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With shopping center vacancy rates now lower than they were pre-COVID, we dove into the demographic and psychographic trade area data for leading Indoor Malls, Open-Air Shopping Centers, and Outlet Malls to understand who visited malls in 2023.
Diving into the demographics of the trade areas of the various mall types in 2023 reveal both similarities and differences between the typical visitor to Indoor Malls, Open-Air Shopping Centers, and Outlet Malls.
In all three mall types, the median trade area household income (HHI) in the three mall types was higher than the nationwide median HHI of $69.5K (according to the STI: Popstats 2022 dataset). But Open-Air Shopping Centers drew the highest income visitors, with a trade area median HHI of $87.8K in 2023. The trade area of Open-Air Shopping Centers also had the lowest share of Households with Children and the highest share of singles (One-Person and Non-Family Households).
Outlet Malls lay at the other end of the spectrum, with a trade area median trade HHI of $73.9K, the highest share of Households with Children, and the lowest share of single households. And the median HHI and household composition for the trade area of Indoor Malls stood between those of the other two types.
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Even though Outlet Malls tend to draw the highest, and Open-Air Shopping Centers draw the lowest share of family visitors (Households with Children), diving deeper into various family segments reveals a more nuanced picture.
For example, the trade areas of Outlet Malls do indeed contain the highest shares of the “Family Union” and “Promising Families” segments – defined by Experian: Mosaic as blue-collar families and young families in starter homes, respectively. But Open-Air Shopping Centers tend to draw the highest share of the more affluent “Flourishing Families” segment – perhaps thanks to the Open-Air Shopping Centers’ higher trade area median HHI.
So while the demographic analysis can provide an overall snapshot of the various mall types’ audience, diving into the psychographics can yield a higher-resolution picture of the types of shoppers frequenting each shopping center category.
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For the most part, malls – especially Indoor Malls and Open-Air Shopping Centers – succeeded in exceeding or staying close to 2022 visit levels last year, despite the economic headwinds. And while January data indicates that the space may be entering a challenging period, there are plenty of reasons to think that the dip in early 2024 foot traffic is just a temporary setback driven by a unique set of circumstances. As the year continues to unfold, tracking visits in this sector will offer more insights into the state of the 2024 consumer.
For more data-driven retail insights, visit placer.ai/blog.
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 past few years have provided the tourism sector with a multitude of headwinds, from pandemic-induced lockdowns to persistent inflation and a rise in extreme weather events. But despite these challenges, people are more excited than ever to travel – more than half of respondents to a recent survey are planning on increasing their travel budgets in the coming months.
And while revenge travel to overseas destinations is still very much alive and well, the often high costs associated with traveling abroad are shaping the way people choose to travel. Domestic travel and tourism are seeing significant growth as more affordable alternatives.
This white paper takes a closer look at two of the most popular domestic tourism destinations in the country – New York City and Los Angeles. Over the past year, both cities have continued to be leading tourism hotspots, offering a wealth of attractions for visitors. What does tourism to these two cities look like in 2024, and what has changed since before the pandemic? How have inflation and rising airfare prices affected the demographics and psychographics of visitors to these major hubs?
Analyzing the distribution of domestic tourists across CBSAs nationwide from May 2023 to April 2024 reveals New York and Los Angeles to be two of the nation’s most popular destinations. (Tourists include overnight visitors staying in a given CBSA for up to 31 days).
The New York-Newark-Jersey City, NY-NJ-PA metro area drew the largest share of domestic tourists of any CBSA during the analyzed period (2.7%), followed closely by the Los Angeles-Long Beach-Anaheim, CA CBSA (2.5%). Other domestic tourism hotspots included Orlando-Kissimmee-Sanford, FL (tied for second place with 2.5% of visitors), Dallas-Fort Worth-Arlington, TX (1.9%), Las Vegas-Henderson-Paradise, NV (1.8%), Miami-Fort Lauderdale-Pompano Beach, FL (1.8%), and Chicago-Naperville, Elgin, IL-IN-WI (1.6%).
The Big Apple. The City That Never Sleeps. Empire City. Whatever it’s called, New York City remains one of the most well-known tourist destinations in the world. And for many Americans, New York is the perfect place for an extended weekend getaway – or for a multi-day excursion to see the sights.
But where do these NYC-bound vacationers come from? Diving into the data on the origin of visitors making medium-length trips to New York City (three to seven nights) reveals that increasingly, these domestic tourists are coming from nearby metro areas.
