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What does 2024 hold for malls and shopping centers? We dove into the data to unearth the trends likely to shape the space in the coming year.
The move towards greater tenant diversity in malls shaped the shopping center space in recent years, and the trend appears set to be taken to the next level in 2024. Placemaking – crafting public spaces that go beyond utilitarian needs to foster social interaction and exchange – is at the forefront of many urban development initiatives, and the trend is already boosting retail performance in successful placemaking projects.
Fenton, a mixed-use district in Cary, N.C., opened in June 2022. The project showcases the potential of placemaking to transform an underutilized space into a vibrant “live-work-play” community with something for individuals and families of all ages. The retail and entertainment village includes shops, restaurants, seasonal attractions, entertainment venues, and other diverse offerings that are establishing Fenton as a community hub and a prime destination for residents. Visits were up 53.2% between July and December 2023 compared to the same period in 2022, while median dwell time increased from 64 to 83 minutes.
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Across the country, in Phoenix, AZ, Park Central Mall – the state’s first open-air shopping center – was also redesigned as a mixed-use development Park Central. The complex includes restaurants, office space, medical facilities, and bioscience research labs, with more hospitality and housing under construction. And although the project first reopened in 2019, visits to the revitalized Park Central continue to grow – between 2022 and 2023, foot traffic to Park Central increased by 32.8% while median dwell time grew from 75 to 80 minutes.
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In 2023, malls attracted relatively high income shoppers – and as the trend is likely to continue in 2024, with high-income shoppers displaying significantly stronger consumer confidence than their middle- and low-income counterparts.
Households in the potential market trade areas of Indoor Malls, Open-Air Lifestyle Centers, and Outlet Malls tended to have higher incomes relative to the nationwide median – and the median HHI was even higher in the malls’ captured market trade area. This means that many of these malls are located within relatively affluent communities (hence the relatively high potential market median HHI) and attract the higher-income shoppers within those areas (as shown by the even higher captured market median HHI).
With middle-income shoppers expected to tighten their budgets in 2024, high-income consumers will likely remain a significant share of mall-goers in 2024 as well.
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Malls used to be the place for teens to hang out on weekends – and it looks like shopping centers are once again attracting younger generations of consumers. Between 2019 and 2023, the share of “Young Professionals” and “Young Urban Singles” in the captured market trade areas of Indoor Malls, Open-Air Shopping Centers, and Outlet Malls increased. At the same time, the share of older segments – “Suburban Boomers” and “Sunset Boomers” – decreased.
As Gen-Z shoppers rediscover physical stores and increasingly seek out the mall-going experience, the share of younger consumers visiting shopping centers may well grow larger in the upcoming year.
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Last year’s ongoing inflation brought a unique set of challenges to a brick-and-mortar space still recovering from the pandemic’s impact. But 2023 ended with a surge in consumer confidence, and 2024 may well bring a positive shift to malls and the wider retail landscape. And shopping centers – especially those that offer a diversity of experience and succeed in catering high-income and/or younger shoppers – can take advantage of the opportunities in the year ahead.
For more data-driven insights, visit placer.ai/blog.
Few things are as universally loved as freshly baked bread. And the options for where to find a loaf are plentiful, from local artisan shops to bakery chains to grocery store bread counters. Is there room in the crowded bakery scene for everyone? We take a closer look at the visitation data for a few bakery chains that are on the rise to find out.
Paris Baguette, the South Korean bakery and cafe chain, inaugurated its first U.S. store in Los Angeles in 2005. True to its name, the chain offers a menu inspired by classic French boulangeries with a Korean twist – think mochi donuts sold alongside croissants.
Paris Baguette hopes to operate 1,000 stores across the country by 2030; to that end, it embraced a franchising approach in 2015 to accelerate growth and store openings. Visitation patterns suggest that this move has proven itself to be a winning one.
Examining the change in monthly visits to Paris Baguette locations since November 2019 underscores the brand’s remarkable growth. The chain operated 77 stores in the U.S. in November 2019; today, that number has nearly doubled. And visits have soared accordingly, with December 2023 seeing 96.7% more monthly visits than December 2019.
As Paris Baguette continues to see its success rising, the bakery chain appears well-positioned to maintain its momentum and achieve its ambitious expansion plans.
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85°C Bakery, often dubbed the "Starbucks of Taiwan," made its way to the U.S. in 2008. The chain, which operated 59 U.S. stores as of March 2023 in addition to its significant international presence, seeks to solidify its standing in the American market.
Named after the ideal coffee-brewing temperature, 85°C has enjoyed year-over-year (YoY) foot traffic growth throughout most of 2023. And the chain, which currently operates in the West and in Texas, announced plans for an East Coast expansion in August 2023, signaling its intent to reach new consumer segments.
