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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 positive retail momentum observed in Q1 2024 continued into Q2 – as stabilizing prices and a strong job market fostered cautious optimism among consumers. Year-over-year (YoY) retail foot traffic remained elevated throughout the quarter, with June in particular seeing significant weekly visit boosts ranging from 4.7% to 8.5%.
The robustness of the retail sector in Q2 was also highlighted by positive visit growth during the quarter’s special calendar occasions, including Mother’s Day (the week of May 6th) and Memorial Day (the week of May 27th). And though consumer spending may moderate as the year wears on, retail’s strong Q2 showing offers plenty of room for optimism ahead of back-to-school sales and other summer milestones.
On a quarterly basis, overall retail visits rose 4.2% in Q2. And diving into specific categories shows that value continued to reign supreme, with discount and dollar stores seeing the most robust YoY visit growth (11.2%) of any analyzed category.
Other essential goods purveyors, such as grocery store chains (7.6%) and superstores (4.6%), also outperformed the overall retail baseline. And fitness – a category deemed essential by many health-conscious consumers – outpaced overall retail with a substantial 6.0% YoY foot traffic increase.
The decidedly more discretionary home improvement industry performed less well than overall retail in Q2 – but in another sign of consumer resilience, it too experienced a YoY visit uptick. And overall restaurant foot traffic increased 2.6% YoY.
Discount and dollar stores enjoyed a strong Q2 2024, maintaining YoY visit growth above 10.0% for six out of the quarter’s 13 weeks. Only during the week of April 1st did the category see a temporary decline, likely the result of an Easter calendar shift. (The week of April 1st 2024 is being compared to the week of April 3rd, 2023, which included the run-up to Easter)
Some of this growth can be attributed to the continued expansion of segment leaders like Dollar General. But the category has also been bolstered by the emphasis consumers continue to place on value in the face of still-high prices and economic uncertainty.
Dollar General, which has been expanding both its store count and its grocery offerings, saw YoY visits increase between 9.1% and 15.9% throughout the quarter. Affordable-indulgence-oriented Five Below, which has also been adding locations at a brisk clip, saw YoY visits increase between 4.9% and 18.8%.
And though Dollar Tree has taken steps to rightsize its Family Dollar brand, the company’s eponymous banner – which caters to middle-income consumers in suburban areas – continued to grow both its store count and its visits in Q2.
Grocery store chains also performed well in Q2 2024 – experiencing strongly positive foot traffic growth throughout the quarter. Though the sector continues to face its share of challenges, stabilizing food-at-home prices and improvements in employee retention and supply chain management have helped propel the industry forward.
Diving into the performance of specific chains shows that within the grocery segment, too, price was paramount in Q2 2024 – with limited-assortment value grocery stores like Aldi and Trader Joe’s leading the way.
Traditional chains H-E-B and Food Lion (owned by Ahold Delhaize) – both of which are known for relatively low prices – outperformed the wider grocery sector with respective YoY foot traffic boosts of 11.4% and 8.7%. But ShopRite, Safeway (owned by Albertsons), Kroger, and Albertsons also drew more visits in Q2 2024 than in the equivalent period of last year.
Fitness has proven to be relatively inflation-proof in recent years – thriving even in the face of reduced discretionary spending and consumer cutbacks. Indeed, rising prices may have actually helped boost gym attendance, as people sought to squeeze the most value out of their monthly fees and replace pricy outings with already-paid-for gym excursions.
And despite lapping a remarkably strong 2023, visits to gyms nationwide remained elevated YoY in Q2 2024.
Diving into the data for some of the nation’s leading gyms shows that today’s fitness market has plenty of room at the top. Planet Fitness, 24 Hour Fitness, Life Time Fitness, Orangetheory Fitness, and LA Fitness all experienced YoY visit growth in Q2 2024 – reflecting consumers’ enduring interest in all things wellness-related.
But it was EōS Fitness and Crunch Fitness – two value gyms that have been pursuing aggressive expansion strategies – that really hit it out of the park, with respective YoY foot traffic increases of 23.4% and 21.4%.
The week of April 1st saw a decline in YoY visits to superstores – likely attributable to the Easter calendar shift noted above. But the category quickly rallied, and with back-to-school shopping and major superstore sales events coming up this July, the category appears poised to enjoy continued success throughout the summer.
Within the superstore category, wholesale clubs continued to stand out – with Costco Wholesale, Sam’s Club and BJ’s Wholesale Club enjoying YoY foot traffic growth ranging from 12.0% to 7.4%. But Target and Walmart also impressed with 4.6% and 4.0% YoY visit increases.
Inflation, elevated interest rates, and a sluggish real estate market have created a perfect storm for the home improvement industry, with spending on renovations in decline. The accelerated return to office has likely also taken its toll on the category, as people spend more time outside the home and have less availability to immerse themselves in DIY projects.
