, visits to downtown LA hotels surged by 15.3% relative to the 2024 monthly visit average. And a closer look at audience segmentation data suggests a corresponding surge in the share of "Flourishing Families" – an Experian: Mosaic segment consisting of affluent, middle-aged households with children. Throughout the year, "Flourishing Families" comprised between 7.7% and 8.7% of the census block groups (CBGs) driving visits to downtown LA hotels. But in July, this share jumped to 9.9%.
These families may be taking advantage of summer vacations to enjoy Los Angeles’ cultural attractions and entertainment. Hotels and city stakeholders who understand the appeal the city holds for this demographic can better cater to them through family-friendly promotions and strategic marketing efforts to target these households.
Downtowns are making a comeback – and hotels in the heart of the nation’s major tourist hubs are reaping the benefits. By understanding who frequents these downtown hotels and when, local businesses and civic leaders can optimize their resource management and strategic planning to make the most of these opportunities.

The New York office scene is buzzing once again, as companies from JPMorgan to Meta double down on return-to-office (RTO) mandates. But just how did New York office foot traffic fare in 2024? How did Big Apple office foot traffic compare to that of other major business hubs nationwide? And how is New York’s office recovery impacting post-COVID trends like the TGIF work week? Are office visits still concentrated mid-week, or are people coming in more on Fridays and Mondays? And how has Manhattan’s RTO affected local commuting patterns?
We dove into the data to find out.
In 2024, New York City cemented its position as the nationwide leader in office recovery. Thanks in part to remote work crackdowns by banking behemoths like Goldman Sachs, Morgan Stanley, and JPMorgan, visits to NYC office buildings in 2024 were just 13.1% below pre-pandemic (2019) levels.
For comparison, Miami’s office foot traffic remained 16.2% below pre-pandemic levels, while Atlanta, Washington D.C., and Boston saw significantly larger gaps at 28.6%, 37.8%, and 43.9%, respectively.
Perhaps unsurprisingly given the Big Apple’s robust year-over-five-year (Yo5Y) recovery, the pace of year-over-year (YoY) visit growth to NYC office buildings was somewhat slower in 2024 than in other major East Coast business centers. Still, New York’s YoY office recovery rate of 12.4% outpaced the nationwide baseline, and came in just slightly below Washington, D.C.’s 15.2% and Atlanta’s 14.6%.
Interestingly, New York’s return to office has not led to a significant retreat from the TGIF work week that emerged during COVID. In 2024, just 11.9% of weekday (Monday to Friday) visits to NYC offices took place on Fridays – only slightly more than the 11.5% recorded in 2023 and significantly below the pre-pandemic baseline of 17.2%.
Meanwhile, Monday has quietly regained its footing as the dreaded start of the New York work week. After dropping significantly in 2022 and 2023, the share of weekday office visits taking place on Mondays rebounded to 18.2% in 2024 – just slightly below 2019’s 19.5%. Still, Tuesday remained the Big Apple’s busiest in-office day of the week last year, accounting for nearly a quarter (24.6%) of weekday NYC office foot traffic.
And diving into Yo5Y data for each day of the work week shows just how much New York’s overall recovery is driven by mid-week visits – and especially Tuesday ones. In 2024, Friday visits to NYC office buildings were down 40.2% compared to 2019. But on Tuesdays, visits were essentially on par with pre-pandemic levels (-0.3%), even as nationwide office visits remained 24.6% below 2019.
Another post-COVID trend that has shown staying power in New York is the growing share of office visits coming from employees who live nearby. As hybrid schedules become the norm, it seems that those commuting more frequently are often just a short subway ride -or even a stroll- away.
The share of NYC office workers coming from less than five miles away, for example, has risen steadily since COVID, reaching 46.0% in 2024. Over the same period, the share of workers coming from 5-10 miles, 10-15 miles, or 25+ miles away has declined.
Looking at commuting trends across the East Coast helps put New York City’s shift into perspective. In 2019, NYC’s share of nearby commuters was on par with Washington, D.C. and slightly below Boston. But while both cities experienced moderate increases in local commuters between 2019 and 2024, New York pulled ahead, outpacing all other analyzed cities in its share of nearby office workers last year.
