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When we last checked in with the home improvement category, high interest rates and a cooling housing market had impacted visits to retailers The Home Depot, Lowe’s, and Tractor Supply. As 2024 gets underway, what might lie ahead for these chains? We take a look at the data to find out.
Home Depot and Lowe’s, two of the largest home improvement retailers in the country, command a significant share of the industry. The two chains experienced ups and downs over the past few years, from a pandemic-era spike in visits to a more recent slowdown as rising prices and slowing home sales led many would-be shoppers to rethink a renovation.
The turbulence in the Home Improvement space continued in 2023. In the first half of the year, foot traffic to The Home Depot and Lowe’s showed modest increases on a year-over-year (YoY) basis – but that momentum slowed into the years’ second half as home sales dropped to a six-month low.
Visit performance to these retailers may well improve in 2024. Should home sales pick up as mortgage rates continue on their expected downward trajectory, home improvement chains would likely see an increase in visits as new homeowners grab equipment for renovations.
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Analyzing median household income (HHI) of visitors to The Home Depot and Lowe’s, segmented by potential and captured markets, may provide insights into The Home Depot's stronger year-over-year foot traffic performance. (A chain's potential market looks at the Census Block Groups (CBGs) where visitors to a chain originate, weighted according to the CBG’s population. In contrast, captured market visit data reflects figures weighted by the actual number of visits from each CBG.)
The trade area median HHI tends to be higher for Home Depot than for Lowe’s in the chains’ potential markets – and the differences grow even more pronounced when analyzing the captured market. The Home Depot’s potential market median HHI stood at $71.5K/year – just slightly higher than Lowe’s $69.6K/year. But The Home Depot’s captured market median HHI was $74.3K/year in 2023 – around 4% higher than the chain’s potential market median HHI. Meanwhile, Lowe’s captured market median HHI of $69.0K/year was around 1% lower than its potential market median HHI.
The income disparity between the visitor bases of the two chains may provide context for The Home Depot’s foot traffic strength compared to Lowe’s – The Home Depot’s wealthier customers may be more insulated from the effects of inflation. And as inflation eases and demand for home renovations creeps up, Lowe’s may yet see visits tick up as its customers return to the chain.
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Tractor Supply Co. – another major home improvement chain – also offers a variety of products geared toward farm and ranch living, including animal feed and farm equipment. The company was a surprising pandemic winner, seeing its sales and foot traffic grow significantly as people moved to the countryside.
The chain's popularity has remained strong even as the pandemic-induced migration trends subside and the influx of city-dwellers to rural areas slows down. Visits to Tractor Supply remained consistently high throughout 2023, with only two months experiencing YoY foot traffic lags. Tractor Supply visits also outpaced visits to the home improvement category as a whole, indicating sustained demand for farm products.
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A deeper exploration of the three home improvement chains’ psychographic compositions indicates that Tractor Supply’s popularity with rural segments (as defined by the Spatial.ai: PersonaLive dataset) may be fueling some of its sustained visit success.
All three chains saw a higher share of rural visitors in their captured market compared to their potential market – indicating that rural consumers are particularly interested in home improvement tools and products. And of the three chains, Tractor Supply served the largest share of rural visitors by far. The share of rural audience segments in Tractor Supply’s potential markets significantly exceeded the share of these segments in the trade areas of Lowe’s and The Home Depot’s, and the relative share of rural segments in Tractor Supply’s captured market was even more impressive.
Lowe’s, which has bolstered its rural presence over the past year, had the second-highest percentage of rural segments in both its potential and captured markets – although its share of rural visitors was still considerably lower than Tractor Supply’s.
Meanwhile, The Home Depot saw the smallest share of rural visitors across all rural segments analyzed. The company’s captured market had just slightly more Rural High Income and Rural Low Income visitors relative to its potential market, and there was no difference between its captured and potential market shares of Rural Average Income consumers.
The impressive over-representation of rural customers to Lowe’s and Tractor Supply suggest that the rural potential for home improvement chains is significant – and chains that tap into the segment may see further foot traffic to their stores.
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The home improvement space has seen plenty of variance over the past few years, from the pandemic-fueled DIY highs of 2020 and 2021 to the overall slowdown brought on by inflation in 2023. Will visits begin to pick up again into 2024?
Visit placer.ai/blog for the latest data-driven retail insights.

How did Target, Walmart, Costco, Sam’s Club, and BJ’s Wholesale Club perform offline last year? Who visited the chains in 2023? And what does 2024 have in store for the space? We dove into the foot traffic and trade area composition data to find out.
