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In December 2023, Placer.ai released two white papers: How Physical Stores Help DNBs Thrive and East Coast Migration Hubs. Below is a taste of our findings. To read more data-driven consumer research, visit our library.
DNBs – Digitally Native Brands – refer to retailers that began their retail journey exclusively online, selling their product line direct-to-consumers through their owned digital channel. But although all these businesses start out as a pure e-commerce play, many DNBs eventually move offline, choosing to leverage the various benefits of brick-and-mortar channels to grow their business even further.
Analyzing year-over-year (YoY) data for Q3 2023 shows that, while many retailers struggled, DNB leaders such as Vuori, Allbirds, Everlane, and Warby Parker all saw significant growth in quarterly visits per venue. Many of these brands also underwent significant expansions, but the increase in visits per venue reveals that many of the DNBs are seeing more crowded stores despite the increase in number of overall venues. The success of these brands in operating stores that consumers want to keep visiting – even in times of economic headwinds – suggests that DNBs are particularly well positioned to take advantage of the diverse benefits of offline stores.
How Physical Stores Help DNBs Thrive uses location intelligence to reveal the different brick-and-mortar strategies helping DNBs broaden their reach, build their brand, and acquire new audiences. Several DNBs are building massive store fleets, while others focus on a couple well-placed stores – and some focus on temporary pop-ups to reap the benefits of physical stores without the long-term commitment.
Read the full report here to discover the diverse methods that digitally native brands are enlisting to to drive growth through brick-and-mortar expansion.
Much has been written about the recent population outflows from New York, Massachusetts, and other northeastern states. But many states on the East Coast – including Maine, Vermont, Rhode Island, Delaware, North and South Carolina, and Florida – are actually seeing influxes of newcomers.
Each of these states – and each of the metropolitan areas attracting relocators within them – offers its own set of benefits. But those willing to make the move often fit a similar profile – younger individuals or families looking for a more favorable housing market, better schools, or more job opportunities.
East Coast Migration Hubs looks at several states and metro areas on the East Coast to explore the factors driving migration to these emerging hubs. Using location data to understand who is moving, and harnessing Niche’s Neighborhood Grades dataset to identify differences between origin and destination areas, the report seeks to shed light on recent domestic migration trends in the Eastern United States.
Read the full report here to discover the factors driving domestic migration to several popular relocation destinations on the East Coast.
For more data-driven consumer research, visit our library.
Last year was marked by inflation and consumer cutbacks as shoppers adjusted to price hikes across key retail and dining categories. But despite the challenges, many categories and retailers not only weathered the storm but positively thrived under the ongoing headwinds.
Now, with a new year offering fresh opportunities for growth, what are the retail and dining segments positioned for success in 2024? We dove into the data to find out.
Last year’s high grocery prices led to a surge in foot traffic to affordable supermarket chains – but food-away-from-home inflation also seems to have driven visits to high-end grocers. Visits to chains such as New York-based Uncle Giuseppe’s, Illinois-based Cermak Fresh Market, and California-based Lazy Acres saw consistent year-over-year (YoY) visit increases as consumers sought specialty ingredients to recreate restaurant-quality dishes at home. Rising interest in sustainability, natural products, and organic ingredients – especially among Gen-Z – likely helped drive traffic growth as well.
But the success of specialty grocers isn’t just coming from singles willing to splurge on the latest influencer-backed food trend – trade area demographic data reveals that families with children are overrepresented in the captured market trade area of all three specialty grocers analyzed. With restaurant prices likely increasing slightly in 2024, consumers looking to feed their families tasty dishes without breaking the bank – or shoppers feeding the growing demand for natural food products – will likely keep visits to specialty grocers high in the coming year.
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Along with the rise in specialty grocers selling natural and organic ingredients, restaurants focusing on whole, healthy foods are also seeing a boost – and the segment is positioned for further growth in 2024. Consumers are flocking to concepts such as Mendocino Farms, honeygrow, and Crisp & Green that boast fresh ingredients and made-from-scratch dishes – and these chains are all expanding to meet the growing demand.