Miami and Atlanta – two other standout cities in office recovery – also saw significant growth in the percentage of short-distance commuters over the past five years. This trend underscores a broader shift: As hybrid work reshapes commuting habits, employees across multiple markets are more likely to go into the office if they live nearby, reducing reliance on long-haul commutes.
As the nation’s office recovery leader, New York offers a glimpse into what other cities can expect as office visitation rates continue to improve. Even at just 13.1% below pre-pandemic levels, NYC office visit levels continue to rise. And as recovery nears completion, trends that took hold during COVID remain firmly entrenched.

The full-service dining segment has experienced its fair share of challenges over the past few years, with pandemic-era closures, rising food and labor costs, and cutbacks in discretionary spending contributing to visit lags. In 2024, visits were down 0.2% year over year (YoY) and remained 8.4% below 2019 levels – a reflection of the significant number of venues that permanently closed over COVID and a testament to the industry's ongoing struggle to regain its pre-pandemic footing.
Yet, even in a difficult environment, some full-service restaurant (FSR) chains are thriving. These brands aren’t waiting for the industry to rebound – they're becoming trendsetters in their own right, proving that stand-out strategy is everything in a challenging market.
This white paper explores brands that are harnessing three key differentiators – fixed-price value offerings, elevated social experiences, and a laser focus on product – to drive full-service dining success in 2025.
One of the most defining trends over the past few years has been the unrelenting march of price increases. And as consumers continue to seek out ways to save, some chains are staying ahead of the pack with fixed-price value offerings that help diners squeeze out the very best bang for their buck.
Golden Corral, the all-you-can-eat buffet chain that lets kids under three eat for free, is one FSR that is benefiting from consumers’ current value orientation. Despite closing several locations in 2024, overall visits to the chain still tracked closely with 2023 levels, declining by just 0.5% – while the average number visits to each Golden Corral restaurant grew 3.8% YoY.
Golden Corral’s value proposition is resonating strongly with budget-conscious Americans eager to enjoy a wide variety of comfort foods at an affordable price. The chain’s visitors tend to come from trade areas with lower median household incomes (HHIs) than traditional full-service restaurant (FSR) diners. And these patrons are willing to travel to enjoy the chain’s value buffet offerings, many of which are situated in rural areas and may require a longer drive. In 2024, 25.2% of Golden Corral’s diners came from over 30 miles away – compared to just 19.2% for the wider FSR segment.
Golden Corral’s continued flourishing proves that in an era of rising costs, diners are willing to go the extra mile (literally) for a restaurant that delivers both quality and affordability.
Children’s party space and eatertainment destination Chuck E. Cheese has had a transformative few years. Following the retirement of its iconic animatronic band, the chain shifted its focus to a new membership model, announcing a revamped Summer of Fun pass in May 2024 – including unlimited visits over a two-month period, steep discounts on food, and up to 250 games per day. The pass proved incredibly popular, with YoY visits surging by 15.6% in May 2024, when the offer launched – a sharp turnaround from the YoY visit declines of the previous months. Recognizing the strong demand, Chuck E. Cheese extended the program year-round – and the strategy has paid off as YoY visits remained positive through the end of 2024.
A closer look at the data suggests that parents are making full use of their unlimited passes: The share of weekday visits was higher in H2 2024 than in H2 2023, likely due to families using their passes for weekday entertainment rather than reserving visits for weekends and special occasions.
At the same time, the share of repeat visitors – those frequenting the chain at least twice a month – also grew. Although these repeat visitors may not purchase additional gameplay beyond the flat fee, their more frequent on-site presence likely translates into increased sales of pizza and other menu items.
While value has been a major motivator for restaurant-goers in recent years, low prices aren’t the only drivers of FSR success. Brands offering unique experiences aimed at maximizing social interaction are also seeing outsized gains.
Though many of these more innovative venues tend to be on the more expensive side, they draw enthusiastic crowds willing to pony up for concepts that combine good food with fun social occasions. And some of the more successful ones bolster perceived value through offerings like fixed-price menus or club memberships.
Korean cuisine has been on the rise in recent years, with restaurants like Bonchon Chicken and GEN Korean BBQ House making significant waves in the dining space. Another chain drawing attention is KPOT Korean BBQ and Hot Pot, which began modestly in 2018 and has since expanded to over 150 locations nationwide.