Diving into the visitation data reveals that 85°C not only enjoys strong monthly foot traffic but also draws more family households (defined by the Spatial.ai: PersonaLive dataset) to its trade areas compared to the statewide average. In California, Texas, and Washington, the trade areas show an overrepresentation of "Near-Urban Diverse Families," "Ultra Wealthy Families," and "Wealthy Suburban Families." This suggests that families – particularly affluent ones – are drawn to the chain.
As 85°C continues expanding, including into new markets and dining concepts – such as the recent addition of a dumpling shop – the chain hopes to continue bringing its Taiwanese flavors to a wider audience.
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Tartine and Porto’s are two Los Angeles natives with very different approaches to dough. Tartine, the brainchild of breadmasters Chad Robertson and Elizabeth Prueitt, is thought to have brought sourdough bread into the mainstream in the U.S. Porto’s, on the other hand, began as an immigrant-owned bakery in the 1970s, bringing the taste of Cuba to California.
And the two chains, while both based in the same city, see significant differences in their visitor demographics. Analyzing visitors to both bakery brands using the STI: Popstats dataset reveals that, while 29.1% of Porto’s captured market* trade area was made up of households with children – very close to the California median of 29.6% – only 17.3% of Tartine’s captured market* trade area was made up of households with children. And the median household income (HHI) also showed significant variance between the brands, with Tartine visitors earning significantly more than Porto’s and the California median HHI.
*A business’s captured market refers to the trade area with each census block weighted according to its share of visits to the chain or venue in question.
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The variance in demographics across these two iconic Los Angeles bakeries serves as testament to the city's diverse culinary landscape and ability to embrace and sustain a wide array of eateries.
The four bakeries prove that there is plenty of room in a crowded kitchen for different kinds of bakeries to succeed, from tiny artisan bakeries to major chains.
For more data-driven dining insights, visit placer.ai/blog.
Country clubs are changing with the times, moving away from the once-exclusive image of business dealings on the golf course. A more inclusive concept is taking root – and attracting a growing number of young members.
We took a closer look at the location intelligence metrics of country clubs throughout the country to understand how they are shifting and what might be driving these changes.
Golf and tennis, two country club stalwarts, surged in popularity over the COVID-19 pandemic, and that increase has sustained itself – more people than ever are playing the games. Looking at year-over-four-year (Yo4Y) visits to country clubs suggests that these establishments are reaping the benefits of the interest in both sports. Visits were elevated compared to the same period in 2019 for all but two months analyzed.
June, when the U.S. Open was held, saw the most impressive Yo4Y visit growth of 28.7%. The championship, the most-watched golf tournament since 2019, was held in the Los Angeles Country Club, and likely contributed to a spike in visits to golf clubs, either for U.S. Open-related events or a U.S. Open-inspired desire to golf. The year ended on a high note, with December visits to country clubs up by 12.1% Yo4Y – a solid indication that interest in membership clubs remains strong.
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Millennials, a consumer cohort that has historically shown little interest in joining country clubs, seem to be changing course and may be driving some of the visit growth. This population is increasingly seeking spaces to socialize and network – and in response, many golf clubs are shifting their offerings to appeal to a younger demographic. Location intelligence indicates that the strategy is working.
Examining country club demographics across the country – in Long Island, New York; Austin, Texas; Atlanta, Georgia; and Minneapolis, Minnesota – suggests a shift in membership makeup. Some of these areas have seen an influx of millennials in recent years, which likely expanded the pool of younger potential country club members. But the trade areas of many of the country clubs’ also skewed younger in 2023 than they did in 2019 – meaning that these clubs are attracting visitors from neighborhoods with lower median ages compared to the neighborhoods feeding visits to country clubs in 2019.
Some clubs, like the Capital City Country Club in Atlanta, Georgia, saw relatively small drops in median age – from 41.2 in 2019 to 40.2 in 2023. But other clubs saw much more pronounced drops – the Hazeltine National Golf Club near Minneapolis, Minnesota saw its median age drop by 7.8 years between 2019 and 2023. The Country Club Of The South in Atlanta, Georgia, also saw a Yo4Y drop in median age – from 38.0 to 31.8.
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Country clubs tend to have a steep financial barrier to entry, with costs including annual membership dues, initiation fees, and expenses for food and beverages. And perhaps unsurprisingly, most country club members boast a median household income (HHI) well above the nationwide median. And although younger demographics generally have to have less income than their older counterparts, the drop in median age across many country clubs does not seem to be having a major impact on the affluence of these clubs’ visitor bases.