The superstore and wholesale space performed well across the board in 2023, with leading retailers seeing consistent year-over-year (YoY) quarterly visit growth throughout the year. Costco led the pack in terms of overall YoY visit performance, followed by Sam’s Club and BJ’s Wholesale Club. The wholesale clubs’ strength may be due in part to the chains’ attractive gas prices, which were likely particularly tempting to 2023 consumers looking to stretch their budget.
Visits to Target also remained above the chain’s 2022 baseline during all four quarters, and Walmart – which closed several stores last year – mostly beat its 2022 visit performance, with the exception of Q4 where traffic remained essentially on par with last year’s levels.
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Visits to four out of five of the analyzed superstores and wholesale clubs dipped slightly in January 2024 relative to January 2023, perhaps due to comparisons to a strong Q1 2023 performance or to post-holidays consumer cutbacks. But despite the challenging circumstances, the YoY drops remained minimal – so the softer start to the year is not necessarily an indication of things to come.
And in contrast to the subdued visit performance in the rest of the category, Costco foot traffic exceeded its January 2023 visit baseline – revealing the potential for the superstore space to grow in a positive direction in 2024.
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Analyzing monthly visits to leading superstore and wholesale clubs in 2023 compared to each chain’s monthly visit average reveals different consumer patterns for each brand.
While all chains saw their monthly visits peak in December, Target experienced the most significant holiday peak, with a 33.9% increase in monthly visits compared to its 2023 monthly average – more than double the increases of the other four chains analyzed. Target also saw the strongest August visit growth relative to its 2023 monthly average as parents and students likely flocked to the chain in search of Back-to-School apparel and supplies.
In June and July, Walmart’s relative visit growth exceeded that of the other four chains – possible thanks to consumers stocking up on summer supplies. And the wholesale clubs saw larger relative increases in November, as those chains’ bulk grocery offerings may have helped consumers shop for a crowd ahead of Thanksgiving dinner.
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The trade areas of all five chains analyzed included a higher share of Households with Children when compared to the nationwide average. But the two superstore brands – Walmart and Target – also had larger percentages of 1-Person and Non-Family (roommate) Households when compared to the nationwide average, while the three wholesale clubs had smaller shares.
So while average wholesale clubs and their large selection of bulk packaged items cater primarily to families, superstores seem to attract a wider range of shoppers, including consumers shopping for one and living alone or with roommates.
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Diving into the psychographic composition of the trade areas highlights additional differences between the various chains’ audiences.
The trade areas of Walmart and of its subsidiary Sam’s Club had the highest share of Spatial.ai: PersonaLive’s small town and rural audience segments, including “Small Town Low Income,” “Rural Low Income,” “Rural Average Income,” and “Rural High Income.”
Suburban segments were more distributed. Walmart and Sam’s Club served a higher share of “Blue Collar Suburbs” while Target and Costco drew more “Wealthy Suburban Families” – and BJ’s Wholesale Club received the largest percentage of “Upper Suburban Diverse Families.”
BJ’s trade area also included the largest shares of almost all the urban segments with the exception of “Educated Urbanites” – defined by Spatial.ai as “well educated young singles living in dense urban areas working relatively high paying jobs” – for which Target came out on top.
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The leading superstore and wholesale clubs performed well in 2023 as consumers relied on their bulk-packaging and value-pricing to stretch their increasingly strained budgets.
What does 2024 have in store? Visit the placer.ai blog to find out.

It only comes around once every 12 years, and for those born in the Year of the Dragon, they are considered to be the luckiest of the Zodiac signs. This year’s element is wood, and thus a Wood Dragon year can portend good fortune, action, and expansion. Let’s take a look at some Asian concepts, brands, and shopping centers and see if our Placer trends indicate whether they might be in for a lucky, powerful year.
Tea drinks, especially those including tapioca pearls otherwise known as boba have created billionaires in China, and global expansion means that you can get your fill of the chewy goodies all over the world nowadays. Some of the largest chains in the US include Kung Fu Tea, with over 350 locations; Gong Cha; Sharetea with more than 500 stores in 15 locations; Boba Guys known for their famous strawberry puree matcha tea latte; and It’s Boba Time, Happy Lemon, YiFang Taiwan Fruit Tea, and Boba Loca.
Tea has been an integral part of our global history. As a precious commodity, it was traded along the Silk Road, leading to increased transcontinental commerce. In American history, the Boston Tea Party was perhaps not so much about tea itself but about taxation and representation, but in any words, it was definitely a catalyst towards American independence. And now, thousands of years later, tea continues to be a tour de force for antioxidants, anti-aging, and an overall delicious base for a bevy of creative drinks. Economists often talk about the “latte index” - used to estimate purchasing power parity in 16 countries around the world compared to the cost of a tall Starbucks latte in NYC.

