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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 first quarter of 2024 was generally a good one for retailers. Though unusually cold and stormy weather left its mark on the sector’s January performance, February and March saw steady year-over-year (YoY) weekly visit growth that grew more robust as the quarter wore on.
March ended on a high note, with the week of March 25th – including Easter Sunday – seeing a 6.1% YoY visit boost, driven in part by increased retail activity in the run-up to the holiday. (Last year, Easter fell on April 9th, 2023, so the week of March 25th is being compared to a regular week.)
Though prices remain high and consumer confidence has yet to fully regain its footing, retail’s healthy Q1 showing may be a sign of good things to come in 2024.
Drilling down into the data for leading retail segments demonstrates the continued success of value-priced, essential, and wellness-related categories.
Discount & Dollar Stores led the pack with 11.2% YoY quarterly visit growth, followed by Grocery Stores, Fitness, and Superstores – all of which outperformed Overall Retail. Dining also enjoyed a YoY quarterly visit bump, despite the segment’s largely discretionary nature. And despite the high interest rates continuing to weigh on the housing and home renovation markets, Home Improvement & Furnishings maintained just a minor YoY visit gap.
Discount & Dollar Stores experienced strong YoY visit growth throughout most of Q1 – and as go-to destinations for groceries and other other essential goods, they held their own even during mid-January’s Arctic blast. In the last week of March, shoppers flocked to leading discount chains for everything from chocolate Easter bunnies to basket-making supplies – driving a remarkable 21.5% YoY visit spike.
Dollar General continued to dominate the Discount & Dollar Store space in Q1, with visits to its locations accounting for nearly half of the segment’s quarterly foot traffic (44.7%). Next in line was Dollar Tree, followed by Family Dollar and Five Below. Together, the four chains – all of which experienced positive YoY quarterly visit growth – drew a whopping 91.6% of quarterly visits to the category.
Rain or shine, people have to eat. And like Discount & Dollar Stores, traditional Grocery Stores were relatively busy through January as shoppers braved the storms to stock up on needed items. Momentum continued to build throughout the quarter, culminating in a 10.5% foot traffic increase in the week ending with Easter Sunday.
Like in other categories, it was budget-friendly Grocery banners that took the lead. No-frills Aldi drove a chain-wide 24.4% foot traffic increase in Q1, by expanding its fleet – while also growing the average number of visits per location. Other value-oriented chains, including Trader Joe’s and Food Lion, experienced significant foot traffic increases of their own. And though conventional grocery leaders like H-E-B, Kroger, and Albertsons saw smaller visit bumps, they too outperformed Q1 2023 by meaningful margins.
January is New Year’s resolution season – when people famously pick themselves up off the couch, dust off their trainers, and vow to go to the gym more often. And with wellness still top of mind for many consumers, the Fitness category enjoyed robust YoY visit growth throughout most of Q1 – despite lapping a strong Q1 2023.
Predictably, Fitness’s visit growth slowed during the last week of March, when many Americans likely indulged in Easter treats rather than work out. But given the category’s strength over the past several years, there is every reason to believe it will continue to flourish.
For Fitness chains, too, cost was key to success in Q1 – with value gyms experiencing the biggest visit jumps. EōS Fitness and Crunch Fitness, both of which offer low-cost membership options, saw their Q1 visits skyrocket 28.9% and 22.0% YoY, respectively – helped in part by aggressive expansions. At the same time, premium and mid-range gyms like Life Time and LA Fitness are also finding success – showing that when it comes to Fitness, there’s plenty of room for a variety of models to thrive.
Superstores – including wholesale clubs – are prime destinations for big, planned shopping expeditions – during which customers can load up on a month’s supply of food items or stock up on home goods. And perhaps for this reason, the category felt the impact of January’s inclement weather more than either dollar chains or supermarkets – which are more likely to see shoppers pop in as needed for daily essentials.
But like Grocery Stores and Discount & Dollar Stores, Superstores ended the quarter with an impressive YoY visit spike, likely fueled by Easter holiday shoppers.
As in Q4 2023, membership warehouse chains – Costco Wholesale, BJ’s Wholesale Club, and Sam’s Club – drove much of the Superstore category’s positive visit growth, as shoppers likely engaged in mission-driven shopping in an effort to stretch their budgets. Still, segment mainstays Walmart and Target also enjoyed positive foot traffic growth, with YoY visits up 3.9% and 3.5%, respectively.