But despite these challenges, weekly YoY foot traffic to home improvement and furnishing chains remained elevated throughout much of the Q2 – with June and April seeing mostly positive YoY visit growth, and May hovering just below 2023 levels. This (modest) visit growth may be driven by consumers loading up on supplies for necessary home repairs, or by shoppers seeking materials for smaller projects. And given the importance of Q2 for the home improvement sector, this largely positive snapshot may offer some promise of good things to come.
Some chains within the home improvement category continued to perform especially well in Q2 2024 – with rapidly expanding, budget-oriented Harbor Freight Tools leading the pack. But Ace Hardware, Menards, The Home Depot, and Lowe’s also saw foot traffic increases in Q2, showcasing the category’s resilience in the face of headwinds.
Restaurants – including full-service restaurants (FSR), quick-service restaurants (QSR), fast-casual chains, and coffee chains – lagged behind grocery stores and other essential goods retailers in Q2 2024, as price-sensitive consumers prioritized needs over wants and ate at home more often.
Still, YoY restaurant foot traffic remained up throughout most of the quarter. And impressively, the sector saw a YoY visit uptick during the week of Mother’s Day (the week of May 6th, 2024, compared to the week of May 8th, 2023) – an important milestone for FSR.
The restaurant industry’s YoY visit growth was felt across segments – though fast-casual and coffee chains experienced the biggest visit boosts. Like in Q1 2024, fast-casual restaurants hit the sweet spot between indulgence and affordability, outpacing QSR in the wake of fast food price hikes. And building on the positive YoY trendline that began to emerge last quarter, full-service restaurants finished Q2 2024 with a 1.4% YoY visit uptick.
Chain expansion was the name of the restaurant game in Q2 2024, with several chains that have been growing their footprints outperforming segment averages – including CAVA, Chipotle Mexican Grill, Ziggi’s Coffee, California-based Philz Coffee, Raising Cane’s, Whataburger, and First Watch. Chili’s Grill and Bar also outpaced the full-service category average, aided by the revamping of its “3 for Me” menu.
Retailers and restaurants in Q2 2024 continued to face plenty of challenges, from inflation to rising labor costs and volatile consumer confidence. But foot traffic trends across industries – including both essential goods purveyors like grocery stores and more discretionary categories like home improvement and restaurants – suggest plenty of room for cautious optimism as 2024 wears on.
Return-to-office (RTO) trends have been closely watched over the past few years, with relevant stakeholders trying to puzzle out the impact remote and hybrid work have had on business operations and worker performance. And while visits to office buildings, overall, remain below pre-pandemic levels, office recovery varies from city to city – reflecting the complex and nuanced nature of regional economic trends, workforce preferences, and industry-specific needs.
This white paper harnesses location analytics to explore office recovery in the country’s second-largest economy – Los Angeles. The first part of the report is based on an analysis of foot traffic data from Placer.ai’s Los Angeles Office Index – an index comprising 100 office buildings in LA (including several in the greater metro area). The second part of the report broadens the lens to analyze visits by local employees to points of interest (POIs) corresponding to four major LA-area office districts: Century City, Downtown LA, Santa Monica, and Culver City. The white paper examines the impact that return-to-work mandates have had on visits to office buildings, discovers which demographic groups are driving the RTO, and explores the connection between commute time and return-to-office rates.
The return to office in Los Angeles has consistently lagged behind other major cities, underperforming nationwide recovery levels since the pandemic ground in-office work to a virtual halt. Still, the city’s office buildings are seeing a steady increase in visits, with foot traffic tending to spike at the beginning of each year. This indicates that even though office visits in LA are still below national averages, they are on a steady growth trajectory – a promising sign for stakeholders in the city.
A closer examination of Los Angeles office buildings also shows that despite the overall lag, some top-performing buildings in the LA metro area are defying the odds. Visits to the 20 local office buildings with the narrowest Q2 2024 post-COVID visit gaps were down just 8.7% in June 2024 compared to January 2019 – significantly outperforming the nationwide average.
So while overall office recovery in the city is still behind nationwide trends, these top-performing buildings indicate an optimistic outlook for the city’s office spaces.
Diving into the demographics of visitors to LA’s top-performing office buildings reveals an important insight: these buildings are attracting younger workers. This cohort has shown a stronger preference for in-person work compared to their older colleagues.
Analyzing the buildings’ captured markets with psychographics from AGS: Panorama reveals that these buildings are attracting visitors from areas with larger shares of "Emerging Leaders" and "Young Coastal Technocrats" than the broader metro area.
"Emerging Leaders'' – upper-middle-class professionals in early stages of their careers – make up 20.3% of households in the trade areas feeding visits to these top-performing buildings, compared to 14.9% in the broader LA CBSA. Similarly, "Young Coastal Technocrats," young and highly educated professionals in tech and professional services, account for 14.7% of households driving visits to the top-performing buildings, compared to only 12.1% in the broader area.