With the way things are going with teas, could a boba index not be far behind? We examined year-over-year traffic for some of the leading tea/boba chains compared to specialty coffee chains. Boba has seen gains compared to last year, usually at a higher percentage than coffee. Both beverage type chains have trended upwards in 2023, although coffee had a bit of a dip in the latter part of the year.
To be fair, one can often order a coffee at a tea store and vice versa, but there are certainly toppings and color sensations at tea stores that are uniquely suited to social media, such as butterfly pea, which is an intense shade of violet, or various vibrant toppings such as popping boba in pink and orange. In some creations, the tea is even dispensed with entirely, such as Tiger Sugar’s brown sugar boba milk with a deep caramel flavor, or their highly-coveted ice cream bar version of the drink.

For those wishing for an authentic taste of an Asian shopping mall experience during Lunar New Year, there are many options around the US including Chinese shopping malls in the west like Focus Plaza/San Gabriel Square in San Gabriel Valley, Diamond Jamboree in Irvine, Shanghai Plaza in Chinatown Las Vegas, and Great Wall Mall in Kent, WA as well as in the east like Tangram and New World Mall in Flushing, NY.
Of these malls, Diamond Jamboree is the most visited. It has local favorites like The Kickin' Crab, Hai Di Lao, and Pepper Lunch. For dessert, head on over to Meet Fresh, with its refreshing grass jelly or chewy taro balls or SomiSomi for the cutest fish-shaped pancakes and a delectable choice of soft-serve flavors like ube and sesame.
Next is Shanghai Plaza, which is located in Las Vegas Chinatown. At Shanghai Taste, one can slurp xiao long bao soup dumplings, and another favorite - sheng jian bao - which is basically the love child of the more well known bao zi (meat bun) and the aforementioned xiao long bao. Somehow, it manages to have the fluffiness of the outer dough with a burst of soup and filling inside. Add the slight crunchiness of a pan-fried base and your mouth will be amazed by the variety of flavors and textures.
San Gabriel Square, also known as Focus Plaza, is the granddaddy of San Gabriel Valley larger-than-life malls. Also lovingly named “Chinese Disneyland” it offers a famous restaurant Five Star Seafood, a 99 Ranch, as well as other restaurants and jewelry stores. It opened in 1990 and became the place where one could go to buy laserdiscs for karaoke machines, as well as buy delicacies like honey-dried mangoes or salted plums. Nearly 25 years later, it is poised for renovation as it competes with other Chinese malls in the Greater Los Angeles and Orange County area for hot new restaurants and bakeries.
Moving across the country, we have Tangram in Queens, NY. Who doesn’t love an Asian food hall, with its dizzying array of hawkers, smells, and bustle? Tangram opened its Food Hall in January 2023, with a mix of international cuisine such as Joju for Vietnamese sandwiches, Zaab Zaab for Thai food, and Na Tart for egg tarts. One unique offering at Xi’an Famous Food is their piece de resistance lamb noodles. Topped with melt-in-your-mouth lamb, the broth is composed of both cumin and chili, and the hand-pulled noodles offer you that perfect texture referred to as “qq” in Chinese, whose closest renditions for noodles in another language might be “al dente.” This food hall spans 24,000 square feet and is lit with neon to mimic the non-stop night market energy in cosmopolitan Asian cities.
Great Wall Mall in Kent, Seattle is another Pan-Asian shopping center, despite its Chinese-centric name. Anchored by a 99 Ranch market, it also includes Chinese and Vietnamese restaurants, a Korean clothing store, hair and nail salons, and home decor. Architecturally, the outside is flanked by a fortress-style wall that mimics the Great Wall of China.
Last, but not least, we have New World Mall. Another sprawling food hall awaits, with over two dozen eateries to choose from. The exciting part of visiting food halls is the ability to get to the level of regional cuisine. Whether its Chongqing xiao mian featuring spicy Sichuan noodles or knife-cut noodles from Lanzhou, one has the opportunity to try a variety of cooking styles, nuances in similar-sounding dishes, and basically explore an entire country through its diversity of tastes.

The past couple of years have been challenging ones for the dining industry as high food prices and economic headwinds led many consumers to cut back on unnecessary indulgences. Still, people can’t eat at home all the time, and there’s always demand for restaurants that serve up good food and a welcoming ambiance – without breaking the bank.