Between 2018-2019 and 2023-2024, for example, the number of tourists visiting New York City from the Philadelphia metro area increased by 19.2%.
The number of tourists coming from the Boston and Washington, D.C metro areas, and from the New York CBSA itself (New York-Newark-Jersey City, NY-NJ-PA) also increased over the same period.
Meanwhile, further-away CBSAs like San Francisco-Oakland-Berkeley, CA, Atlanta-Sandy Springs-Alpharetta, GA, and Miami-Fort Lauderdale-Pompano Beach, FL fed fewer tourists to NYC in 2023-2024 than they did pre-pandemic. It seems that residents of these more distant metro areas are opting for vacation destinations closer to home to avoid the high costs of air travel.
Diving even deeper into the characteristics of visitors taking medium-length trips to New York City reveals another demographic shift: Tourists staying between three and seven nights in the Big Apple are skewing younger.
Between 2018-2019 and 2023-2024, the share of visitors to New York City from areas with median ages under 30 grew from 2.1% to 4.5%. Meanwhile, the share of visitors from areas with median ages between 31 and 40 increased from 34.3% to 37.7%.
The impact of this trend is already being felt in the Big Apple, with The Broadway League reporting that the average age of audiences to its shows during the 2022- 2023 season was the youngest it had been in 20 seasons.
The shift towards younger tourists can also be seen when examining the psychographic makeup of visitors to popular attractions in New York City. Analyzing the captured markets of major NYC landmarks with data from Spatial.ai’s PersonaLive dataset reveals an increase in households belonging to the “Educated Urbanites” segment between 2018-2019 and 2023-2024.
These well-educated, young singles are increasingly visiting iconic NYC venues such as the Whitney Museum of American Art, The Metropolitan Museum of Art, The American Museum of Natural History, and the Statue of Liberty. This shift highlights the growing popularity of these attractions among young, educated singles, reflecting a broader trend of increased domestic tourism among this demographic.
New York City’s tourism sector is adapting to meet the changing needs of travelers, fueled increasingly by younger visitors who may be unable to take a costly international vacation. How have travel patterns to Los Angeles changed in response to increasing travel costs?
While New York City is the East Coast’s tourism hotspot, Los Angeles takes center stage on the West Coast. And as overseas travel has become increasingly out of reach for Americans with less discretionary income, the share of domestic tourists originating from areas with lower HHIs has risen.
Before the pandemic, 57.6% of visitors to LA came from affluent areas with median household incomes (HHIs) of over $90K/year. But by 2023-2024, this share decreased to 50.7%. Over the same period, the share of visitors from areas with median HHIs between $41K and $60K increased from 9.7% to 12.5%, while the share of visitors from areas with HHIs between $61K and $90K rose from 32.1% to 35.8%.
Diving into the psychographic makeup of visitors to popular Los Angeles attractions – Universal Studios Hollywood, Disneyland California, the Santa Monica Pier, and Griffith Observatory – also reflects the above-mentioned shift in HHI. The captured markets of these attractions had higher shares of middle-income households belonging to the “Family Union” psychographic segment in 2023-2024 than in 2018-2019.
Experian: Mosaic defines this segment as “middle income, middle-aged families living in homes supported by solid blue-collar occupations.” Pre-pandemic, 16.0% of visitors to Universal Studios Hollywood came from trade areas with high shares of “Family Union” households. This number jumped to 18.8% over the past year. A similar trend occurred at Disneyland, Santa Monica Pier, and Griffith Observatory.
And like in New York City, growing numbers of visitors to Los Angeles appear to be coming from nearby areas. Between 2018-2019 and 2023-2024, the share of in-state visitors to major Los Angeles attractions increased substantially – as people likely sought to cut costs by keeping things local.
Pre-pandemic, for example, 68.9% of visitors to Universal Studios Hollywood came from within California – a share that increased to 72.0% over the past year. Similarly, 59.7% of Griffith Observatory visitors in 2018-2019 came from within the state – and by 2023-2024, that number grew to 64.7%.
Even when times are tight, people love to travel – and New York and Los Angeles are two of their favorite destinations. With prices for airfare, hotels, and dining out increasing across the board, younger and more price-conscious households are adapting, choosing to visit nearby cities and enjoy attractions closer to home. And as the tourism industry continues its recovery, understanding emerging visitation trends can help stakeholders meet travelers where they are.
