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Bowlero Corporation operates more than 350 bowling alleys nationwide, under a portfolio of brands that includes Bowlero and AMF – the company’s two largest chains. How have the bowling alleys performed this year?
We dove into the data to find out.
A look at year-over-year (YoY) visitation trends shows that after a January weather-induced slump and a lackluster three months between February and April 2024, YoY visits to both Bowlero and AMF Bowling Centers picked up major steam. Beginning in May, the two chains saw consistent monthly YoY visit growth ranging from 8.4% to 21.9%.
Fleet expansions undoubtedly contributed to the chains’ summer traffic jumps – but the visit increases were likely also driven by the reintroduction of Bowlero’s popular summer season pass – redeemable across the company’s portfolio of brands – which entitles customers to two free games daily at a center of their choosing. (A premium version can be used at any of the company’s locations.) The pass, which was valid from May 24th to September 2nd, proved to be such a runaway success this year that the company decided to launch a similar promotion for fall. This year’s record-breaking heat may have also contributed to the bowling alleys’ visit boosts – as consumers sought to cool down with indoor activities.

Bowlero and AMF are owned by the same company, but customers seem to interact with each brand slightly differently. Between January and August 2024, AMF attracted a higher share of frequent visitors than Bowlero – perhaps indicating the brand’s positioning as a destination for more serious bowlers and league participants.
On average, 21.4% of AMF’s visitors frequented the chain at least twice a month during the analyzed period – and 8.4% visited at least four times a month. Meanwhile, Bowlero, which touts itself as a “bowling/dining/nightlife experience,” drew smaller shares of frequent visitors – though 16.5% of Bowlero visitors turned out 2+ times a month on average during the analyzed period, and 5.7% visited at least four times a month.

Bowlero, which attracts more casual bowlers than AMF, is also a destination for families. Between January and August 2024, Bowlero’s captured market featured a higher-than-average share of households with children – 28.5%, compared to 26.5% for AMF and a nationwide baseline of 26.9%.
AMF, for its part, was more popular among singles: During the analyzed period, 28.6% of its captured market was made up of one-person households – more than both the nationwide baseline and that of Bowlero (26.7%).

Still, though Bowlero and AMF attract somewhat different audiences, drilling down further into the psychographic segmentation of their captured markets shows that bowling really is an all-American favorite pastime.
During the analyzed period, Bowlero’s was more likely to attract “Young Professionals” and “Near-Urban Diverse Families” – middle-class families living in and around cities – while AMF was more likely to attract upper-middle class, suburban families (“Upper-Suburban Diverse Families”) and households from “Blue Collar Suburbs”. But despite these differences, both chains attracted consumers from a variety of communities, highlighting their broad appeal.

Will consumers continue frequenting bowling alleys as the weather cools down – and will Bowlero’s autumn season pass be as successful as its summer one?
Follow Placer.ai’s data-driven analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Recreational retailers – from hobby shops to arts and crafts retailers and bookstores – can play a role in fostering creativity and community.
We took a closer look at several players in the space – including Barnes & Noble, Half Price Books, Hobby Lobby, and Michaes – to see how they are faring as 2024 draws to a close.
One of the biggest challenges traditional brick-and-mortar retailers have faced in recent decades is the rise of online shopping, especially from Amazon – ironically, a company that started as a book retailer. Yet, in 2024, brick-and-mortar bookstores are defying expectations and thriving. Nearly every month this year, chains like Barnes & Noble and Half Price Books have seen more foot traffic at their stores than in 2023.
Despite closing several locations over the past year, Half Price Books experienced significant YoY visit increases between May and August 2024 – with only July seeing a YoY lag likely reflective of the chain’s substantial July 2023 seasonal uptick. Meanwhile, Barnes & Noble – which has been expanding its fleet – saw YoY foot traffic increases ranging from 8.0% to 17.2% throughout the analyzed period. Both chains finished off the summer with impressive 14.3% (Barnes & Noble) and 10.3% (Half Price Books) YoY boosts.