Diners at KPOT can customize their meals by selecting from a variety of proteins, broths, sauces, and side dishes, known as banchan, while barbecuing or cooking in a hotpot at their table and sipping on the drinks from the menu’s extensive selection. And though pricier than Golden Corral, KPOT also offers an all-you-can-eat experience that lets customers squeeze the most value out of their indulgence.
Location intelligence shows that KPOT’s experiential dining model is resonating with customers: Since Q4 2019, the average number of visits to each KPOT location has risen steadily – even as the chain has grown its footprint – while the average dwell time has also increased. Indeed, rather than a quick dining stop, KPOT has become a destination for guests to linger, enjoying both food and drinks – and an interactive and social experience.
By positioning themselves as gathering places for fine wine aficionados, wine-club-focused concepts such as Postino WineCafe and Cooper’s Hawk Winery are also benefiting from today’s consumers’ emphasis on social experiences. The two upscale dining destinations offer club memberships that combine periodic wine releases with a variety of perks.
And the data suggests that the model is strongly resonating with diners. Both Postino and Cooper’s Hawk have grown their footprints over the past year, driving substantial YoY chain-wide visit increases while average visits per location grew as well – showing that the expansions and experiential offerings are meeting robust demand.
And analyzing the two chains’ captured markets shows that the wine club model enjoys broad appeal across a variety of audience segments.
Unsurprisingly, both wine clubs’ visitor bases include higher-than-average shares of affluent consumers with money to spend, including Experian: Mosaic’s “Power Elite”, “Booming with Confidence”, and “Flourishing Families” segments (the nation’s wealthiest families, as well as affluent suburban and middle-aged households). But the two chains also attract younger, more budget-conscious consumers – Postino, which has many downtown locations, is popular among “Singles and Starters”, while Cooper’s Hawk is popular among “Promising Families” - i.e. young couples with children.
The success of the two brands across various segments underscores the impact of a distinctive experience – especially when paired with a loyalty-boosting membership – in attracting today’s consumers.
Value offerings and unique experiences have the power to drive restaurant visits – but ultimately, a good meal in an inviting atmosphere is a draw in and of itself, as is shown by the success of First Watch and Firebirds Wood Fired Grill.
Breakfast-only restaurant First Watch excels at ambiance and menu innovation, changing up its offerings five times a year and striving to maintain a neighborhood feel at each of its locations.
First Watch has made a point of leaning into its strengths, eschewing discounts in favor of a consistently elevated dining experience and doubling down its strongest day part (weekend brunch), rather than trying to artificially drive up interest at other times.
And the strategy appears to be working: In 2024, visits to First Watch increased 6.6% YoY – with Saturdays and Sundays between 11:00 A.M. and 1:00 P.M. remaining its busiest dayparts by far. Visitors to First Watch also tend to linger over their meals more than at other breakfast chains – in 2024, the restaurant experienced an average dwell time of 54.9 minutes, significantly longer than the 48.7-minute average at other breakfast-focused restaurants.
By focusing on what matters most to its diners – innovative and exciting food and a welcoming atmosphere that allows patrons to enjoy their meals at a leisurely pace – First Watch is continuing to flourish.
Another chain that is growing its footprint and its audience on the strength of a menu and ambiance-focused approach is Firebirds Wood Fired Grill. The chain, known for its “polished casual” vibe and bold, unique flavors, added several new restaurants last year, leading to a 6.5% increase in overall visits. Over the same period, the average number of visits to each Firebirds location held steady – showing that the new restaurants aren’t cannibalizing existing business.
The chain’s success may rest, in part, on its locating its venues in areas rife with enthusiastic foodies. Data from Spatial.ai’s FollowGraph shows that in 2024, Firebird’s trade areas had significantly higher shares of “BBQ Lovers”, “Gourmet Burger Lovers,” and “Foodies” than the nationwide average. This suggests that Firebirds is attracting diners who prioritize the experience of eating – key for a chain that prides itself on putting good food first. The chain is also known for its welcoming decor and design – another aspect that may lead to its strong visit success.
Necessity often serves as the mother of invention, and challenging economic periods continue to spark new trends and innovations in the dining scene. From a heightened focus on value – drawing families and lower-HHI consumers willing to travel for a good deal – to the growing appeal of social dining and the timeless draw of good food – new trends are emerging to meet changing consumer expectations.