Visits to healthy dining concepts are no longer reserved for special occasions – weekday foot traffic is also on the rise, with all three dining brands analyzed seeing a YoY rise in the share of Monday to Friday visits. With employees slowly but surely returning to the office and looking to grab a nutritious lunch mid-day or meet up with friends for a balanced dinner on their way home, demand for health-focused dining concepts is likely to continue growing in 2024.
Dave’s Hot Chicken was one of 2023’s biggest dining success stories, and the chain was not the only fried chicken franchise attracting significant foot traffic. Raising Cane’s, which has been on a roll for several years, and Huey Magoo’s Chicken Tenders – which serves grilled chicken and other fare alongside its signature fried tenders – are also taking the country by storm.
Foot traffic to the chains surged in 2023, driven in part by aggressive expansions. But zooming into November 2023 data reveals that average visits per venue are also up YoY, despite all three brands’ much larger store fleets – indicating that the fried chicken boom is meeting a ready demand. It seems, then, that while some diners will favor healthy foods in the new year, other consumers are likely to continue driving visits to fried chicken chains in 2024.
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Fried chicken isn’t the only indulgence positioned to thrive in 2024. Other affordable luxuries raked in visits last year and are likely to continue seeing growth in the year ahead.
Although inflation appears to be cooling, prices across many goods and services still remain elevated, with some shoppers still putting off large purchases. But consumers are willing to splurge on small treats that won’t break the bank, and tasty snacks and food items – from craft doughnuts to gourmet deli sandwiches to specialty coffee concoctions – could provide the perfect affordable and guilt-free pick-me-up. Parlor Doughnuts, Pickleman’s Gourmet Cafe, and Dutch Bros. Coffee are some of the chains that benefited from this trend in 2023 and will likely continue to grow in the new year.
The trade areas of the three chains analyzed all include a larger-than-average share of “non-family households” – people living with unrelated individuals. As high housing costs continue to lead more U.S. adults to live with roommates, the number of consumers looking to escape their daily grind with an affordable indulgence is likely to increase in 2024 – and drive even larger visit surges to chains offering budget-friendly treats.
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Non-comestible affordable indulgence such as tanning salons, hair-removal parlors, and eyelash salons are also seeing a rise in visits that will likely continue in the coming year. Deka Lash, Tan Republic, Glo Tanning, and LaserAway are some of the chains that saw their YoY visits increase significantly in 2023, and the growth does not appear to be slowing down.
All four chains’ trade areas included a larger share of Gen-Z visitors (aged 18-24) than the share of 18-24 year olds nationwide. And since, despite inflation, younger shoppers tend to spend more than the average American on beauty and self care – and Gen Z’s spending power is only expected to grow in the coming year – personal grooming chains are well positioned to succeed even further in 2024.
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Another personal care-adjacent segment slated for growth in 2024 is themed fitness. Gyms and studios that focus on a particular type of activity or fitness regimen – such as climbing, yoga, pilates, or HIIT are seeing their visits skyrocket, with both the number of monthly visits and the average visit frequency on the rise YoY.
The rising popularity of themed fitness concepts may be aided by the sense of community fostered by many of these chains. Touchstone Climbing organizes meetup groups geared towards specific audiences, while F45 Training prides itself on facilitating a sense of purpose and belonging among its members. And yoga and pilates classes have long been recognized for their capacity for connection-building.
With loneliness on the rise and many consumers looking to incorporate a fun, social element into their fitness routines, the demand for themed fitness concepts will likely keep on growing in 2024.
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Cost-effectiveness does not necessarily mean cheap. And while some retail segments to watch in 2024 stand out for their low price points, other segments that offer consumers a particularly strong value proposition also appear well positioned to thrive in the coming year. Chains such as Theory, Anthropologie, and Marine Layer all saw YoY increases in monthly visits every month of 2023, perhaps aided by the “quiet luxury” trend that drove demand for high-quality, non-ostentatious fashion. And while these brands may not offer the cheapest price, the focus on good craftsmanship and premium fabrics may help consumers feel better about shelling out a little more for each item.