Analyzing monthly fluctuations in visits to the two chains relative to a January 1, 2021 baseline shows just how important both the summer and holiday seasons are for the two bookstores. As brands that cater to both families and college students (see below), Barnes & Noble and Half Price Books see significant annual summer visit upticks in July and August – likely boosted by back-to-school shopping. But particularly for Barnes & Noble, the real magic happens during the holiday season, when people flock to the chain in search of gifts for loved ones.
Bookstores’ strong performance shows that consumers are voting with their feet – embracing the special – and irreplaceable –reading and browsing experience provided by brick-and-mortar stores. And with a strong summer under their belts, Barnes & Noble and Half Price books have every reason to expect a highly successful Q4 2024.
Diving into trade area demographics shows that both Barnes & Noble and Half Price Books appeal to diverse audiences – outperforming nationwide baselines for everything from “Wealthy Suburban Families” to “Young Professionals” (a segment group that includes college students) and “Blue Collar Suburbs”. Still, there are differences between the two chains – offering opportunities for the retailers to tailor their marketing strategies to align with their respective visitors.
Barnes & Noble’s captured market trade area, for example, features a higher share of the middle-class “Near Urban Diverse Families” segment group – while that of Half Price Books features higher shares of the other analyzed segments. The chains’ different audiences can help them strategically curate their book assortments and offer a more tailored experience for their customers – a strategy that Barnes & Noble has placed at the center of its blueprint for growth.
While bookstores have thrived in 2024, craft stores have faced a more mixed performance. Hobby Lobby and Michaels both experienced varying YoY foot traffic trends, with monthly visits tracking closely with 2023’s. Still, August 2024 visits were elevated by 7.9% and 6.0% at Hobby Lobby and Michaels, proving the significance of the back-to-school season.
Weekly visit data further highlights the significant impact of the back-to-school season on craft retailers – which offer both classroom decor and school supplies. As the shopping season kicked in, Hobby Lobby and Michaels both experienced notable increases in foot traffic compared to their year-to-date (YTD) averages.
The week of September 2, 2024 in particular was a strong one across both chains, with visits surging to their highest levels relative to the YTD average. Hobby Lobby experienced an 18.3% surge in visits and Michaels grew by 15.9%. This data emphasizes the critical role seasonality plays in driving traffic to craft retailers, particularly during key periods like back-to-school, when customers are stocking up on supplies. And since the category usually sees its biggest monthly spike during the holiday season (December 2023 visits to Hobby Lobby were 57.7% higher than the 2023 monthly visit average and 52.1% higher at Michaels), the chains seem poised to see more visitors in the coming months. October visits will also likely rise for the two chains, as customers go on the hunt for fall decor.
Hobby and recreational stores have shown resilience and adaptability in 2024, with strong seasonal peaks and diverse customer bases fueling their visits. With the holiday season fast approaching, these companies seem set to continue experiencing foot traffic boosts for the rest of the year.
Visit Placer.ai to keep up with the latest data-driven retail news.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

In September 2024, Placer.ai released two white papers: The Healthcare Opportunity in Grocery and Pricing Strategies Driving Restaurant Visits in 2024. Below is a taste of our findings from The Healthcare Opportunity in Grocery – which dove into the data to explore the impact that wellness offerings can have on grocery store visitation patterns.
Today, many grocery stores offer a range of services – from primary and urgent care to dental and mental health care. In addition to providing an important community service, in-store clinics can boost foot traffic at chains, help health providers reach more patients, and allow shoppers to manage their health and home needs in one convenient trip.
Analyzing foot traffic to grocery stores with and without in-store clinics shows that across chains, locations with on-site healthcare offerings drew more visits in H1 2024 than their chain-wide averages.
The Kroger Co., for example, has been a leader in in-store healthcare services since the early aughts. The company introduced its in-store medical center, The Little Clinic in 2003 – and today operates over 225 Little Clinic locations across its Kroger banner, as well as regional chains Dillons, Jay C Food Stores, Fry’s, and King Soopers.