The trend suggests that companies in these high-performing office buildings employ many early-career professionals eager to accelerate their careers and work in-person with colleagues and mentors. This is a positive sign for the future of the office market in the LA metro area, indicating that it is attractive to key demographic groups that are likely to drive future growth and innovation.
Over the past few years, the debate regarding return-to-office mandates has been a heated one. Will employees follow return-to-office requirements? Can companies enforce the return to office after offering remote and hybrid work options? Recent location analytics data suggests that, at least in the Los Angeles metro area, some return-to-office mandates have been effective.
Three major tech companies – Activision Blizzard, TikTok, and SNAP Inc. – recently made their return-to-office policies stricter. Activision mandated a full return to the office in January 2024. TikTok has also intensified its return-to-office policy while seeking to expand its office presence in the greater Los Angeles area. And SNAP Inc. required employees to return to the office earlier this year as a condition of continued employment.
Visitation patterns at each of these companies' respective headquarters suggest that their policies have directly impacted visit frequency. Since the beginning of the year, the share of repeat office visits (defined as two or more visits per week) has increased for all three locations. Activision saw its share of repeat office visits grow from 52.1% in H1 2023 to 61.4% in the same period of 2024. TikTok’s repeat visits grew from 49.5% to 61.0%, and SNAP’s repeat visits increased from 36.6% to 42.8%.
These numbers highlight how return-to-office policies can lead to noticeable changes in office visit patterns and offer a blueprint to other businesses looking to foster a stronger in-office workforce.
Los Angeles is the second-largest metro area in the country, with several distinct business districts across its sprawling landscape. And a closer look at four major office hubs in the greater LA area – Century City, Downtown LA, Santa Monica, and Culver City – highlights how the office recovery can vary, not just by city or demographic, but on a neighborhood level.
Weekday visits by local employees to all four analyzed business districts have rebounded significantly since 2020 – though each area has followed its own particular trajectory.
Culver City, home to major businesses including Sony Pictures and Disney Digital Network, saw the least pronounced drop in employee visits during the early days of the pandemic. And in Q2 2024, weekday visits by local workers were down just 18.4% compared to Q1 2019.
Century City, on the other hand, saw the most marked drop in local employee foot traffic as the pandemic set in. But the district’s recovery trajectory has also been the most dramatic – with a Q2 2024 visit gap of just 28.5%, smaller than Downtown LA’s 29.7% visit gap. Perhaps capitalizing on this momentum, Century City is expanding its business district with the addition of a major new office building, set to be completed in 2026 and serve as the headquarters for Creative Artists Agency. Santa Monica, for its part, finished off Q2 2024 with a 23.3% visit gap.
Century City stands out within the Los Angeles metropolitan area for its dramatic decline and subsequent resurgence in local employee foot traffic. And looking at another metric of office recovery – employee commute distance – further underscores the district’s remarkable comeback.
The share of employees commuting to Century City from three to seven miles away has nearly returned to pre-COVID levels – suggesting a normalization of commuting patterns by local workers living in the area. In H1 2019, 33.5% of workers in Century City commuted between 3 and 7 miles to work; in 2022, that number had dropped to 29.8%. But by 2024, the share of visitors making that commute had grown to 32.5% – much closer to pre-COVID numbers.
Similarly, the region’s trade area size, which had contracted significantly in the wake of the pandemic, bounced back significantly in 2024. This serves as another indication of Century City’s rebound, cementing Century City’s status as a key business hub within the Los Angeles metropolitan area.
Five years after the upheaval caused by the pandemic, office spaces are still changing. Although the Los Angeles area has taken longer to recover than other major cities, analyzing local visitation data shows significant potential for the city’s business areas. With young employees leading the return-to-office charge, the city is poised to keep driving its strong economy and adjust to an evolving office environment.
Retail media networks (RMNs) have cemented their roles as the future – and present – of advertising. These networks enable advertisers to promote products and services through a retailer’s online properties and physical stores, when consumers are close to the point-of-purchase and primed to buy.
Today, we take a closer look at two newcomers to the retail media space: Costco Wholesale and Wawa. Both chains have an online presence – but both also excel at in-store experiences, offering unique opportunities for consumer engagement and exposure to new products.
This white paper dives into the data to explore some of the key advantages Costco and Wawa bring to the retail media table – and examine how the retailers’ physical reach can best be leveraged to help advertising partners find new audiences.
Wawa and Costco, the latest additions to the growing number of companies with retail media networks, exhibit significant advertising potential. Both brands boast a wide reach and diverse customer base, and both have access to troves of customer data through membership and loyalty programs.
