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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.

Malls have long acted as a gleaming symbol of American retail. Following the opening of the first indoor mall in 1956, and as the American middle class increasingly moved from the city to the suburbs, malls continued to open at a rapid rate. By 1960, some 4,500 shopping centers had opened nationwide, filling the growing demand for “third places” – spaces that allowed the newly suburban populations to gather, socialize, and create community. And while that role evolved over the years, it’s safe to say that malls have played a major part in shaping the American shopping culture.
But malls’ rapid expansion led to an oversaturated market – some estimates suggest that there are approximately 24 square feet of retail space per U.S. citizen, as compared to 4.6 for the U.K. and 2.8 for China. Many began to predict the demise and downfall of malls, and that narrative intensified as online shopping grew in popularity. The rise of big-box stores, a focus on “services, not things,” and COVID-19 only accelerated these trends.
A lot of the doom and gloom predictions tend to de-emphasize the mall's role as a modern incarnation of a bustling downtown shopping area.
But a lot of these doom and gloom predictions focus on malls only as a place to shop, and tend to de-emphasize their other role as the third place – a modern incarnation of a bustling downtown shopping area, replete with shops, services, and places to meet. And after two years of isolation and a new, pandemic-induced wave of suburban relocation, malls’ potential to bring people together is more prized than ever.
So although malls were hit hard during COVID-19, many of them are finding ways to reinvent themselves and stay relevant. Today, more than halfway through 2022, the challenges that malls face continue to evolve and change – but malls are evolving too. This white paper covers a few specific ways that some malls have found to thrive in the new normal. Some shopping centers are turning to entertainment to draw crowds into their doors. Others are focusing on offering a full visitor experience that extends beyond simply grabbing a new shirt or a burger at the food court. Still, more are embracing omnichannel options, offering an integrated on and offline experience to their shoppers. In the face of significant retail challenges, top-tier malls are turning to innovative solutions to stay ahead of the game.
The pandemic posed significant challenges to malls. Although foot traffic to the category rose back up in the summer of 2021, the Delta and subsequent Omicron waves brought visits down once more. And as visit gaps post-Omicron began to narrow, inflation and gas prices put the brakes on any return to normalcy. April and May 2022 saw visits beginning to trend up, though the unrelenting rise of inflation, the highest it’s been in the past 40 years, has slowed that recovery slightly.
Foot traffic data shows that malls are continuing to attract visitors, despite the challenges that seem to crop up weekly.
Still, foot traffic data shows that malls are continuing to attract visitors, despite the challenges that seem to crop up weekly. And while they may no longer play the central role they once did in Americans’ shopping routines, malls still serve as indoor community hubs where friends and family can come together for diverse food, shops, and entertainment options. This could explain why top-tier malls keep on coming back despite the seemingly constant obstacles.
Comparing monthly visits from January 2022 through July 2022 to the same period in 2019 highlights the significant difficulties facing the sector. Indoor malls, open-air lifestyle centers, and outlet malls alike saw marked lags in foot traffic as compared to three years ago.
Monthly year-over-three-year (Yo3Y) foot traffic comparisons also highlight mall resilience.
The monthly year-over-three-year (Yo3Y) foot traffic comparisons also highlight mall resilience. Following an Omicron-plagued January, the visit gaps narrowed in February 2022 to less than 5% for all the segments. And although the increase in gas prices and inflation brought visits down in March, malls quickly bounced back in April 2022, with indoor malls seeing only 1.8% fewer visits than in 2019 and open-air shopping centers down only 4.8% Yo3Y. Foot traffic fell again in May and June as consumers tightened their budgets in the face of rising prices, but consumers appear to have quickly made peace with the new economic reality. By July 2022, visits to indoor malls and open-air lifestyle centers were only 3.5% and 2.7% lower than they had been in July 2019.
COVID didn’t just impact visit numbers – since 2020, mall visits have also gotten shorter, likely a result of pandemic restrictions and a general desire not to congregate any longer than necessary. And although 2021 and 2022 saw a slight uptick in time spent at malls and shopping centers – from 60 minutes in 2020 to 62 minutes in 2021 and 2022 – the median dwell time is still significantly lower than the 70 minutes median dwell time of pre-COVID 2018 and 2019.