Moving into more discretionary territory, Dining experienced a marked January slump, as hunkered-down consumers likely opted for delivery. But the segment rallied in February and March, even though foot traffic dipped slightly during the last week of March, when many families gathered to enjoy home-cooked holiday meals.
Coffee Chains and Fast-Casual Restaurants saw the largest YoY visit increases, followed by QSR – highlighting the enduring power of lower-cost, quick-serve dining options. But Full-Service Restaurants (FSR) also saw a slight segment-wide YoY visit uptick in Q1 – good news for a sector that has yet to bounce back from the one-two punch of COVID and inflation. Within each Dining category, however, some chains experienced outsize visit growth – including favorites like Dutch Bros. Coffee, Slim Chickens, In-N-Out Burger, and Texas Roadhouse.
Since the shelter-in-place days of COVID – when everybody had their sourdough starter and DIY was all the rage – Home Improvement & Furnishings chains have faced a tough environment. Many deferred or abandoned home improvement projects in the wake of inflation, and elevated interest rates coupled with a sluggish housing market put a further damper on the category.
Against this backdrop, Home Improvement & Furnishings’ relatively lackluster Q1 visit performance should come as no surprise. But the narrowing of the visit gap in March – which also saw one week of positive visit growth – may serve as a promising sign for the segment. (The abrupt foot traffic drop during the week of March 25th, 2024 is likely a just reflection of Easter holiday shopping pattern.)
Within the Home Improvement & Furnishings space, some bright spots stood out in Q1 – including Harbor Freight Tools, which saw visits increase by 10.0%, partly due to the brand’s growing store count. Tractor Supply Co., Menards, and Ace Hardware also registered visit increases.
January 2024’s stormy weather left its mark on the Q1 retail environment, especially for discretionary categories. But as the quarter progressed, retailers rallied, with healthy YoY foot traffic growth that peaked during the last week of March – the week of Easter Sunday. All in all, retail’s positive Q1 performance leaves plenty of room for optimism about what’s in store for the rest of 2024.

This report includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
Over the past year, Fast-Casual & Quick-Service Restaurant (QSR) chains have thrived, consistently outperforming the Full-Service Dining segment with positive year-over-year (YoY) visit growth every quarter since 2023. In this white paper, we dive into the data for leading dining chains to take a closer look at what’s driving visitors to the QSR segment and what other dining categories can learn from fast-food’s success.
One of the key factors separating QSR chains – aptly known as “fast food” – from the rest of the dining industry is the speed at which diners can get a ready-to-eat meal in their hands. And within the QSR space, speed of service is one of the ways chains differentiate themselves from their competition.
Leading fast-food chains are investing heavily in technologies and systems designed to help them serve customers ever more quickly:
Taco Bell’s “Touch Display Kitchen System” is designed to optimize cooking operations and improve wait times, while the chain’s Go Mobile restaurant format seeks to alleviate bottlenecks in the drive-thru lane. Chick-fil-A also has dedicated channels for quick mobile order pick-up and is planning four-lane drive-thrus with second-floor kitchens to get meals out even faster. And to save time at the drive-thru, Wendy’s is experimenting with generative AI and developing an underground, robotic system to deliver digital orders to designated parking spots within seconds.
And location intelligence shows that all three chains are succeeding in reducing customer wait times. Over the past four years, Taco Bell, Chick-fil-A, and Wendy’s have seen steady increases in the share of visits to their venues lasting less than 10 minutes.
The data also suggests that investment in speed of service can increase overall visitation to QSR venues.
In late 2022, McDonald’s opened a to-go-only location outside of Dallas, TX with a lane dedicated to mobile order fulfillment via a conveyor belt. And in Q1 2024, this venue not only had a larger share of short visits compared to the other McDonald’s locations in the region, but also more visits compared to the McDonald’s average visits per venue in the Dallas-Fort Worth CBSA.
This provides further support for the power of fast order fulfillment to drive QSR visits, with customers motivated by the prospect of getting in and out quickly.
The success of the fast-food segment is even driving other restaurants to borrow typical QSR formats – especially during time slots when people are most likely to grab a bite to eat on the go.