The positive retail momentum observed in Q1 2024 continued into Q2 – as stabilizing prices and a strong job market fostered cautious optimism among consumers. Year-over-year (YoY) retail foot traffic remained elevated throughout the quarter, with June in particular seeing significant weekly visit boosts ranging from 4.7% to 8.5%.
The robustness of the retail sector in Q2 was also highlighted by positive visit growth during the quarter’s special calendar occasions, including Mother’s Day (the week of May 6th) and Memorial Day (the week of May 27th). And though consumer spending may moderate as the year wears on, retail’s strong Q2 showing offers plenty of room for optimism ahead of back-to-school sales and other summer milestones.
On a quarterly basis, overall retail visits rose 4.2% in Q2. And diving into specific categories shows that value continued to reign supreme, with discount and dollar stores seeing the most robust YoY visit growth (11.2%) of any analyzed category.
Other essential goods purveyors, such as grocery store chains (7.6%) and superstores (4.6%), also outperformed the overall retail baseline. And fitness – a category deemed essential by many health-conscious consumers – outpaced overall retail with a substantial 6.0% YoY foot traffic increase.
The decidedly more discretionary home improvement industry performed less well than overall retail in Q2 – but in another sign of consumer resilience, it too experienced a YoY visit uptick. And overall restaurant foot traffic increased 2.6% YoY.
Discount and dollar stores enjoyed a strong Q2 2024, maintaining YoY visit growth above 10.0% for six out of the quarter’s 13 weeks. Only during the week of April 1st did the category see a temporary decline, likely the result of an Easter calendar shift. (The week of April 1st 2024 is being compared to the week of April 3rd, 2023, which included the run-up to Easter)
Some of this growth can be attributed to the continued expansion of segment leaders like Dollar General. But the category has also been bolstered by the emphasis consumers continue to place on value in the face of still-high prices and economic uncertainty.
Dollar General, which has been expanding both its store count and its grocery offerings, saw YoY visits increase between 9.1% and 15.9% throughout the quarter. Affordable-indulgence-oriented Five Below, which has also been adding locations at a brisk clip, saw YoY visits increase between 4.9% and 18.8%.
And though Dollar Tree has taken steps to rightsize its Family Dollar brand, the company’s eponymous banner – which caters to middle-income consumers in suburban areas – continued to grow both its store count and its visits in Q2.
Grocery store chains also performed well in Q2 2024 – experiencing strongly positive foot traffic growth throughout the quarter. Though the sector continues to face its share of challenges, stabilizing food-at-home prices and improvements in employee retention and supply chain management have helped propel the industry forward.
Diving into the performance of specific chains shows that within the grocery segment, too, price was paramount in Q2 2024 – with limited-assortment value grocery stores like Aldi and Trader Joe’s leading the way.
Traditional chains H-E-B and Food Lion (owned by Ahold Delhaize) – both of which are known for relatively low prices – outperformed the wider grocery sector with respective YoY foot traffic boosts of 11.4% and 8.7%. But ShopRite, Safeway (owned by Albertsons), Kroger, and Albertsons also drew more visits in Q2 2024 than in the equivalent period of last year.
Fitness has proven to be relatively inflation-proof in recent years – thriving even in the face of reduced discretionary spending and consumer cutbacks. Indeed, rising prices may have actually helped boost gym attendance, as people sought to squeeze the most value out of their monthly fees and replace pricy outings with already-paid-for gym excursions.
And despite lapping a remarkably strong 2023, visits to gyms nationwide remained elevated YoY in Q2 2024.
Diving into the data for some of the nation’s leading gyms shows that today’s fitness market has plenty of room at the top. Planet Fitness, 24 Hour Fitness, Life Time Fitness, Orangetheory Fitness, and LA Fitness all experienced YoY visit growth in Q2 2024 – reflecting consumers’ enduring interest in all things wellness-related.
But it was EōS Fitness and Crunch Fitness – two value gyms that have been pursuing aggressive expansion strategies – that really hit it out of the park, with respective YoY foot traffic increases of 23.4% and 21.4%.
The week of April 1st saw a decline in YoY visits to superstores – likely attributable to the Easter calendar shift noted above. But the category quickly rallied, and with back-to-school shopping and major superstore sales events coming up this July, the category appears poised to enjoy continued success throughout the summer.
Within the superstore category, wholesale clubs continued to stand out – with Costco Wholesale, Sam’s Club and BJ’s Wholesale Club enjoying YoY foot traffic growth ranging from 12.0% to 7.4%. But Target and Walmart also impressed with 4.6% and 4.0% YoY visit increases.