And in H1 2024, the eight Dillons locations with clinics saw, on average, 93.0% more visits per location than the chain’s banner-wide average. Jay C, which offers two in-store clinics, also saw visits to these venues outpace the H1 2024 banner-wide average by 92.9%. For both chains, relatively small overall footprints may contribute to their outsize visit differences: Indiana-focused Jay C operates just 22 locations, all in the Hoosier State, while Kansas-based Dillons has some 64 locations.
But similar patterns, if somewhat less pronounced, could be observed at Kroger (43.0%), Fry’s (19.2%), and King Soopers (16.5%) – as well as at H-E-B (14.5%), which boasts its own expanding network of in-store clinics.
An analysis of household compositions across the potential and captured markets of Kroger-owned stores with and without Little Clinic offerings suggests that families with children are extremely receptive to these services.
In H1 2024, Kroger, King Soopers, Fry’s, Jay C, and Dillons all featured captured markets with higher shares of STI: PopStats’ “Households With Children” segment than their potential ones – highlighting the chains’ appeal for families. But the share of parental households in those stores with Little Clinics jumped significantly higher for all five banners.
The share of families with children in King Soopers’ overall captured market stood at 28.3% in H1 2024, higher than the 27.2% in its potential one. But the households with children in the captured markets of King Soopers locations with Little Clinics was significantly higher – 30.6% – and similar patterns emerged at Jay C, Dillons, Kroger, and Fry’s.
This special draw is likely linked to the clinics' focus on family health services like physicals, nutrition plans, and vaccines. The convenience of being able to take care of healthcare, grocery shopping, and pharmacy needs all in one go makes these stores particularly attractive to parents. And this jump in foot traffic shows the strategic advantage of incorporating healthcare services into the retail environment.
Read the full report here to learn more about the impact of healthcare services on grocery visits and customer loyalty. Are shoppers more or less likely to make repeat visits to grocery stores with healthcare services? And how does the addition of a clinic affect the demographic profile of a grocery store’s captured market?
For more data-driven consumer research, visit our resource library.

2024 has been a good year for fast-casual restaurants. Limited-time offers notwithstanding, rising QSR prices have narrowed the price gap between fast food and the more premium offerings of chains like Chipotle and sweetgreen. And with many fast-casual restaurants upping their convenience games with drive-thrus and other innovations, the distinction between the two segments has become increasingly muddied.
So with summer winding down, we dove into the data to explore segment-level consumer behavior at quick-service and fast-casual restaurants. How are they performing this year? And do consumers still interact differently with the two categories?
We dove into the data to find out.
During the first half of 2024, fast-casual restaurants experienced 3.2% year-over-year (YoY) visit growth, while QSR held steady with a minor 0.4% uptick. As QSR favorites have gotten pricier, some budget-conscious diners have responded by trading up – embracing elevated fast-casual experiences that hit the sweet spot between quality and affordability.
Drilling down deeper into the data, however, paints a more nuanced picture. On weekends, both QSRs and fast-casual chains experienced positive YoY visit growth (2.1% and 4.0%, respectively) – a significant difference, but not a tremendous one. On their days off, it seems, Americans are opting for a variety of value-oriented indulgences, and both segments are benefiting.
But on weekdays, fast-casual foot traffic grew by 2.8%, while QSR visits declined slightly by 0.2%. As the return-to-office (RTO) continues apace, more affluent office workers may be driving a weekday fast-casual renaissance.
A look at driving distances to QSR and fast-casual restaurants provides further evidence that commuters may be contributing to fast-casual’s weekday YoY visit growth.
In H1 2024, a higher share of QSR visits came from customers hailing from CBGs less than two miles away from the restaurants – suggesting that QSR visitors were more likely to frequent local, neighborhood venues. Meanwhile, a significantly higher percentage of fast-casual visits (63.6%) originated from CBGs between two and 30 miles away, compared to just 56.8% for QSR. These less-local visitors may be stopping by a fast-casual establishment during their lunch break or after work, on days when they commute to the office.