Some clubs that experienced Yo4Y drops in the median age of visitors – Great Hills Country Club in Austin, Texas, for example – did see the median HHI of its visitors drop slightly. But for the most part, the median HHI of visitors to country clubs remained stable Yo4Y, and some, like the Edina Country Club in Minnesota, saw the median HHI grow Yo4Y. This suggests that the decline in median age within membership clubs may be driven by a desire for socializing and new experiences rather than a shift towards increased financial accessibility for a broader range of members.
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The shift in the demographics of country club visitors, marked by the rising number of younger members, is a trend that may solidify further. Clubs in tune with this demographic – young professionals and millennials – can consider what is important to this cohort to continue attracting the younger generation.
For more data-driven leisure and entertainment insights, visit placer.ai/blog.
Florida, known for its year-round sunny weather and iconic attractions like Disneyland and EPCOT, has long been a popular tourist destination. And though many people think of Miami and Orlando when planning a trip to Florida, Tampa is fast becoming one of the country's most popular getaway spots. The city has seen its tourism sector grow over the past few years, so we dove into the location analytics data to better understand these tourism trends.
Tampa has emerged as an attractive place for out-of-state home buyers and relocators in recent years – especially for younger generations looking to take advantage of the city’s status as an emerging tech hub as well as enjoy the pleasant climate and beautiful beaches. But examining foot traffic trends to Downtown Tampa also reveals Tampa’s growing popularity among out-of-state visitors.
Tampa International Airport – named the “best large airport in North America in 2023” – is growing fast, and visits to the Downtown Tampa POI from visitors coming from 250+ miles away were up almost every month of 2023, especially compared to pre-pandemic 2019. (Most places 250 miles or more outside Tampa are also outside Florida.) And although YoY foot traffic did dip some months, the drop was likely due to the comparison with a particularly strong 2022 that brought a record number of tourists to the Hillsborough County seat.
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Diving into the demographic data of visitors traveling to Downtown Tampa from at least 250 miles away helps shed light on who is driving this domestic tourism surge.
Between 2019 and 2023, the share of households with children in the trade areas feeding out-of-state visits to downtown Tampa grew from 25.9% in 2019 to 27.1% in 2023. Similarly, the median household income (HHI) of visitors to the city’s downtown also increased from $85.1K/year to $91.8K/year. These shifts in visitor demographics suggest that at least some of the tourism surge to the city may be driven by families with children and wealthy families.
It seems, then, that Tampa is on the rise not just as a retirement hub or as a millennial and Gen-Z hotspot. The city is also attracting an increasingly larger share of affluent families with children, indicating that this rising Florida star with something for everyone may soar even higher in 2024.
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With its pristine beaches and diverse attractions, Tampa has long boasted a robust tourism sector – and the city’s popularity has surged even higher post-pandemic. So far, 2024 looks promising for the city’s tourism segment. Will Tampa continue to attract vacationers and sight-seers?
Visit placer.ai/blog to find out.
As discussed last week, 2023 was a year that forced restaurant operators to stay agile amid inflationary headwinds and changes in consumer behavior, daypart shifts, new approaches to drive-thru, and population migration changes. This week’s ICR Conference also gave us a chance to speak with the management team from more than 25 restaurant chains as well as their investors to better understand their lessons from 2023 and how they plan to apply them in 2024.
Despite most chains reporting that visits are still down on a year-over-year basis, there was a sense of optimism among many of the operators we spoke to. Many acknowledged that there were still pressures weighing on consumer spending, but that the strategies put in place during 2023 to stabilize visitation trends had been working (including an emphasis on value, elevated experience, adopting new restaurant formats to better address a wider range of commercial property types, and new menu innovations). Several management teams acknowledged that the contractor availability and equipment supply chain bottlenecks that had plagued new store openings in 2023 had started to dissipate, with several chains planning to resume or even exceed their pre-pandemic pace of restaurant openings (although many admitted that new store buildout costs are still running 25%-30% higher than they were 5 years ago). Given the higher costs involved with new store openings (and the risk of opening a location in a subpar site), there was a heavy emphasis on harnessing new data sources to better understand migration trends, trade area demographics, and incumbent competition when making site selection opportunities (and thank you to customers like Dave & Buster’s and Chuy’s for highlighting how they are incorporating Placer data into these decisions).
Below, we discuss a few key trends that restaurant operators and their commercial real estate partners should be thinking about as we move into 2024.
Perhaps it shouldn’t be surprising at an event where several restaurant operators were looking to raise capital, but the overarching theme from most management teams that we spoke to this week was that they were ready to accelerate unit expansion plans. Expansion strategies differed by concept, but most operators planned to open new locations across a combination of existing and new markets. With respect to new markets, many operators told us they were prioritizing South and Southeastern markets for new market expansion, echoing what we heard from McDonald’s and others last year. Below, we’ve presented the latest data from Placer’s Migration Trends Report which shows total population changes by market from November 2019-November 2023. Indeed, our data confirms that many South (Phoenix, Texas) and Southeast (Central Florida, Carolinas) markets were among the highest growth populations in the U.S. over the past four years.