Inflation, elevated interest rates, and a sluggish real estate market have created a perfect storm for the home improvement industry, with spending on renovations in decline. The accelerated return to office has likely also taken its toll on the category, as people spend more time outside the home and have less availability to immerse themselves in DIY projects.
But despite these challenges, weekly YoY foot traffic to home improvement and furnishing chains remained elevated throughout much of the Q2 – with June and April seeing mostly positive YoY visit growth, and May hovering just below 2023 levels. This (modest) visit growth may be driven by consumers loading up on supplies for necessary home repairs, or by shoppers seeking materials for smaller projects. And given the importance of Q2 for the home improvement sector, this largely positive snapshot may offer some promise of good things to come.
Some chains within the home improvement category continued to perform especially well in Q2 2024 – with rapidly expanding, budget-oriented Harbor Freight Tools leading the pack. But Ace Hardware, Menards, The Home Depot, and Lowe’s also saw foot traffic increases in Q2, showcasing the category’s resilience in the face of headwinds.
Restaurants – including full-service restaurants (FSR), quick-service restaurants (QSR), fast-casual chains, and coffee chains – lagged behind grocery stores and other essential goods retailers in Q2 2024, as price-sensitive consumers prioritized needs over wants and ate at home more often.
Still, YoY restaurant foot traffic remained up throughout most of the quarter. And impressively, the sector saw a YoY visit uptick during the week of Mother’s Day (the week of May 6th, 2024, compared to the week of May 8th, 2023) – an important milestone for FSR.
The restaurant industry’s YoY visit growth was felt across segments – though fast-casual and coffee chains experienced the biggest visit boosts. Like in Q1 2024, fast-casual restaurants hit the sweet spot between indulgence and affordability, outpacing QSR in the wake of fast food price hikes. And building on the positive YoY trendline that began to emerge last quarter, full-service restaurants finished Q2 2024 with a 1.4% YoY visit uptick.
Chain expansion was the name of the restaurant game in Q2 2024, with several chains that have been growing their footprints outperforming segment averages – including CAVA, Chipotle Mexican Grill, Ziggi’s Coffee, California-based Philz Coffee, Raising Cane’s, Whataburger, and First Watch. Chili’s Grill and Bar also outpaced the full-service category average, aided by the revamping of its “3 for Me” menu.
Retailers and restaurants in Q2 2024 continued to face plenty of challenges, from inflation to rising labor costs and volatile consumer confidence. But foot traffic trends across industries – including both essential goods purveyors like grocery stores and more discretionary categories like home improvement and restaurants – suggest plenty of room for cautious optimism as 2024 wears on.
Return-to-office (RTO) trends have been closely watched over the past few years, with relevant stakeholders trying to puzzle out the impact remote and hybrid work have had on business operations and worker performance. And while visits to office buildings, overall, remain below pre-pandemic levels, office recovery varies from city to city – reflecting the complex and nuanced nature of regional economic trends, workforce preferences, and industry-specific needs.
This white paper harnesses location analytics to explore office recovery in the country’s second-largest economy – Los Angeles. The first part of the report is based on an analysis of foot traffic data from Placer.ai’s Los Angeles Office Index – an index comprising 100 office buildings in LA (including several in the greater metro area). The second part of the report broadens the lens to analyze visits by local employees to points of interest (POIs) corresponding to four major LA-area office districts: Century City, Downtown LA, Santa Monica, and Culver City. The white paper examines the impact that return-to-work mandates have had on visits to office buildings, discovers which demographic groups are driving the RTO, and explores the connection between commute time and return-to-office rates.
The return to office in Los Angeles has consistently lagged behind other major cities, underperforming nationwide recovery levels since the pandemic ground in-office work to a virtual halt. Still, the city’s office buildings are seeing a steady increase in visits, with foot traffic tending to spike at the beginning of each year. This indicates that even though office visits in LA are still below national averages, they are on a steady growth trajectory – a promising sign for stakeholders in the city.
A closer examination of Los Angeles office buildings also shows that despite the overall lag, some top-performing buildings in the LA metro area are defying the odds. Visits to the 20 local office buildings with the narrowest Q2 2024 post-COVID visit gaps were down just 8.7% in June 2024 compared to January 2019 – significantly outperforming the nationwide average.
So while overall office recovery in the city is still behind nationwide trends, these top-performing buildings indicate an optimistic outlook for the city’s office spaces.
Diving into the demographics of visitors to LA’s top-performing office buildings reveals an important insight: these buildings are attracting younger workers. This cohort has shown a stronger preference for in-person work compared to their older colleagues.