In September 2023, full-service leader Applebee’s opened a new format: a fast casual location focusing on To Go orders in Deer Park, NY, featuring pick-up lockers for digital orders and limited dine-in options without table service.
And the new format is already attracting outsized weekday and lunchtime crowds. In Q1 2024, 20.5% of visits to the chain’s To Go venue took place during the 12:00 PM - 2:00 PM time slot, while the average Applebee’s in the New York-Newark-Jersey City CBSA received less than 10% of its daily visits during that daypart. The new restaurant also drew a significantly higher share of weekday visits than other nearby venues.
This suggests that takeaway-focused venues could help full-service chains grow their visit share during weekdays and the coveted lunch rush, when consumers may be less inclined to have a sit-down meal.
An additional factor contributing to QSR and Fast Casual success in 2024 may be the rise of chicken-based chains. Chicken is a versatile ingredient that has remained relatively affordable, which could be contributing to its growing popularity and the rapid expansion of several chicken chains.
Comparing the relative visit share (not including delivery) of various sub-segments within the wider Fast Casual & QSR space showed that the share of visits to chains with chicken-based menus has increased steadily between 2019 and 2023: In Q1 2024, 15.3% of Fast Casual & QSR visits were to a chicken restaurant concept, compared to just 13.4% in Q1 2019.
The strength of chicken-based concepts is also evident when comparing average visits per venue at leading chicken chains with the wider Fast Casual & QSR average.
Both Chick-fil-A, the nation’s predominant chicken chain, and Raising Cane’s, a rapidly expanding player in the fast-food chicken space, are receiving significantly more visits per venue than their Fast Casual & QSR peers: In Q1 2024, Raising Cane’s and Chick-fil-A restaurants saw an average of 153.0% and 237.7% more visits per venue, respectively, compared to the combined Fast Casual & QSR industries average.
The elevated traffic at chicken chains likely plays a part in their profitability per restaurant relative to other Fast Casual & QSR concepts with more sizable fleets.
QSR and Fast-Casual chains are also particularly adept at generating seasonal visit spikes through unique Limited Time Offers and holiday promotions adapted to the calendar.
Arby’s recently launched a 2 for $6 sandwich promotion on February 1st, with two of the three sandwich options on promotion being fish-based in an apparent attempt to entice diners eschewing meat in observance of Lent. The company also brought back a specialty fish sandwich, likely with the goal of further appealing to the Lent-observing demographic.
The offers seem to have driven significant traffic spikes, with foot traffic during the promotion period significantly higher than the January daily visit average. And traffic was particularly elevated during Lent – which this year fell on Wednesday, February 14th through Thursday, March 28th, with visits spiking on Fridays when those observing are most likely to seek out fish-based meals.
Some of the elevated visits in the second half of Q1 may be attributed to the comparison to a weaker January across the dining segment. But the success of the fish-forward promotion specifically during Lent suggests that the company’s calendar-appropriate LTO played a major role in driving visits to the chain.
Shorter-term promotions – even those lasting just a single day – can also drive major visit spikes.
Since 1991, White Castle has transformed its fast-food restaurants into a reservation-only, “fine-dining” experience for dinner on Valentine's Day. In 2024, Valentine’s Day fell on a Wednesday, and White Castle’s sit-down event drove a 11.8% visit increase relative to the average Wednesday in Q1 2024 and a 3.9% visit increase compared to the overall Q1 2024 daily average.
The elevated visit numbers over Valentine’s Day are even more impressive when considering that a full-service dining room can accommodate fewer visitors than the drive-thrus and counter service of White Castle’s typical QSR configuration. The spike in February 14th visits may also be attributed to an increased number of diners showing up throughout the day to take in the Valentine’s Day buzz.
QSR and Fast-Casual dining are having a moment. And the data shows that a combination of factors – including fast and efficient service, the rising popularity of chicken-based dining concepts, and effective LTOs – are all playing a part in the categories’ recent success.

This report 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 first American mall opened in 1956 and reinvented retail – within a decade there were over 4,500 malls across the country. But a rise in e-commerce coupled with the oversaturation of mall options across the country paved the way for mall visits to slow, and many predicted that malls would go the way of the dinosaur.