That said, with so many restaurant operators targeting these regions, we heard from several executives about the importance of fully understanding the makeup of the markets. Said another way, just because a market has seen meaningful population growth, it doesn’t necessarily mean it’s a candidate for expansion. Below, we’ve presented the same migration map as above (2019-2023 population growth), but with a origin/destination household income filter. A red dot on this map indicates that a market saw the average household income fall because of migration, while a green dot indicates that a market saw an increase in household income. Here, we see a slightly different story, as many higher growth populations actually saw a decline in household income due to migration. We also see the impact of the urban/suburban migration shift that we’ve discussed in the past, with many smaller markets across the Carolinas and Central Florida seeing the highest household income growth versus 2019.
Below, we’ve attempted to bring the two charts together and identify markets that have not only seen population growth but also a significant increase in household income. We see markets like Las Vegas and other areas in Central Florida and the Carolinas region score well using this methodology, but a number of other markets like Boise City, ID, Lakeland, WI, and Spokane, WA also seeing increases in population but also an increase in their average household income.
Most U.S. markets have gone through significant changes post-pandemic both in terms of population size and population makeup. At the end of the day, it's important for restaurants and retailers to not only understand both of these factors when evaluating new markets for growth. We’ve certainly seen success stories–Portillo’s continues to thrive in Texas, for example–but we’ve also seen cases where restaurant openings haven’t been as successful in newer markets because of migration changes.
We spoke about trends in the eatertainment category last year with the conclusion being that these concepts were still key in driving traffic to commercial properties (despite facing tougher year-over-year comparisons from the great reopening we saw in 2022). There was a palpable sense of optimism among the eatertainment concepts we spoke to at the event, whether they were more focused on entertainment (including Dave & Buster’s, Puttshack, and Pinstripes) or interactive dining (Kura Revolving Sushi Bar or GEN Korean BBQ).
We’ve updated the eatertainment versus casual dining category visit per location analysis we’ve presented in the past below. Although eatertainment’s visit per location outperformance narrowed versus casual dining during Q4 2023, we believe this is a byproduct of seasonality (shift to sit-down dining during the holiday season) and expect the gap to widen once again during Q1 2024.
Most of the eatertainment concepts we spoke to at the ICR conference planned a two-pronged approach to unit expansion in 2024: infilling existing markets and establishing a beachhead in newer markets. Most concepts in this category were planning to grow their store bases by at least double-digit growth rates in 2024, with some like Pinstripes are forecasting 30%+ unit growth this year. Other like Dave & Buster’s are planning to focus on remodeling activity on top of new unit openings to modernize their locations. As demand for eatertainment remains strong among consumers and mall owners, we anticipate that this will remain one of the past growing categories in dining during 2024.
Casual dining concepts often have a reputation of catering to an older population. However, Darden’s management team called out several demographic trends that should benefit its different brands (including Olive Garden, Longhorn Steakhouse, Cheddar’s, Yardhouse, and others). First, while the percentage of the population in their peak earning years (typically between the ages of 35 and 55) had been on a downward trend for much of the 2000s and part of the 2010s, we’ve seen a reversal of this trend in recent years, which should stimulate demand for full-service dining. Second, the company noted that it over-indexes to millennials. Our data reinforces this, as the potential trade area audience profile by age cohort for Olive Garden (below) indicates a higher percentage of population between the ages of 30-49, encapsulating much of the millennial age range (roughly 27-42 years old today). Last year, we noted that some of the shift to earlier dining times may have been due to changing demographic trends in cities, with an increase in younger families in urban markets needing earlier dining times. Darden's commentary offers further validation of these trends and offers hope for other casual dining chains as this generation cohort continues to enter their peak earning years.
Last year, we noted that some of the shift to earlier dining times may have been due to changing demographic trends in cities, with an increase in younger families in urban markets needing earlier dining times. Darden's commentary offers further validation of these trends and offers hope for other casual dining chains as this generation cohort continues to enter their peak earning years.
Grocery anchors proved to be a saving grace for many a shopping center during COVID. With apparel and dining shut down and only essential retailers allowed to open, many centers suddenly found that having a superstore/mass merchant like Walmart or Target, a warehouse like Costco or Sam’s Club, or a grocery store on the premises helped to steady some of the waves of traffic fluctuations. Whether it was as part of a specific center or more broadly adding grocery-anchored centers to a portfolio, REITs started looking more closely at the role of grocery in their centers. Indeed, we have written about the inclusion of specialty grocery stores and ethnic grocery stores in shopping centers being even rather quotidian these days. We’ve also written about the redevelopment of shopping centers that include food halls as part of their renaissance.