Interestingly, QSRs and fast-casual restaurants drew similar shares of visitors from CBGs more than 30 miles away – perhaps suggesting that when traveling, consumers enjoy frequenting both segments.
Given fast-casual’s higher-quality offerings, it may come as no surprise that these chains tend to attract a more affluent clientele than their QSR counterparts. During the first half of 2024, the Census Block Groups (CBGs) feeding visitors to QSRs (i.e. their captured market) had a weighted median household income (HHI) of $65.7K – compared to $78.0K for fast-casual chains.
But medians only tell a part of the story – and a closer look at the segments’ visitor bases reveals a striking similarity between them: In H1 2024, the two categories’ captured markets featured nearly equal shares of a key demographic – households earning between $75K and $100K per year. This group includes both average-income families and those with a bit more money to spend. (According to STI:PopStats, the nationwide median HHI stands at $76.1K). And the ability of both quick-service restaurants and fast-casual chains to attract these consumers shows that despite their differences, the two segments do overlap – and both have plenty to offer today’s consumers.
Despite still-high prices, consumers are finding room in their budgets for affordable splurges – and fast-casual restaurants and QSRs (at least on weekends) are benefiting. How will the two segments continue to fare in the upcoming holiday season? And will their demographic middle ground expand as the line between the two categories continues to blur?
Follow Placer.ai’s data-driven restaurant analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Walmart-owned Sam’s Club has been investing in its own independent retail media network (RMN) – Sam’s Club Members Access Platform (MAP) – for quite some time. This past summer, the RMN launched opt-in display ads in the “Scan & Go” self-checkout feature on the Sam’s Club mobile app, turning any mobile device into an in-club media channel for the chain.
We dove into the latest location analytics for Sam’s Club to understand how in-store foot traffic could drive the success of Scan & Go ads in the chain’s largest markets.
Scan & Go aims to enhance the shopping experience by suggesting product pairings for already-scanned items. The feature’s high adoption rate and frequent usage among Sam’s Club members contributes to its potential as a highly successful advertising channel. And location data indicates that the feature has the ability to attract a growing number of eyeballs.
Nationwide, Sam’s Club drew 5.1% more unique visitors during the first eight months of 2024, and 6.2% more overall visits, than in the equivalent period of 2023. In Texas, the state with the most Sam’s Club locations, the chain saw even more impressive year-over-year (YoY) unique visitor (6.9%) and visit (7.9%) growth – which could add to the appeal of advertising through Scan & Go in the Lone Star State. Meanwhile, Florida – Sam’s Club’s second-biggest market – saw YoY visit and unique visitor growth slightly below the nationwide baseline. But in the Sunshine State, too, the chain saw significant YoY jumps in visits and unique visitors – and experienced longer average dwell time than the chain’s nationwide average.
Diving into the audience segmentation of Sam’s Club’s trade areas in Texas and Florida reveals how each state offers a unique advertising opportunity to the brand’s retail media partners.
Between September 2023 and August 2024, the Sam’s Club’s Texas captured market had a higher share of families with children (31.1%) than its Florida one (24.7%), highlighting the chain’s greater reach among this demographic in the Lone Star State. But parental households are generally more common in Texas than Florida – and while Sam’s Club’s Texas markets were under-indexed for this demographic compared to the statewide baseline, the chain’s Florida markets were over-indexed for it compared to the Sunshine State’s lower baseline. So for advertisers seeking to reach Florida households with children, Sam’s Club offers a particularly enticing opportunity to do so.
Meanwhile, Sam’s Club’s Texas captured market featured a higher share of “Near-Urban Diverse Families” (8.6%) than the statewide baseline of 6.2%, while the brand’s Florida market had a slightly smaller share of the segment (6.2%) than the statewide baseline (7.3%). Texas Sam’s Club locations, it seems, offer more focused access to this demographic – both in absolute terms, and in relation to statewide baselines.
Looking closely at weekly visitation patterns to Sam’s Club in Texas and Florida provides further insight into the ideal timing for engagement with the brand’s RMN.