Shorter visits are not necessarily a bad thing – intent-driven shoppers may simply be doing more research ahead of time and less in-mall browsing.
Shorter visits are not necessarily a bad thing in and of themselves – consumers today are highly informed, so many intent-driven shoppers may simply be doing more research ahead of time and less in-mall browsing. But shorter (and fewer) visits do mean that malls must focus on giving shoppers a reason to visit. We explore some successful strategies below.
Malls have long integrated entertainment into their overall experience in the form of arcades, movie theaters, and even coin-operated animal rides. Some malls, however, are taking their entertainment offerings to the next level.
In August 2021, CBL Properties, a Tennessee-based property developer, announced the opening of the Hollywood Casino by Penn National Gaming in the York Galleria Mall in York, Pennsylvania. The 80,000 square foot casino, which boasts 500 slots and 24 live-action table games, opened in the mall’s lower level. The space was occupied by a now-closed Sears department store, and the entertainment venue now functions as a new anchor to draw customers in.
The casino’s opening has had a dramatic impact on the mall’s foot traffic. In a year-over-three-year (Yo3Y) comparison, July 2021 saw 2.4% fewer visitors than July 2018. But when the casino opened in August 2021, visits to the location jumped to 31.4% Yo3Y. This increase is all the more impressive considering that the casino opened on August 19th, with only 12 days left in the month.
The mall, which had seen negative Yo3Y visit numbers until the casino’s opening, has sustained the positive visit trend through July 2022 – a testament to the appeal of in-mall entertainment.
Another mall betting on indoor entertainment is the Pierre Bossier Mall in Bossier City, Louisiana. In April 2022, Surge Entertainment opened a child-friendly space, which includes zip-lining, bowling, laser tag and arcade games. The Surge Entertainment chain is co-owned by Drew Brees, the former New Orleans Saints quarterback, and has 15 locations around the country. The Pierre Bossier Mall branch is filling the space vacated by Virginia College, which closed its doors in 2018.
Since Surge Entertainment opened its Bossier City location, the mall has seen a dramatic increase in average dwell time.
Since Surge Entertainment opened its Bossier City location, the mall has seen a dramatic increase in average dwell time. Between July 2021 and March 2022, median dwell time hovered between 51 and 58 minutes. But following the center’s opening, median dwell time jumped to 78 minutes. Since then, the median dwell time has remained consistently elevated: In the four months since the Surge Entertainment opening, median dwell times did not drop below 75 minutes.
Brick-and-mortar retailers once viewed online shopping as a threat – but now, mall owners and operators are increasingly turning to digital channels to complement existing approaches. COVID-19 and the surge of online shopping further fueled malls’ digital progress. Over the past two years, large malls and suburban shopping centers across the country have been rolling out various online and social shopping options and adopting omnichannel strategies.
In September 2020, Centennial, a real estate investment firm with many malls and mixed-use entertainment centers in its portfolio, launched a chain-wide omnichannel platform called Shop Now!. The app allows consumers to shop across all Centennial malls the way someone would shop on Amazon.
The first phase of the program, which launched in October 2020, allowed users to browse an AI-powered search engine connected to the inventory of all of the stores operating in their mall of interest. In February 2022, Centennial debuted phase two of the program at its Santa Ana, CA based MainPlace Mall. It allows customers to consolidate orders from several stores into a single cart, get the order fulfilled by personal shoppers, and have the orders ready for same-day delivery or on-site pickup.
The e-commerce app could have detracted shoppers from physically going to the mall – but instead, the program increased both monthly and loyal visitors.
The app allows consumers to browse and shop from the comfort of their phones. It could have detracted shoppers from physically going to the mall – but instead, the program has increased both monthly and loyal visitors. In the months following the launch of the second phase, MainPlace Mall saw its loyal visits increase by 5% (from 46.2% in February ‘22 to 51.3% in June ‘22), while overall monthly visits in April ‘22 increased by 5.5% when compared to 2019. The digital investment also helped the mall make sales that could have been lost to other e-commerce platforms. The mall’s brick-and-mortar success following the addition of a digital channel highlights how malls can rise to the top by embracing an omnichannel strategy.
Continuing its innovative streak, the MainPlace Mall recently added an experiential component with the opening the American Ninja Warrior Adventure Park in July 2022 in the place of four former retail stores. During its first month of operation, the park drove the mall’s share of loyal visits up by 13.4% compared to the previous month while boosting Yo3Y monthly visits by 18.0%.