So it was rather surprising that Bristol Farms’ concept Newfound Market, which opened at the Irvine Spectrum in March 2022, recently announced that it is closing. The initial concept was to be “very much about experience…diving in deep on food and beverage…curated, yet everyday.” It was to feature seven of Bristol Farms’ own chef-created restaurant brands.
We take a look at some Placer statistics to see what might have accounted for reduced traffic for what sounded like an amazing concept. As a control, we compared the Bristol Farms in Irvine to one in nearby Newport Beach. We see that when Newfound Market first opened, it had nearly twice the traffic of the one in Newport Beach. This could be due to overall excitement about the chef-driven concepts, wanting to check out a new grocery store, or other factors. However, traffic for Newfound Market began dwindling in Fall 2022, and fell even further in Fall 2023, likely leading to its closure.
If we look at variance, we see that during the same time period, traffic grew for Irvine Spectrum Center as a whole (note it was one of our spectacular callouts for holiday shopping 2023 in terms of year-over-year growth), and traffic was fairly steady for the Newport Beach branch of the Bristol Farms.
How much did the number of Newfound Market shoppers change over time? We compared the Bristol Farms Newfound Market Shopper from Apr.-Dec. 2022 with that of the shopper from Apr.-Dec. 2023. During that time, there were over 150K fewer visits and around 100K fewer visitors. Visit frequency also decreased from 1.54 to 1.4 (below).
There was a slight dip in the average household income of the visitor.
There was a marked decrease in the proportion of Ultra Wealthy Families coming in 2023, and somewhat of a decrease of Wealthy Suburban Families.
Interestingly, the trade area has expanded from 2022 to 2023, as shown by the increase in red dots from further afield.
And indeed, Placer analysis reveals that the trade area increased by 28 square miles. On one hand, this is a plus, showing that there is a magnetic draw to a wider audience. On the other hand, given that most grocery stores live on weekly visits from a much tighter trade area, this could indicate that a trip to Irvine Spectrum and/or the Bristol Farms Newfound Market began to fall under the umbrella of a “destination” visit, rather than a regular “essential” visit. Over time, those locals who associate the Irvine Spectrum more with a Ferris Wheel might not have grocery shopping there as top-of-mind, and those who come from further away have already tried out the food hall.
The average visit frequency to Bristol Farms Newfound market was 1.54 from Apr.-Dec. 2022 and 1.40 from Apr.-Dec. 2023. In contrast, the average visit frequency to the top four most-trafficked Bristol Farms was closer to 3-4 visits, a rate more than double. Most telling is when we look at the bar chart below and see that the number of one-time visitors versus 30+ time visitors at Newfound Market is almost in direct contrast to its four other peers, who have a much higher proportion of their visits in the 10+ range.
This by no means negates the fact that grocery stores and food halls can be wonderful additions to shopping centers. For instance, 99 Ranch opened at Westfield Oakridge around the same time period (March 2022) and to date it has proven to have a steady stream of traffic. Keep in mind that Oakridge is more of your neighborhood mall with typical mall retailers, hence more likely to be part of a weekly or monthly routine.
Comparing year-over-year variance, the 99 Ranch at Oakridge has also overindexed on a percentage basis compared to the overall mall. The grocery store draws from a trade area of 58 square miles, with an average of 2.86 visits.
The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.
Last year ended on a high note for many retailers, with cooling inflation and rebounding consumer confidence contributing to a robust holiday season. Still, 2023 was a year of headwinds for the sector, as consumers traded down and cut back on unnecessary indulgences.
In the midst of these challenges, some segments thrived. Continued prioritization of health and wellness by consumers drove strong visit growth for the Fitness and Beauty & Self Care segments – which emerged as 2023 winners and enjoyed positive foot traffic growth in Q4. At the same time, price consciousness drove foot traffic to Discount & Dollar Stores and Superstores, both of which made inroads into the affordable grocery space during the year.
The Grocery category, too, saw a 4.3% jump in visits last year compared to 2022, as well as a slight uptick in Q4 visits. And even the discretionary Dining sector held its own, with a 2.1% year-over-year (YoY) annual increase in foot traffic, and a Q4 quarterly visit gap of just 1.8%.
Fitness had a particularly strong 2023, buoyed by consumers’ sustained interest in self-care and wellness. Since the pandemic, gym memberships have graduated from a discretionary expense to something of a necessity – an important investment in health and wellbeing. The category has also likely continued to benefit from the post-COVID craving for experiences.