Analyzing the buildings’ captured markets with psychographics from AGS: Panorama reveals that these buildings are attracting visitors from areas with larger shares of "Emerging Leaders" and "Young Coastal Technocrats" than the broader metro area.
"Emerging Leaders'' – upper-middle-class professionals in early stages of their careers – make up 20.3% of households in the trade areas feeding visits to these top-performing buildings, compared to 14.9% in the broader LA CBSA. Similarly, "Young Coastal Technocrats," young and highly educated professionals in tech and professional services, account for 14.7% of households driving visits to the top-performing buildings, compared to only 12.1% in the broader area.
The trend suggests that companies in these high-performing office buildings employ many early-career professionals eager to accelerate their careers and work in-person with colleagues and mentors. This is a positive sign for the future of the office market in the LA metro area, indicating that it is attractive to key demographic groups that are likely to drive future growth and innovation.
Over the past few years, the debate regarding return-to-office mandates has been a heated one. Will employees follow return-to-office requirements? Can companies enforce the return to office after offering remote and hybrid work options? Recent location analytics data suggests that, at least in the Los Angeles metro area, some return-to-office mandates have been effective.
Three major tech companies – Activision Blizzard, TikTok, and SNAP Inc. – recently made their return-to-office policies stricter. Activision mandated a full return to the office in January 2024. TikTok has also intensified its return-to-office policy while seeking to expand its office presence in the greater Los Angeles area. And SNAP Inc. required employees to return to the office earlier this year as a condition of continued employment.
Visitation patterns at each of these companies' respective headquarters suggest that their policies have directly impacted visit frequency. Since the beginning of the year, the share of repeat office visits (defined as two or more visits per week) has increased for all three locations. Activision saw its share of repeat office visits grow from 52.1% in H1 2023 to 61.4% in the same period of 2024. TikTok’s repeat visits grew from 49.5% to 61.0%, and SNAP’s repeat visits increased from 36.6% to 42.8%.
These numbers highlight how return-to-office policies can lead to noticeable changes in office visit patterns and offer a blueprint to other businesses looking to foster a stronger in-office workforce.
Los Angeles is the second-largest metro area in the country, with several distinct business districts across its sprawling landscape. And a closer look at four major office hubs in the greater LA area – Century City, Downtown LA, Santa Monica, and Culver City – highlights how the office recovery can vary, not just by city or demographic, but on a neighborhood level.
Weekday visits by local employees to all four analyzed business districts have rebounded significantly since 2020 – though each area has followed its own particular trajectory.
Culver City, home to major businesses including Sony Pictures and Disney Digital Network, saw the least pronounced drop in employee visits during the early days of the pandemic. And in Q2 2024, weekday visits by local workers were down just 18.4% compared to Q1 2019.
Century City, on the other hand, saw the most marked drop in local employee foot traffic as the pandemic set in. But the district’s recovery trajectory has also been the most dramatic – with a Q2 2024 visit gap of just 28.5%, smaller than Downtown LA’s 29.7% visit gap. Perhaps capitalizing on this momentum, Century City is expanding its business district with the addition of a major new office building, set to be completed in 2026 and serve as the headquarters for Creative Artists Agency. Santa Monica, for its part, finished off Q2 2024 with a 23.3% visit gap.
Century City stands out within the Los Angeles metropolitan area for its dramatic decline and subsequent resurgence in local employee foot traffic. And looking at another metric of office recovery – employee commute distance – further underscores the district’s remarkable comeback.
The share of employees commuting to Century City from three to seven miles away has nearly returned to pre-COVID levels – suggesting a normalization of commuting patterns by local workers living in the area. In H1 2019, 33.5% of workers in Century City commuted between 3 and 7 miles to work; in 2022, that number had dropped to 29.8%. But by 2024, the share of visitors making that commute had grown to 32.5% – much closer to pre-COVID numbers.
Similarly, the region’s trade area size, which had contracted significantly in the wake of the pandemic, bounced back significantly in 2024. This serves as another indication of Century City’s rebound, cementing Century City’s status as a key business hub within the Los Angeles metropolitan area.
Five years after the upheaval caused by the pandemic, office spaces are still changing. Although the Los Angeles area has taken longer to recover than other major cities, analyzing local visitation data shows significant potential for the city’s business areas. With young employees leading the return-to-office charge, the city is poised to keep driving its strong economy and adjust to an evolving office environment.