All three brands analyzed have a significant presence in California. Diving into their captured market in the Golden State reveals that visitors to these upscale apparel retailers tend to be wealthier and are more likely to live alone when compared to the average California resident. So even as many companies look to cater to the increasing share of budget-conscious consumers, other retailers willing to invest in quality materials and offer a premium customer experience can still thrive in 2024 by meeting the needs of more affluent audiences.
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From healthy foods to fried fare, and from affordable treats to higher-priced apparel, the diversity of retail and dining segments to watch in 2024 highlights the many opportunities for success in the coming year. Where will visits skyrocket? Which brands will hit it out of the park?
Visit placer.ai/blog to find out.
Streets adorned in holiday lights, bustling Christmas stores and pop-ups, and local festivals all make the holiday season a truly magical time of year. So with Christmas in the rearview mirror, we dug into the data to explore some of the most beloved holiday spots throughout the country. Who visits Christmas stores? How do holiday events affect foot traffic to local hangouts? And what impact do annual parades have on major retail corridors like Chicago’s Mag Mile?
We dove into the data to find out.
Bronner’s Christmas Wonderland in Frankenmuth, MI is the biggest Christmas store in the country – nay, the world. Spanning some 27 acres, the store carries everything from personalized holiday ornaments to Christmas trees. And the venue, which is open 361 days a year, has emerged as a true destination, where visitors can enjoy a taste of the holiday spirit and load up on all their Christmas essentials.
People visit Bronner’s all year round – but foot traffic to the store really picks up during the holiday season: Between November 1st and December 21st, 2023, the holiday wonderland drew a stunning 438.0% more daily visits, on average, than it did between January and October of this year.
Drilling down deeper into the data shows that much of this visit bump is driven by locals, who flock to Bronner’s during the Christmas season. Throughout the year, Bronner’s draws tourists from all over the country – and in the summer, most visits to the shop are by shoppers living more than 100 miles away. Individuals living within 100 miles of Bronner’s tend to visit closer to Christmas, when the time comes to stock up on supplies for the holiday. And as the holiday approaches, the share of true locals in Bronner’s visitor base – i.e. those living less than 50 miles away from the store – increases significantly.
As the Yuletide season kicks into gear, special holiday-themed pop-ups and happenings also spring up throughout the country, with bars, malls, and restaurants all hosting special events filled with holiday cheer.
One venue that goes all out for the holidays is Mozart’s Coffee Roasters, the lakeside Austin, TX coffee shop that’s been a local landmark since 1993. With free wifi, expansive seating, and bottomless coffee, Mozart’s is the perfect place for remote employees to get some work done. And with hundreds of artists performing at the venue each year and a weekly open mic night, it’s also a great place to go out in the evenings. In the run-up to Christmas, Mozart’s hosts its famed annual holiday lights show, replete with a Bavarian Marketplace, a silent disco, and this year, an actual piece of Taylor Swift’s dance floor.
During the light show, Mozart’s is positively teeming with customers: Since the start of the event this year (November 9th), the coffee shop drew 104.3% more daily visitors, on average, than it did between January 7th (the end of last year’s show) and November 8th, 2023. And unsurprisingly, foot traffic data shows that most of this visit bump is driven by evening customers: During most of the year, the majority of visits to Mozart’s take place before 6:00 PM, with 24.4% concentrated in the morning hours. But when the festival kicks off, this pattern reverses – with 66.7% of visits taking place between 6:00 PM and midnight.
Local parades and festivals are another mainstay of the holiday season. From New York’s iconic Macy’s Thanksgiving Day Parade to the Hollywood Christmas Parade in Los Angeles, cities across America draw massive crowds to streets decked out with holiday cheer.