And quarterly data shows that the Fitness segment is positively flourishing. Throughout most of Q4 2023, Fitness venues experienced YoY weekly visit growth ranging from 8.8% to 12.2%. (The unusual visit spike and dip during the last two weeks of the quarter are due to calendar discrepancies: The week of December 18th, 2023 is being compared to the week of December 19th, 2022, which included Christmas Day – while the week of December 25th, 2023 is being compared to the week of December 26th, 2022, which did not).
Drilling down into the data for several leading fitness chains shows that there’s plenty of success to go around. Crunch Fitness – ranked by Entrepreneur as 2024’s top fitness franchise – led the pack with a remarkable 28.2% YoY annual increase in visits, partly fueled by the steady expansion of its fleet. And while other value gyms like Planet Fitness also saw robust visit growth, the boost wasn’t limited to budget options. Given the Fitness sector’s already-impressive 2022 performance, the category’s strong YoY showing is especially noteworthy.
Beauty & Self Care was another category to benefit from 2023’s obsession with wellness – as well as the “lipstick effect”, which sees consumers treating themselves to fun, affordable luxuries when money’s tight. Driven in part by the evolving preferences of Gen Z consumers, cosmetics leaders have embraced wellness-focused approaches to cosmetics that prioritize self-care and self-expression. This strategy continues to prove successful: Throughout Q4 2023, Beauty & Self Care chains saw steady YoY weekly visit growth, especially in November and early December – perhaps highlighting Beauty’s growing role in the holiday shopping frenzy.
One brand leading the cosmetics pack in 2023 was Ulta Beauty – which drew growing crowds with its diverse product selection. Everybody loves makeup, and Ulta makes sure to have something for everyone – from discount fare to more upscale products. Buff City Soap, which now pairs its signature offerings with experiential vibes at some 270 locations across 33 states, also experienced YoY annual visit growth of 14.7%. And Bath & Body Works, which made the Wall Street Journal’s list of best-managed companies for 2023, also saw visit strength, with an overall increase in annual foot traffic, even as Q4 visits saw a slight decline.
If wellness was a key retail buzzword in 2023, value was an equally discussed topic. And Discount & Dollar Stores – ideal destinations for cash-strapped consumers seeking bargain merchandise – made the most of this opportunity. Shoppers frequented these chains year-round for everything from groceries to home goods, propelling the category firmly into the mainstream.
And in Q4 2023, shoppers flocked to discount chains in droves to snag food items, stocking stuffers, and other holiday fare – fueling near-uniform positive YoY foot traffic growth throughout the quarter. The week of October 30th seems to have kicked off the Discount & Dollar holiday shopping season, perhaps showcasing the segment’s growing role as a Halloween candy and costume hotspot.
Every discount chain is somewhat different – and the success of the various Discount & Dollar chains can be attributed to a range of factors. Dollar Tree and Dollar General likely benefited from the broadening and diversification of their grocery selections – while Ollie’s (“Get Good Stuff Cheap!”) solidified its position as a place to find relatively upscale items at a bargain. All three chains – and particularly Dollar General and Ollie’s – also grew their footprints over the past year. Family Dollar (also owned by Dollar Tree) also came out ahead on an annual basis – despite the comparison to a strong 2022.
Of all the Discount & Dollar chains, Five Below saw the biggest surge in foot traffic, partly as a result of its increasing store count. But the retailer’s offerings – affordable toys, party supplies, and other fun splurges – also appear to have been tailor-made for 2023’s retail vibe.
During the fourth quarter of the year, Superstores saw a slight YoY increase in visits – including during the all-important week of Black Friday, beginning on November 20th. (This week was compared with the week of November 21st, 2022, which also included Black Friday). Like Discount & Dollar chains, Superstores saw an appreciable YoY visit uptick during the week of Halloween.
On an annual basis, Superstore mainstays Walmart and Target experienced visit increases of 2.8% and 4.7%, respectively. But while all the major category players enjoyed a successful year, membership warehouse chains’ YoY visit numbers were especially strong. As perfect venues for mission-driven shopping expeditions, Costco, Sam’s Club, and BJ’s likely drew shoppers eager to load up on both inexpensive gifts and essentials.
The traditional Grocery sector also held its own during Q4 2023. Notably, grocery stores saw positive visit growth for most weeks of November and December, a period encompassing the critical Turkey Wednesday milestone – no small feat given the disruptions experienced by the category.
Unsurprisingly, it was discount grocery chains that saw some of the greatest YoY visit growth, as shoppers – including higher-income segments – sought to counter inflation with lower-priced food-at-home alternatives. Whether through opportunistic buying models, private label merchandising, or no-frills customer experiences, value supermarkets proved once again that even quality specialty items don’t have to carry high price tags.