Between September 2023 and August 2024, the busiest days at Sam’s Club in both Florida and Texas were Saturdays and Sundays. However, Texas locations had a greater share of its weekend visits between 4:00 PM and 6:00 PM, while Florida saw a greater share of its weekend traffic between 10:00 AM and 1:00 PM.
An understanding of these patterns could help advertisers and Sam’s Club predict the potential for Scan & Go usership at specific times – offering insight into strategies and pricing methods that account for peak visitation times.
At present, Scan & Go display ads are available at all Sam’s Club’s stores, but only to select members – which means the potential engagement and revenue streams driven by the new feature have yet to be fully realized. And as Scan & Go display ads achieve success, the chain may explore additional enhancements to its multi-channel RMN.
For updates and more retail foot traffic insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

The COVID-19 pandemic – and the subsequent shift to remote work – has fundamentally redefined where and how people live and work, creating new opportunities for smaller cities to thrive.
But where are relocators going in 2024 – and what are they looking for? This post dives into the data for several CBSAs with populations ranging from 500K to 2.5 million that have seen positive net domestic migration over the past several years – where population inflow outpaces outflow. Who is moving to these hubs, and what is drawing them?
The past few years have seen a shift in where people are moving. While major metropolitan areas like New York still attract newcomers, smaller cities, which offer a balance of affordability, livability, and career opportunities, are becoming attractive alternatives for those looking to relocate.
Between July 2020 and July 2024, for example, the Austin-Round Rock-Georgetown, TX CBSA, saw net domestic migration of 3.6% – not surprising, given the city of Austin’s ranking among U.S. News and World Report’s top places to live in 2024-5. Raleigh-Cary, NC, which also made the list, experienced net population inflow of 2.6%. And other metro areas, including Fayetteville-Springdale-Rogers, AR (3.3%), Des Moines-West Des Moines, IA (1.4%), Oklahoma City, OK (1.1%), and Madison, WI (0.6%) have seen more domestic relocators moving in than out over the past four years.
All of these CBSAs have also continued to see positive net migration over the past 12 months – highlighting their continued appeal into 2024.
What is driving domestic migration to these hubs? While these metropolitan areas span various regions of the country, they share a common characteristic: They all attract residents coming, on average, from CBSAs with younger and less affluent populations.
Between July 2020 and July 2024, for example, relocators to high-income Raleigh, NC – where the median household income (HHI) stands at $84K – tended to hail from CBSAs with a significantly lower weighted median HHI ($66.9K). Similarly, those moving to Austin, TX – where the median HHI is $85.4K – tended to come from regions with a median HHI of $69.9K. This pattern suggests that these cities offer newcomers an aspirational leap in both career and financial prospects.
Moreover, most of these CBSAs are drawing residents with a younger weighted median age than that of their existing residents, reinforcing their appeal as destinations for those still establishing and growing their careers. Des Moines and Oklahoma City, in particular, saw the largest gaps between the median age of newcomers and that of the existing population.
Career opportunities and affordable housing are major drivers of migration, and data from Niche’s Neighborhood Grades suggests that these CBSAs attract newcomers due to their strong performance in both areas. All of the analyzed CBSAs had better "Jobs" and "Housing" grades compared to the regions from which people migrated. For example, Austin, Texas received the highest "Jobs" rating with an A-, while most new arrivals came from areas where the "Jobs" grade was a B.
While the other analyzed CBSAs showed smaller improvements in job ratings, the combination of improvements in both “Jobs” and “Housing” make them appealing destinations for those seeking better economic opportunities and affordability.
Young professionals may be more open than ever to living in smaller metro areas, offering opportunities for cities like Austin and Raleigh to thrive. And the demographic analysis of newcomers to these CBSAs underscores their appeal to individuals seeking job opportunities and upward mobility.
Will these CBSAs continue to attract newcomers and cement their status as vibrant, opportunity-rich hubs for young professionals? And how will this new mix of population impact these growing markets?
Visit Placer.ai to keep up with the latest data-driven civic news.
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.