One of the nation’s most timeless Christmas celebrations is Chicago’s Wintrust Magnificent Mile Lights Festival – an all-day bonanza that features a slew of booths and activities, a televised parade, and an impressive fireworks display. The festival, which famously illuminates the city with a million lights, is one of the Mag Mile’s prime events of the year. And comparing November 18th, 2023 foot traffic to the popular Chicago retail corridor – the day of the big event – to a September 1st 2023 baseline, shows that the festivities generated a tremendous 179.5% visit spike.
And a look at the demographic characteristics of visitors to the Mag Mile during the Lights Festival reveals that the celebration draws a more economically diverse crowd, as well as a larger share of families with children. Throughout most of this year, the median household income (HHI) of the Magnificent Mile’s captured market was relatively high – $85.4K. At the same time, the share of parental households in the retail corridor’s captured market increased from 21.0% to 23.4%, highlighting the event’s special appeal for families.
Everybody needs some seasonal cheer – and the sheer variety of holiday-themed events and festivals means there’s something for everybody. How will Christmas stores fare as the retail environment continues to evolve? And how will shifting urban landscapes impact local events, parades, and festivals in the years to come?
Follow Placer.ai’s data-driven retail and civic analyses to find out.
College students make up a small percentage of the overall U.S. population. But they often have money to spend – and back-to-college shopping is a significant driver of retail sales. This year in particular, students heading back to school were expected to spend record amounts on dorm decor, clothing, and other campus essentials. And since today’s college students make up a large chunk of tomorrow’s affluent consumers, retailers across industries are eager to cement positive relationships with the segment.
So with fall semester just under way, we dove into the data to explore the spending habits of today’s undergraduate young adults. When do they shop? What do they like to buy? And what can retailers do to get their attention?
To get a sense of when collegians tend to do the most shopping, we analyzed the monthly share of college students in the captured markets of select retailers and segments, using audience segmentation data from Spatial.ai’s PersonaLive. And the analysis revealed that student consumer behavior follows a clear seasonal pattern.
In 2019, the share of college students in the captured markets of big box superstores like Target and Walmart peaked in August, and to a lesser extent in June, July, and September, as collegians enjoyed their summer vacations and did their back-to-school shopping. Additional upticks emerged in January, when many students were on winter break. But during regular school months, when midterms, finals, and homework likely kept many students hunkered down in the library, their share in the chains’ captured markets was much lower. While this pattern was disrupted in the wake of COVID, it returned in full force in 2022. Similar seasonality arose when looking at wider segments like apparel and off-price retail, as well as various dining categories.
In addition to seasonality, the above graphs also appear to indicate that despite their tight budgets, collegians don’t necessarily prioritize price over everything else. So to further explore the shopping preferences of college kids, we examined the share of the #College segment in the captured markets of popular chains across categories.
Trade area data seems to indicate that university students shop at Target, frequent non-off-price-apparel chains, eat at fast-casual restaurants – and make up smaller shares of the customer bases of less expensive alternatives. Indeed, as hard-up as they may be, undergrads know how to splurge and are willing to pay for high quality stuff. They can’t get enough Urban Outfitters and love mid to higher range brands like Madewell and lululemon athletica.
At the same time, college students are highly oriented to thrift shops – especially those like Buffalo Exchange and Plato’s Closet, where they can sell their old clothes and snag stylish, name-brand items for a steal.
Of course, the share of collegians in the captured market of any given retailer or segment can also be impacted by the behavior of other demographics. For example, if a particular chain attracts an extremely broad audience, a lower relative share of college students may indicate that their presence is being offset by other segments. Still, while a small share of collegians in a chain’s trade area may not necessarily mean that the chain does not appeal to this group, a disproportionate share of students in a chain’s captured market is a strong indication that the brand is embraced by this demographic.