So with Q4 2023 under our belts, we dove into the data to check in with two dining chains that are especially good at giving customers what they want: Shake Shack and Wingstop. How did they perform during the final quarter of 2023? And what lies ahead for them in the new year?
Shake Shack, curiously named after an amusement park ride from 70’s hit movie Grease, continues to impress. Following a robust third quarter, the gourmet burger joint maintained strong positive year-over-year (YoY) visit growth throughout Q4 2023 – finishing out the year with a remarkable 24.3% foot traffic jump in December 2023.
Wingstop, another darling of the dining industry, also ended 2023 with a bang. Whether celebrating the New York Knicks with a special lemon garlic flavor, or jumping on the dry January bandwagon with its own “dry rub January”, the popular chicken restaurant draws crowds by staying up-to-date with popular trends. And throughout Q4 2023, Wingstop saw positive visit growth ranging from 12.8% to 16.3%.
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The ongoing success of these two chains in a difficult overall environment shows that there’s more than one way to win at the dining game. With limited-time offerings like White Truffle Burgers, and sandwiches that feature Kimchi slaw, Shake Shack’s relatively upscale offerings have traditionally drawn affluent audiences. But as the chain has continued to expand, its customer base has diversified – with the median household income (HHI) of its captured market dropping by 8.6% over the past four years. Over the same period, the share of ultra-wealthy families and educated urbanites in the restaurant’s captured market declined, while the share of young professionals and urban low income consumers increased. Wider audiences, of course, means broader appeal – and more people getting addicted to Shake Shack’s delicious offerings.
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Wingstop, for its part, has pursued a somewhat different strategy. Positioned as an affordable eatery straddling the space between fast food and fast-casual, Wingstop draws less well-to-do consumers. Combining foot traffic data with demographics from STI’s PopStats shows that the median HHI of Wingstop’s captured market came in at $62.1K in Q4 2023, well below the nationwide baseline of $69.5K.
But despite targeting a demographic with less discretionary income, Wingstop has carved out a niche for itself as a to-go dining destination for people seeking the perfect place to sit down to a nice, big meal with the family. In Wingstop’s four biggest markets – Texas, California, Florida, and Illinois – the chain’s trade areas featured more persons per household than the statewide averages in Q4 2023. And Wingstop’s captured markets were also over-indexed for families with children – showing that parents are particularly likely to pay the restaurant a visit.
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Though food prices have stabilized and consumer confidence has begun to recover, last year ended on a tough note for restaurants. But while the category as a whole has yet to fully regain its footing, chains like Shake Shack and Wingstop are finding success by leaning into evolving consumer demand.
Will cooling inflation kickstart a dining revival? And what does the rest of 2024 have in store for Shake Shack and Wingstop?
Follow Placer.ai to find out.

Few things are more beloved by Americans than a steak – and two of the most popular steakhouse chains in the U.S. are Texas Roadhouse and Outback Steakhouse. Who is visiting these chains, and what characteristics do they share? We take a closer look.
Food-away-from-home prices remained high for much of 2023, presenting challenges for dining establishments as would-be restaurant patrons reconsidered going for a meal out. Outback Steakhouse in particular felt the impact of the dining downturn, with year-over-year (YoY) visits falling in 2023 – although the dip may also be due to the chain’s downsizing its store fleet. And the chain seems to have offset at least some of the drop thanks to its price increases, which increased the value of every visit.
Texas Roadhouse, meanwhile, continued its expansion and benefited from growing YoY foot traffic every quarter of 2023.
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Texas Roadhouse’s success is particularly notable given its trade area median HHI. Both Outback Steakhouse and Texas Roadhouse tend to have a lower median household income (median HH) in their trade areas when compared to the average fast-casual chain, despite having higher price points. The steakhouse leaders also have a trade area median HHI that is significantly lower than the overall fine-dining segment.
The lower median HHI of Texas Roadhouse and Outback Steakhouse visitors suggests that these diners may be avoiding the purchase of more casual, on-the-go meals and instead choosing to direct their more limited funds toward special occasion dining. And Outback Steakhouse and Texas Roadhouse may be seen as an affordable luxury for those seeking a more elevated dining experience than might be found at a local fast-casual joint.
By understanding the types of diners who visit the restaurant, dining chains can make sure to deliver the type of experience their customers are seeking – in this case, a special-occasion dining destination that won't break the bank.
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Outback Steakhouse and Texas Roadhouse Popular Among Suburban Segments
A deeper exploration of the psychographic compositions of each chains’ trade area reveals that suburban families are particularly drawn to Texas Roadhouse and Outback Steakhouse. For both chains, the share of households in Spatial.ai’s PersonaLive “Upper Suburban Diverse Families,” “Suburban Boomers,” and “Wealthy Suburban Families” segments exceeded the statewide average in several major states.