But although malls were hit hard over the past few years as lockdowns and rising costs contributed to a significant drop in foot traffic, shopping centers have proven resilient. Leading players in the space have consistently reinvented themselves and explored alternate ways to draw in crowds – and as inflation cools, malls are bouncing back as well.
This white paper analyzes the Placer.ai Shopping Center Industry – a collection of over 3000 shopping centers across the United States – as well as the Placer.ai’s Mall Indexes, which focus on top-tier Indoor Malls, Open-Air Shopping Centers, Outlet Malls. The report examines how visits are shifting and where behaviors are changing – and where they’re staying the same – and takes a closer look at the strategies malls are using to attract shoppers in 2024.
Malls experienced a rocky few years as pandemic-related restrictions and economic headwinds kept many shoppers at home, and visits to all mall types in 2021 were between 10.7% to 15.3% lower than in 2019. But foot traffic trends improved significantly in 2022 – likely due to the fading out of COVID restrictions.
By 2023, visits to the wider Shopping Center Industry were just 2.3% lower than they had been in 2019, and the visit gaps for Indoor Malls and Open-Air Shopping Centers had narrowed to 5.8% and 1.0% lower, respectively. Outlet Malls also saw visits ticking up once again, with the visit gap compared to 2019 narrowing to 8.5% in 2023 after having dropped to 11.3% in 2022. This more sustained foot traffic dip may stem from consumers’ desire to save on gas costs or the impacts of inclement weather. However, the narrowing visit gaps suggest that shoppers are increasingly returning to the segment, and foot traffic may yet pick up again in 2024.
COVID-19 impacted more than just visit numbers – it also changed in-store consumer behavior. And now, with the Coronavirus a distant memory for many, some of these pandemic-acquired habits are fading away, while other shifts appear to be holding steady.
One visit metric that appears to have reverted to pre-COVID norms is the share of weekday vs. weekend visits. Weekday visits had increased in 2021 – at the height of COVID – as consumers found themselves with more free time midweek, but the balance of weekday vs. weekend visits has now returned to 2019 levels.
In 2023, the Shopping Center Industry, which includes a number of grocery-anchored centers along with open-air shopping centers and their relatively large variety of dining options, saw the largest share of weekday visits, followed by Indoor Malls. Outlet Malls received the lowest share of weekday visits – around 55% – likely due to the longer distances usually required to drive to these malls, making them ideal destinations for weekend day trips.
While the day of the week that people frequent malls hasn't changed significantly since 2019, there is one notable difference in mall foot traffic pre- and post-pandemic. Almost all mall categories are seeing fewer during the late morning-midday and late evening dayparts, while the amount of people heading to a mall in the afternoon and early evening has increased.
In 2019, Indoor Malls saw 20.1% of visits occurring between 10:00am and 1:00pm, but that share decreased to 18.6% in 2023. Meanwhile, the share of visits between 4:00-7:00 pm rose from 29.1% in 2019 to 32.4% in 2023. Similar patterns repeated across all shopping center categories, with the 1:00-4:00pm daypart seeing a slight increase, the 4:00-7:00 pm daypart receiving the largest boost and the 7:00-10:00 pm daypart seeing the largest drop. So although changes in work habits have not altered the weekly visit distribution, it seems like hybrid workers are taking advantage of their new, and likely more flexible schedules to frequent malls in the afternoon instead of reserving their mall trips for after work. The significant numbers of Americans moving to the suburbs in recent years may also be contributing to the decline of late night visits, with these suburban newcomers perhaps less likely to spend time outside the house during the evening hours.
Although malls have enjoyed consistent growth in foot traffic over the past two years, visits still remain below 2019 levels. How can shopping centers attract more shoppers and recover their pre-COVID foot traffic?
Some malls are attracting visitors by looking beyond traditional retail with offerings such as gyms, amusement parks, and even entertainment complexes. And with more traditional mall anchors shutting their doors than ever, even smaller shopping centers are adding lifestyle experiences options in newly vacant spaces – and incorporating unique elements into traditional retail spaces.
In September 2023, the Chandler Fashion Center in Arizona opened a giant SCHEELS store in its mall. The 250,000-square-foot sporting goods store boasts more than just sneakers – visitors can ride on a 45-foot Ferris Wheel or marvel at a 16,000-gallon saltwater aquarium. And monthly visitation data to the mall reveals the power of this new retail destination, with foot traffic to the mall experiencing a major jump from October 2023 onward. The excitement of the new SCHEELS seems to be sustaining itself, with February 2024 visits 23.3% higher than the same period of 2023.