The difference in impact between the online platform launch and the opening of the American Ninja Warrior Adventure Park indicates that malls can enjoy both gradual gains over time as well as jumps in foot traffic and loyalty, depending on the strategy they adopt.
Omnichannel strategies can also revitalize food courts hit hard by the pandemic. Arundel Mills Mall, part of the Simon Property Group, began offering online orders in February 2022 via a platform called Snackpass, allowing users to use the app at various eateries around the mall. Snackpass, launched in 2017 as a food ordering app on the Yale campus, facilitates group ordering and includes various social features. Its current iteration allows customers to pre-order food, skip lines, collect rewards, and engage with friends. It also offers discounts on group orders, in an effort to promote social dining.
Since the beginning of the Snackpass partnership, the shopping center itself is seeing more visitors – many of whom are coming from farther away.
Since the beginning of the Snackpass partnership, the shopping center itself is seeing more visitors – many of whom are coming from farther away. In the five months following the app’s launch, Arundel Mills saw an overall increase of 15 square miles to its True Trade Area (TTA), and an increase of 29.5% in visits per sq. ft. – The consistent increase in TTA and visits per sq. ft. are a testament to the power of innovative dining partnerships to draw traffic to top-tier malls.
With many retailers reducing their on-mall presence, empty brick-and-mortar stores have attracted plenty of negative attention. But now, malls are increasingly repurposing vacated spaces in new, innovative ways that resonate with local communities and can fill their evolving needs.
At the Ocean County Mall in Toms River, NJ, Simon Property Group repurposed the huge space left by a former Sears store and turned it into a lifestyle center, with stores opening throughout 2020. The space is now being used by a number of highly popular chains such as LA Fitness, Ulta Beauty, HomeSense, and P.F. Chang’s and also includes a children's play area.
This pivot seems to be working. Median dwell time to the mall has increased from 53 minutes to 56 minutes, a significant change when considering that a majority of malls have recently seen their dwell times drop.
The center has also seen the median age for its trade area decrease from 40.5 years old in the first half of 2021 to 37.2 in the first half of 2022, a dramatic shift in visitor demographics. Yo3Y visits are strong as well – July 2022 were up by 17.1%.
In a similar tale of a closed Sears turning into a lifestyle center, the Northshore Mall in Peabody, MA turned the space vacated by the department store into a mixed-use center. The most significant anchor is now the high-end Life Time Fitness Center that offers cardio, weights, and functional training rooms, and includes yoga, pilates, and cycling studios, indoor and outdoor pools, basketball and pickleball courts, saunas, and a bistro.
As soon as the health club opened its doors in July 2021, visits to the mall increased – significantly outpacing the levels seen when Sears was still open.
As soon as the health club opened its doors in July 2021, visits to the mall increased – significantly outpacing the levels seen when Sears was still open. Both Yo3Y and year-over-four-year (Yo4Y) foot traffic numbers were impressive, with July 2022 seeing 17.2% more visitors than three years prior.
As visits to malls become more focussed, selecting the right tenant has never been more important – and that may mean looking at unconventional occupants to draw in customers.
In one example of tapping into local needs, the Westfield Oakridge shopping center in San Jose, CA, opened a specialty grocery store on its premises. 99 Ranch Market, one of the largest Asian supermarket chains in the U.S., began operating its first mall location in March 2022. The location includes classic grocery store items such as produce, meat, and seafood sections, and also boasts a dining hall, tea bar, and bakery.
Its opening day saw lines snaking out the door, as excited locals queued to sample the store’s delicacies. And the crowd-drawing hype seems to be more than a flash in the pan – the months following the opening were the mall’s strongest in the past year and a half. Yo3Y visits were up by 10.1% in July 2022 , with some shoppers reporting that the addition of the grocery store had turned Westfield Oakridge into their all-in-one stop shop.
Although the area was not lacking in grocery options, retail foot traffic data indicates that the new 99 Ranch Market at Westfield Oakridge Mall still filled a void.
Although the area was not lacking in grocery options, retail foot traffic data indicates that the new 99 Ranch Market at Westfield Oakridge Mall still filled a void – the new grocery store’s trade area has only minimal overlaps with the other trade areas of the nearby 99 Ranch Markets locations. This means that most of the new 99 Ranch Market’s customers were not being well-served by the existing locations of the chain.