As suburban markets continue gaining momentum, Texas Roadhouse and Outback Steakhouse’s popularity with suburban audiences can help the chains stay ahead of the pack in 2024.
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The State Of Steak
The enduring appeal of a well-made steak (or Blooming Onion, or honey butter) is indisputable. Will customers continue to visit these chains for a special occasion? Or will 2024 bring with it a new shift in diner preferences?
Follow Placer.ai’s data-driven analyses to find out.

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.
Remote work may not be bad for companies’ bottom lines – but it does appear to have drawbacks for employees. Fully remote workers were 35% more likely to be laid off in 2023 than those who came into the office at least part of the week. And full-time WFH personnel also got fewer promotions.
Still, reaping the benefits of in-person office work doesn’t require a full-time return to office. (Five days a week? Seriously?) And for many participants in the remote work wars, 2023 was a year for compromise. But what did the hybrid model look like in 2023? And who were last year’s office visitors?
We dove into the data to find out.
Analyzing office visit trends over the past several years suggests that some variation of the hybrid model is indeed here to stay – though the jury’s still out on whether we’ve found the sweet spot. Since Q2 2023, quarterly visits to office buildings have remained about 34.0%-38.0% below pre-COVID levels. But Q4 2023 office foot traffic was 12.9% higher than the equivalent period of 2022, suggesting that additional office recovery may still be in the cards.
Regionally speaking, Miami and New York closed out 2023 at the head of the pack, with visits about 20% below the pre-pandemic baseline. Dallas and Chicago finished the year with respective quarterly visit gaps of 31.8% and 43.0%. And San Francisco continued to bring up the rear, with office foot traffic 53.8% below pre-COVID levels.
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These general trends continued into January 2024. Nationwide, office buildings experienced a 42.1% year-over-four-year (Yo4Y) visit gap, potentially indicating stalling recovery. But at the same time, major markets across the country – most impressively San Francisco – saw sustained YoY visit growth, showing that the return to office (RTO) story is still being written.
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Whether office recovery has run its course, or whether 2024 promises a renewed upward trajectory – a more granular picture of the specific habits and characteristics of office-goers can help stakeholders adapt to evolving trends.
And while foot traffic remains substantially below 2019 levels, the affluence of office buildings’ visitor base has very nearly rebounded to what it was before COVID. In Q1 2019, the median household income (HHI) of the Nationwide Office Index’s captured market stood at $91.9K, a metric which plummeted in early 2020 as more affluent employees rode out lockdowns from home. But since then, the median HHI has slowly risen – reaching $90.1K - $91.6K in 2023.
Unsurprisingly, remote and hybrid work opportunities aren’t distributed equally – and wealthier, more-educated workers are better positioned than others to take advantage of them. But visitors to major office buildings tend to have significantly higher-than-average HHIs to begin with (STI’s PopStats puts the nationwide baseline at $69.5K). So even if the median HHI of office visitors is once again close to what it was before COVID, it is these relatively affluent employees that are coming in less frequently and helping to shape the new hybrid normal.
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At the same time, there has been a subtle but distinct decline in the share of parental households in offices’ captured markets – indicating that parents of children accounted for a smaller proportion of office visits in 2023 than in 2019. This change varied by region, with Chicago seeing the smallest shift and tech-heavy San Francisco seeing the largest one.
For many working parents, flexibility is the name of the game – and employees juggling parental responsibilities along with their work loads may be particularly eager to embrace working from home.
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Another data point that’s particularly important for stakeholders to understand is the daily breakdown of office visits throughout the week. And foot traffic data for 2023 shows that the TGIF work week that we first observed in 2022 remains more firmly entrenched than ever. People continue to concentrate office visits mid-week and log on from home on Mondays and especially Fridays – an effect that is most pronounced in San Francisco, and least pronounced in Miami. And for municipalities, CRE companies, and local businesses that rely on office foot traffic, recognizing the persistence of this pattern can be key to making the most of those days when offices are abuzz with activity.
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The new hybrid model remains a work in progress – and it’s too soon to tell whether offices will indeed see further attendance increases in 2024. But either way, the behaviors and attributes of office-goers will continue to evolve, presenting stakeholders with opportunities and challenges alike.
What does 2024 have in store for RTO? And how will the profile of visitors to America’s offices change in the new year?
Follow placer.ai/blog to find out.

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.