Eating out can be expensive – and when money’s tight, restaurants and other discretionary categories are often first to feel the crunch. But the Dining category seems to have emerged from 2023 relatively unscathed, with overall yearly visits up 2.1% compared to 2022 despite the modest YoY weekly visit gaps in Q4 2023. And given the myriad challenges out-of-home eateries had to contend with in 2023 – from inflation to labor shortages – even the minor weekly gaps are quite an attainment. (As noted, the last two weeks of the quarter reflect calendar discrepancies).
Foot traffic data shows that dining success could be found across sub-categories. Wingstop, Shake Shack, and Jersey Mike’s Subs rocked Fast Casual and QSR, with annual YoY visit growth ranging from 11.8% to 20.3%, partly fueled by the chains’ growing footprints. Full-Service Restaurants also had their bright spots, including all-you-can-eat buffet star Golden Corral and two steak venues: Texas Roadhouse and LongHorn Steakhouse.
And in the Coffee, Breakfast, and Bakeries space, Playa Bowls led the charge. The superfruit bowl chain’s affordable, wellness-oriented treats seem to have been created with 2023 in mind – and during the year Playa Bowls expanded its fleet while also seeing double-digit increases in comparable store sales. Steadily expanding Biggby Coffee and Dutch Bros. Coffee also saw significant YoY foot traffic growth.
New year, new retail opportunities. And though 2023 is firmly in the rearview mirror, the economic headwinds that characterized much of the year have yet to fully dissipate. But every challenge also brings with it new opportunities, and many retailers are adapting to meet their customers' changing wants and needs.
This white paper analyzes location intelligence for 10 brands poised to succeed in 2024. Some, like low-cost apparel and home furnishing stores, are benefitting from consumer trade-down. Others are expanding into rural or suburban areas to meet customers where they are. Read on for some of 2024’s retail winners.
Until around four years ago, New Balance sneakers were commonly seen on the feet of suburban dads – not exactly a recipe for high fashion. But all that began to change in 2019 when the company began collaborating with Teddy Santis, who eventually became New Balance’s creative director. Since then, the brand’s popularity has surged among Gen Z and X and is now one of the fastest-growing sneaker companies in the industry, despite the increasing competition in sneaker space. In 2023, foot traffic to New Balance stores grew 3.3% year-over-year (YoY) and the brand has firmly established itself as ultimate retro cool.
Diving into the demographics of New Balance stores’ captured market trade area reveals the success of the chain’s rebranding. In 2023, New Balance’s trade area included larger shares of “Ultra Wealthy Families,” “Young Professionals,” and “Educated Urbanites” than the average shoe store’s trade area – highlighting New Balance’s successful reinvention as a brand for the young and hip.
The home improvement space is dominated by Lowe’s and Home Depot – but Harbor Freight Tools is quickly making a name for itself as a go-to destination for affordable tools and supplies.
Over the past few years, Harbor Freight Tools has expanded rapidly, with many of its new stores opening in smaller towns and cities. And the expansion appears to be paying off, with visits up YoY during every month of 2023. And although the chain is now operating with a significantly larger store fleet, the average number of visits per venue has generally increased – indicating that the company is expanding into markets where it is meeting a ready demand.
Over a decade after Mackelmore dropped his smash hit “Thrift Shop” in 2012, second-hand stores are still enjoying their time in the limelight. Shoppers, driven by a desire to reduce waste, find unique styles, and to save a few dollars at the till, continue to flock to thrift stores. And Winmark Corporation, which operates five secondhand goods chains – including apparel brands Plato’s Closet (young adult clothes), Once Upon a Child (children's clothes and toys), and Style Encore (women's clothing) – has benefited from the strong demand. Visits to the three Winmark clothing banners increased an average of 5.3% YoY in 2023.
The median household income (HHI) in the trade areas of Winmark’s apparel chains tends to be lower than the median HHI in the wider apparel category – so budget-conscious consumers are driving at least some of the company’s growth. With more consumers looking for ways to cut back on spending in 2024, the demand for second-hand clothes is expected to grow even further – and Winmark is likely to continue reaping the benefits.
HomeGoods, a treasure hunter's dream, is the discount home furnishing retailer owned by off-price retail giant TJX Companies. The chain, which operates over 900 brick-and-mortar stores, recently closed its e-commerce platform to focus on its physical locations – where foot traffic grew 6.0% between 2023 and 2022.
HomeGoods carries kitchen and home decor items along with furniture, and may be benefiting from the relative strength of the houseware segment, driven in part by an increase in at-home entertainment. And in a surprising twist, this low-cost retailer attracts more affluent visitors than visitors to the home furnishing segment overall. The median household income (HHI) in HomeGoods’ trade area stood at $84.7K/year compared to a $78.5K median HHI in the trade area of the average home furnishing chain. As economic uncertainty and the resumption of student loan payments impact consumers, wealthier shoppers seeking a budget-friendly home refresh are likely to continue choosing HomeGoods over pricier alternatives.