Westfield Oakridge is not the only San Jose mall turning to food to attract the crowds. On June 16th 2022, following much hype and a pandemic-related delay, Eataly, the all-in-one Italian market, restaurant, and cooking school opened its first Northern California location at the Westfield Valley Fair in Santa Clara, CA.
Prior to the launch, the Westfield Valley Fair mall was already one of the more successful malls in the country – but the opening of Eataly seems to be driving even more foot traffic. Yo3Y visits to malls during Eataly’s opening week exceeded 20% for the first time in months and have since remained consistently elevated, with visits for the week of July 25th up 27.7% relative to the equivalent week in 2019.
In March 2022, regional department store Von Maur opened its doors at The Village of Rochester Hills, an open-air lifestyle center in Michigan. The retailer, which has 36 locations throughout the Midwest, took over the space left vacant by Carson’s, another Midwest-based department store.
What may be the first new department store in the Detroit metropolitan area in over a decade is driving visits to the shopping center.
What may be the first new department store in the Detroit metropolitan area in over a decade is driving visits to the shopping center. Von Maur’s March 2022 opening pushed Yo3Y visits up by 16.9% compared to the mere 4.3% Yo3Y increase the month before.
Part of the secret to Von Maur’s success lies in the psychographic characteristics of residents within the mall’s trade area. Using Spatial.ai’s GeoWeb data, a tool which tracks online engagement with various trends and topics by neighborhood, we found that the TTA surrounding The Village had an index of 131 for department store shoppers. In other words, people in the mall’s trade area exhibited heightened interest in department stores – they engaged with department-store-related content at a rate that was 1.3 times higher than the national average – which helps explain why Von Maur is thriving in this specific location. And in another testament to the strength of immersive retail experiences, Von Maur, which focuses on curating a unique shopper journey and features a pianist at all of its locations, has been ranked the top department store in America.
The addition of Von Maur is not the only change that The Village is implementing – the mall has continued adding new stores and will be opening more throughout the year. These, too, will likely boost foot traffic to the lifestyle center.
The mall’s ability to select tenants that cater to, and reflect the needs and behaviors of its consumers is likely to continue driving success. By drilling down into the nitty-gritty details of who comes to shop, where they come from, and what shops they enjoy frequenting, mall management can tailor the shopping center to meet the needs of its base.
The “death of the American mall” has been predicted for years. The reality, however, is much more nuanced than that – like many other sectors, malls are undergoing a shift to help them better serve evolving customer needs and survive and thrive in an ever-shifting retail landscape.
The malls featured in this white paper have found ways to consistently attract visitors despite the various obstacles faced by the category over the past two years. By understanding that the American mall must evolve along with the consumers, mall owners can successfully revitalize their retail spaces.

This report leverages location intelligence data to analyze the auto dealership market in the United States. By looking at visit trends to branded showrooms, used car lots, and mixed inventory dealerships – and analyzing the types of visitors that visit each category – this white paper sheds light on the state of car dealership space in 2023.
Prior to the pandemic and throughout most of 2020, visits to both car brand and used-only dealerships followed relatively similar trends. But the two categories began to diverge in early 2021.
Visits to car brand dealerships briefly returned to pre-pandemic levels in mid-2021, but traffic fell consistently in the second half of the year as supply-chain issues drove consistent price increases. So despite the brief mid-year bump, 2021 ended with overall new car sales – as well as overall foot traffic to car brand dealerships – below 2019 levels. Visits continued falling in 2022 as low inventory and high prices hampered growth.
Meanwhile, although the price for used cars rose even more (the average price for a new and used car was up 12.1% and 27.1% YoY, respectively, in September 2021), used cars still remained, on average, more affordable than new ones. So with rising demand for alternatives to public transportation – and with new cars now beyond the reach of many consumers – the used car market took off and visits to used car dealerships skyrocketed for much of 2021 and into 2022. But in the second half of last year, as gas prices remained elevated – tacking an additional cost onto operating a vehicle – visits to used car dealerships began falling dramatically.