And chains which see a smaller share of college students among their customer base may draw an outsize proportion of undergrads during peak season. Walmart’s captured market, for example, was just 14.0% over-indexed for the #College segment between September 2022 and August 2023, compared to a nationwide baseline. But looking just at August 2023 – peak college Back to School shopping season – the share of #College students in its captured market was 94.0% higher than the nationwide average. Walmart also enjoyed higher-than-average shares of collegians in September, June, July, January, and to a lesser extent – October. Dollar Tree, too, attracted an outsize share of collegians in the summer and in January.
Collegian shopping habits are shaped by the rhythms of campus life. And while students are budget-conscious, they place a high premium on quality and are willing to spend money on things that are important to them. Brands that can lean into college students’ seasonal groove – while providing the products they crave at price points that don’t break the bank – will be poised to win over this demographic, gaining customers that may stay with them for life.
How will college spending habits continue to evolve as the school year progresses? Which brands will stand out as collegian favorites?
Follow Placer.ai’s data-driven insights to find out.
Marriott International, Inc. has long been a dominant player on the U.S. hospitality scene. The company boasts a wide-ranging portfolio of some 31 brands, running the gamut from luxury chains like The Ritz Carlton to more budget-friendly options like Courtyard by Marriott. And with more than 8,500 locations worldwide, including some 5,700 in the U.S., the hotel giant is continuing to expand its footprint.
Against this backdrop, Marriott International’s decision last May to launch the hospitality industry’s first media network – leveraging visitor data to let external brands advertise to its customers – should come as no surprise. With millions of customers passing through its doors each year, Marriott is particularly well-placed to help relevant advertising partners reach new audiences. The network, powered by Yahoo, offers both online and offline marketing opportunities, including in-room television and digital-screen promotions.
To better understand the potential reach of Marriott’s advertising network, we dove into the data to explore the characteristics and preferences of the people that visit the hospitality leader’s various brands and locations. By layering foot traffic data with demographic and psychographic metrics from STI: Popstats, AGS Behavior & Attitudes, and Experian’s Mosaic, we examined Marriott’s different captured markets, gaining insight into the habits, interests, and profiles of its customer bases.
*A chain or venue’s captured market refers to the population residing in its trade area, weighted to reflect the actual share of visits from each Census Block Group comprising the trade area.
Marriott’s brands are divided into three tiers: Luxury, Premium, and Select. And with something for everyone, the company’s customer base encompasses a wide swath of society – from budget-conscious families looking for inexpensive accommodations, to affluent singles on the hunt for high-end, luxury getaways. Marriott also runs several extended-stay venues, including Residence Inn and TownePlace Suites.
A look at the profiles of visitors to four different Marriott chains shows that, as expected, wealthier patrons tend to frequent the company’s luxury hotels, while less affluent customers tend to visit its more budget-oriented Select brands. But even the company’s less pricey offerings – such as Four Points by Sheraton (acquired by Marriott in 2016) – attract consumers from relatively affluent areas. And certain Select tier destinations, like Marriott’s Millennial and GenZ-oriented Moxy Hotels, draw higher-HHI travelers than some Premium brands.
The household compositions and consumer preferences of visitors to Marriott’s various brands also differ. Four Points stands out as a prime destination for families with children, as well as older couples – while Moxy attracts an outsize share of “Young City Solos.” Moxy and Ritz Carlton guests are more likely to be museum goers and use ride share apps like Lyft and Uber. And visitors to Four Points and Westin locations are more apt to be into DIY home improvement.
One Marriott chain that has been doing particularly well in recent months is Moxy Hotels, a brand squarely targeted at the “young at heart.” Positioned as an experiential destination – a place to play, and not just stay – Moxy Hotels’ website exudes youthfulness, inviting travelers to “PLAY ON #ATTHEMOXY,” and touting the chain’s fun communal spaces. The rooms are relatively compact and affordable, and at some locations, guests can check in at the bar and claim a complimentary cocktail.