Florida-based Bealls, Inc., which got its start as a small town five-and-dime in 1915 in Bradenton, Florida, now operates over 600 stores across the country. The company, which saw an impressive 9.0% YoY increase in visits in 2023, recently consolidated its two largest banners – Burkes Outlet and Bealls Outlet – under the Bealls name.
One reason for Bealls’ success could be its appeal to rural consumers. Over the past five years, the share of households falling into Spatial.ai: PersonaLive’s “Rural Average Income” segment has steadily increased, growing from 12.6% in 2019 to 15.1% in 2023. With rural shoppers continuing to command ever-more attention from retailers, the increase in visits from this segment bodes well for Bealls in 2024.
Ollie’s Bargain Outlet was built for this economy. The chain saw a 13.0% YoY increase in visits in 2023, thanks in part to its popularity among a wide array of budget-conscious consumers. Ollie’s has found success with rural shoppers while maintaining its appeal among value-oriented suburban segments – and the chain’s diverse audience base seems to be setting it apart from other discount retailers.
A closer look at the chain’s captured market data, layered with the Spatial.ai: Personalive dataset, reveals that Ollie’s trade area includes larger shares of the “Blue Collar Suburbs” and “Suburban Boomer” segments when compared to the wider Discount & Dollar Stores category. As the chain plots its expansion, focusing on suburban and rural areas may help Ollie’s meet its customers where they are.
Trader Joe’s has managed to do what few stores can. The company does not invest in marketing, has no online shopping options, and loyalty programs? Forget about it. But despite this unusual approach to running a business, the California native has enjoyed consistent success over the years, with a 12.4% YoY increase in visits in 2023.
Trader Joe’s is particularly popular among younger shoppers, perhaps thanks to the company’s focus on sustainability and social responsibility – as well as its famously low prices. Analyzing the chain’s trade area using the AGS: Panorama dataset reveals that Trader Joe’s attracts more “Emerging Leaders” and “Young Coastal Technocrats” (segments that describe highly educated young professionals) than the average grocery chain. With Gen Z particularly concerned about putting their money where their mouth is, Trader Joe’s is likely to sustain its momentum in 2024 and beyond.
Convenience stores are growing up and evolving into bona-fide dining destinations. And Foxtrot, a Chicago-based chain with 29 stores across Texas, Illinois, Washington, Maryland, and Virginia, is one c-store redefining what a convenience store can be. The chain, which announced a merger with Dom’s Kitchen in November 2023, offers an upscale convenience store experience and is particularly known for including local brands in its product assortment as well as its excellent wine curation and dining options.
Visitors to the chain were significantly more likely to fall into AGS: Behavior & Attitudes dataset’s “Wine Drinker” or “Nutritionally Aware” segments than visitors to nearby convenience stores. The company plans to ramp up store openings, particularly in the suburbs, where convenience and a good bottle of wine might just find the perfect home as a welcome distraction from the daily grind.
Jersey Mike’s is one of the fastest-growing franchise dining chains in the country, operating over 2,500 locations in all 50 states. The sandwich chain has seen its popularity take off over the past few years, with 2023 visits up 14.1% YoY and plans to open 350 new stores in 2024.
The company has long prioritized affluent class suburban customers – and visitation data layered with the Experian: Mosaic dataset reveals that Jersey Mike’s has indeed succeeded in attracting this audience. The percentage of “Booming with Confidence” and “Flourishing Families” (both affluent segments) in Jersey Mike’s trade area was larger than in the trade areas of the average sub sandwich chain. As Jersey Mike’s continues its expansion, focusing on suburban areas may continue to serve the chain well.
The East Coast may not be the first region that pops to mind when thinking about tropical smoothies – but New Jersey-based Playa Bowls is making it work. The company was founded by avid surf enthusiasts determined to bring the flavors of their favorite surfing towns stateside.
Playa Bowls has enjoyed strong visit numbers in 2023, with overall visits up 23.0% and average visits per venue up 17.1% YoY – and part of the chain’s success may be driven by its ability to draw wealthier customers to its stores. The Experian: Mosaic dataset reveals that the “Power Elite” segment is overrepresented in the company’s trade areas: The share of households falling into that segment from Playa Bowl’s captured market exceeded their share in the company’s potential market. As the chain continues expanding its domestic footprint, it seems to have found its niche among a wealthy customer base.
The past year saw a wide range of challenges facing brick-and-mortar retailers as economic fears continued to shake consumer confidence. But there are plenty of bright spots as the new year gets underway. These ten brands prove that the retail world never stands still, and that the next opportunity is just around the corner.