Now, the price of both used and new cars has finally begun falling slightly. Foot traffic data indicates that the price drops appear to be impacting the two markets differently. So far this year, sales and visits to dealerships of pre-owned vehicles have slowed, while new car sales grew – perhaps due to the more significant pent-up demand in the new car market. The ongoing inflation, which has had a stronger impact on lower-income households, may also be somewhat inhibiting used-car dealership visit growth. At the same time, foot traffic to used car dealerships did remain close to or slightly above 2019 levels for most of 2023, while visits to branded dealerships were significantly lower year-over-four-years.
The situation remains dynamic – with some reports of prices creeping back up – so the auto dealership landscape may well continue to shift going into 2024.
With car prices soaring, the demand for pre-owned vehicles has grown substantially. Analyzing the trade area composition of leading dealerships that sell used cars reveals the wide spectrum of consumers in this market.
Dealerships carrying a mixed inventory of both new and used vehicles seem to attract relatively high-income consumers. Using the STI: Popstats 2022 data set to analyze the trade areas of Penske Automotive, AutoNation, and Lithia Auto Stores – which all sell used and new cars – reveals that the HHI in the three dealerships’ trade areas is higher than the nationwide median. Differences did emerge within the trade areas of the mixed inventory car dealerships, but the range was relatively narrow – between $77.5K to $84.5K trade area median HHI.
Meanwhile, the dealerships selling exclusively used cars – DriveTime, Carvana, and CarMax – exhibited a much wider range of trade area median HHIs. CarMax, the largest used-only car dealership in the United States, had a yearly median HHI of $75.9K in its trade area – just slightly below the median HHI for mixed inventory dealerships Lithia Auto Stores and AutoNation and above the nationwide median of $69.5K. Carvana, a used car dealership that operates according to a Buy Online, Pick Up in Store (BOPIS) model, served an audience with a median HHI of $69.1K – more or less in-line with the nationwide median. And DriveTime’s trade areas have a median HHI of $57.6K – significantly below the nationwide median.
The variance in HHI among the audiences of the different used-only car dealerships may reflect the wide variety of offerings within the used-car market – from virtually new luxury vehicles to basic sedans with 150k+ miles on the odometer.
Visits to car brands nationwide between January and September 2023 dipped 0.9% YoY, although several outliers reveal the potential for success in the space even during times of economic headwinds.
Visits to Tesla’s dealerships have skyrocketed recently, perhaps thanks to the company’s frequent price cuts over the past year – between September 2022 and 2023, the average price for a new Tesla fell by 24.7%. And with the company’s network of Superchargers gearing up to serve non-Tesla Electric Vehicles (EVs), Tesla is finding room for growth beyond its already successful core EV manufacturing business and positioning itself for a strong 2024.
Japan-based Mazda used the pandemic as an opportunity to strengthen its standing among U.S. consumers, and the company is now reaping the fruits of its labor as visits rise YoY. Porsche, the winner of U.S New & World Report Best Luxury Car Brand for 2023, also outperformed the wider car dealership sector. Kia – owned in part by Hyundai – and Hyundai both saw their foot traffic increase YoY as well, thanks in part to the popularity of their SUV models.
Analyzing dealerships on a national level can help car manufacturers make macro-level decisions on marketing, product design, and brick-and-mortar fleet configurations. But diving deeper into the unique characteristics of each dealership’s trade area on a state level reveals differences that can serve brands looking to optimize their offerings for their local audience.
For example, analyzing the share of households with children in the trade areas of four car brand dealership chains in four different states reveals significant variation across the regional markets.
Nationwide, Tesla served a larger share of households with children than Kia, Ford, or Land Rover. But focusing on California shows that in the Golden State, Kia’s trade area population included the largest share of this segment than the other three brands, while Land Rover led this segment in Illinois. Meanwhile, Ford served the smallest share of households with children on a nationwide basis – but although the trend held in Illinois and Pennsylvania, California Ford dealerships served more households with children than either Tesla or Land Rover.
Leveraging location intelligence to analyze car dealerships adds a layer of consumer insights to industry provided sales numbers. Visit patterns and audience demographics reveal how foot traffic to used-car lots, mixed inventory dealerships, and manufacturers’ showrooms change over time and who visits these businesses on a national or regional level. These insights allow auto industry stakeholders to assess current demand, predict future trends, and keep a finger on the pulse of car-purchasing habits in the United States.