And the chain, which boasts some 120 properties across 23 countries (including more than 30 in the U.S.), experienced positive year-over-year (YoY) visit growth throughout H1 2023. While some of this growth is undoubtedly due to the chain’s continued expansion, the average number of visits to each Moxy Hotel also increased. The consumer quest for fun experiences, which has propelled experiential models in retail and dining, appears to be leaving its mark on the hotel industry as well.
Moxy Hotel’s highly targeted experiential vibe may make it particularly attractive for advertisers interested in reaching younger consumers. But while Moxy targets a pretty specific demographic, the profile of its customers is far from uniform. Visitors to Moxy’s New Orleans Hotel, for example, are more likely to have a lower HHI and to include families with children than visitors to its Washington, D.C. and East Village (New York) venues. And while more than 60.0% of visitors to the East Village Moxy in H1 2023 were locals hailing from less than 30 miles away, 81.5% of visitors to the New Orleans Moxy came from further away.
Buoyed by a post-COVID travel boom that has seen people flocking back to hotels and airlines, Marriott International – along with its media network – appears poised for further growth. While the network will undoubtedly harness Marriott’s own first-party data, including from its Bonvoy loyalty program, location intelligence can offer additional layers of insight into the actual audiences it is likely to reach.
For more data-driven foot traffic insights, visit Placer.ai.
Although many dining chains have been challenged by recent economic headwinds, others are finding success. Adding itself to the list of restaurant winners in 2023 is CAVA – a growing Mediterranean fast-casual chain that recently filed for an initial public offering (IPO). We dove into the location analytics for CAVA to take a closer look at how the company is thriving in a turbulent economic climate and what lies ahead for the chain in its next chapter.
CAVA has shown a remarkable ability to drive foot traffic over the past couple of years. Since 2019, CAVA’s baseline visit growth has outperformed the fast-casual restaurant space nearly every month – with visits really taking off in 2021. The brand has been able to capitalize on growing suburban markets – accounting for 80% of locations – which may be contributing to the chain’s visit growth.
Visits to CAVA have skyrocketed. And like other fast-casual success stories, CAVA has embraced drive-thrus and invested in a streamlined in-store experience, both of which are likely contributing to at least some of the brand’s recent strength.
In addition to impressive visit growth, CAVA recorded a 12.8% revenue increase in 2022 compared to 2021 – no small feat considering the impact of inflation on overall restaurant traffic.
Zooming into visits per venue showcases CAVA’s strength even more clearly. CAVA’s visits-per-venue seem to follow industry trends – as overall fast-casual visits-per-venue fell year-over-year (YoY) between January and April 2023, CAVA’s visit-per-venue growth slowed as well. But although the direction was similar, the actual performance differed substantially, with the company significantly outperforming the wider fast-casual category.
CAVA’s YoY monthly visits per venue have been up since January 2023 – a particularly impressive feat in light of the chain’s continued expansion, and an indication that new locations are driving traffic despite the current economic environment. So, while CAVA appears to be affected by broader restaurant trends, the brand remains far ahead of the fast-casual dining space.
CAVA’s bold brick-and-mortar strategy is part of the reason why it has been able to get ahead of the pack in the fast-casual category. The company acquired Zoës Kitchen in 2018 and has since rebranded almost all Zoës Kitchen locations as CAVA restaurants. Such a strategy is relatively rare in the restaurant industry, but location analytics show that the move has paid off.
Since Q1 2021, CAVA’s YoY visits per venue have consistently outperformed visits-per-venue at the remaining Zoës Kitchen locations. This not only validates CAVA’s decision to phase out the Zoës Kitchen brand but also suggests that CAVA resonates with Zoës Kitchen diners who continue to visit a location when it becomes a CAVA restaurant.
CAVA’s IPO announcement is a welcome next step for one of the fastest-growing fast-casual chains. With a focused expansion strategy and an eye on growing markets, there may be no telling how far the company can go.
For updates and more data-driven foot traffic insights, visit Placer.ai.
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.