Restaurants, too, can help bring people into malls. The Southgate Mall in Missoula, Montana, experienced a jump in monthly visits following the opening of a Texas Roadhouse steakhouse in November 2023. Customers seem to be receptive to this new addition – the mall saw a sustained increase in foot traffic from November 2023 onward, with year-over-year (YoY) visit growth of 17.0% in February 2024.
The addition of Texas Roadhouse provides Missoula residents with a family-friendly dining experience while tapping into the evergreen popularity of steakhouses.
Malls that don’t want to choose between adding a dining option and incorporating a novel entertainment venue can blend the two and go the “eatertainment” route. One shopping center – North Carolina’s Cross Creek Mall – is proving just how effective these concepts can be for a mall looking to grow its foot traffic.
Eatertainment destination Main Event opened at the mall in August 2023, bringing laser tag, video games, virtual reality, and 18 bowling lanes with it. Main Event’s opening also provided a boost in foot traffic to the mall – monthly visits to Cross Creek Mall surged following the opening. And this foot traffic boost sustained itself, particularly into the colder winter months – January and February 2024 saw YoY growth of 12.3% and 25.1%, respectively.
Integrating entertainment options at malls is one strategy for driving visits, but there are plenty of other ways to bring people through the doors. Pop-ups have been a particularly popular option of late, especially as more online brands venture into the world of physical retail. And malls, which typically tend to leave a small portion of their storefronts vacant, can be the perfect place to host a retailer for a limited time.
One brand – Shein – has been a leader in the pop-up space, bringing its affordable fashion to malls in Las Vegas, Seattle, and Indianapolis. These short-term residencies – typically no longer than three to four days – allow shoppers to try the popular online retailer’s products before they buy.
Shein has enjoyed success with its mall residencies, evidenced by the foot traffic at the Woodfield Mall in Illinois, which hosted a three-day pop-up from December 15-17, 2023. The retail event was hugely popular, with visits reaching Super Saturday (the last weekend before Christmas) proportions – even though this year’s Super Saturday coincided with Christmas Eve Eve (December 23rd) and drove unusually high traffic spikes.
Shein pop-ups are typically very short – no more than three to four days. This format, known for creating a sense of urgency among shoppers, has proven powerful in driving store visits. But can longer-lasting pop-ups find success as well?
Foot traffic data from pop-ups hosted by Swedish home furnisher IKEA suggests that yes – longer-term residencies can be successful. The chain is working on growing its presence across the country, particularly in malls. To that end, IKEA has been experimenting with mall pop-ups, beginning with a six-month residency at the Rosedale Center in Roseville, Minnesota.
IKEA opened its store on February 16, 2024, and visits to the mall increased significantly immediately after. The first week of the pop-up saw a 12.9% growth in visits compared to a January 1-7, 2024 baseline. And by the third week of the pop-up, there were still noticeably more people frequenting the mall than before the launch.
The luxury retail segment has had a great few years, and malls are tapping into this popularity. Nearly 40% of new high-end store openings in 2023 were in mall settings, many in Sunbelt states like Texas, Florida, and Arizona, perhaps driven in part by demand from an influx of wealthy newcomers to those states.
A comparison of upscale shopping malls to standard shopping centers across Sunbelt States reveals just how popular high-end retail is in the region. Malls with a high percentage of luxury and designer stores like the Lenox Square Mall in Georgia or the NorthPark Center in Texas saw considerably more YoY visit growth than the average visit growth for shopping centers in their respective states.
Lenox Square Mall saw foot traffic increase 31.2% YoY in 2023, while shopping centers in Georgia saw their visits grow by just 2.7% YoY in the same period. Similar trends repeated in Louisiana, Arizona, California, and Florida. And while some of this growth may be due to the resilience of these wealthier shoppers in the face of inflation, one thing is clear – luxury is here to stay.
Malls are thriving, carving out spaces for themselves in a competitive retail environment. By prioritizing experiential retail, entertainment, pop-up shops, and luxury offerings, shopping centers across the country are remaining relevant in a rapidly changing retail world. And mall operators that recognize the power of innovation and evolve along with their customers can hope to meet with continued success.