Foot traffic data confirms the robust offline positioning of the two retailers. In Q1 2024, year-over-year (YoY) visits to Costco and Wawa increased 9.5% and 7.5% respectively – showing that their in-store engagement is on a growth trajectory.
And since consumers tend to spend a lot more time in-store than they do on retailers’ websites, Costco’s and Wawa’s strong brick-and-mortar growth positions them especially well to help advertisers reach new customers. In Q1 2024, the average visits to Costco’s and Wawa’s physical stores lasted 37.4 and 11.4 minutes respectively – compared to just 6.7 and 4.6 minutes for the chains’ websites. These longer in-store dwell times can be harnessed to maximize ad exposure and offer partners more extended opportunities for meaningful interactions with customers. Partners can also analyze the behavior and preferences of the two chains’ growing visitor bases to craft targeted online campaigns.
Costco’s retail media network will tap into the on- and offline shopping habits of its staggering 74.5 million members to inform targeted advertising by partners. And the retailer’s tremendous reach offers a significant opportunity to engage customers in-store.
But while Costco is dominant in some areas of the country, other markets are led by competitors like Sam’s Club and BJ’s Wholesale Club. And advertisers looking to choose between competing RMNs or hone in on the areas where Costco is strongest can analyze Costco's performance and visit share – on a local or national level – to determine where to focus their efforts.
An analysis of the share of visits to wholesalers across the country reveals that Costco is the dominant wholesale membership club in much of the Western United States. But Costco also captures the largest share of wholesale club visits in many other major population centers, including important markets like New York, Chicago, Phoenix, and San Antonio. Costco’s widespread brick-and-mortar dominance offers prospective advertising partners a significant opportunity to connect with regional audiences in a wide array of key markets.
Another one of Costco’s key advantages as a retail media provider lies in its highly loyal and engaged audience. In May 2024, a whopping 41.4% of Costco’s visitors frequented the club at least twice during the month – compared to 36.6% for Sam’s Club and 36.0% for BJ’s Wholesale.
Moreover, Costco led in average visit duration compared to its competitors. In May 2024, customers spent an average of 37.1 minutes at Costco – surpassing even the impressive dwell times at Sam’s Club and BJ’s Wholesale Club.
YoY visits per location to Costco, too, were the highest of the analyzed wholesalers, all three of which saw YoY increases. These metrics further establish the wholesaler’s position as an effective retail media provider.
Even when foot traffic doesn't show a brand’s clear regional dominance, location analytics can reveal other metrics that signal its unique potential. Take the Richmond-Petersburg, VA, designated market area (DMA), for example. In May 2024, BJ’s Wholesale Club led the DMA with 41.2% of wholesale club visits, while Costco was a close second with 37.3% of visits.
But despite BJ’s lead in visit share, Costco's Richmond audience was more affluent. Costco's visitors came from trade areas with a median household income (HHI) of $93.2K/year, compared to $73.1K/year for Sam’s Club and $89.5K/year for BJ’s. Additionally, Costco drew a higher share of weekday visits than its counterparts.
Analyzing shopper habits and preferences across chains on a local level can provide crucial context for strategists working on media campaigns. Advertisers can partner with the brands most likely to attract consumers interested in their offerings, and identify where – and when – to focus their advertising efforts.
Convenience stores, or c-stores, are emerging as destinations in and of themselves – and their rising popularity among a wider-than-ever swath of consumers opens up significant opportunities in the retail advertising space.
Wawa is a relative newcomer to the world of retail media, after other c-stores like 7-Eleven and Casey’s launched their networks in 2022 and 2023. But despite coming a bit late to the party, the potential for Wawa’s Goose Media Network is significant – thanks to a cadre of highly loyal visitors who enjoy the physical shopping experience the c-store chain offers.
In May 2024, Wawa’s share of loyal visitors (defined as those who visited the chain at least twice in a month) was 60.1%. In contrast, other leading c-store chains operating in Wawa’s market area – QuickTrip and 7-Eleven, for example – saw loyalty rates of 56.0% and 47.9%, respectively, for the same period.
Additionally, Wawa visitors browsed the aisles longer than those at other convenience retailers. In May 2024, 39.9% of Wawa visitors stayed in-store for 10 minutes or longer, compared to 29.6% at QuickTrip and 25.7% at 7-Eleven.
Wawa's loyal customer base and longer visit durations make it a strong contender in the retail media space. By harnessing this high level of customer engagement, Wawa can draw in advertisers and develop targeted marketing strategies that resonate with its dedicated shoppers.
Wawa has been on an expansion roll over the past few years, with plans to open at least 280 stores over the next decade in North Carolina, Tennessee, Georgia, Alabama, Ohio, Indiana, and Kentucky. The chain has also been steadily increasing its footprint in Florida – between January 2019 and April 2024, Wawa grew from 167 Sunshine State locations to 280, with more to come.
And analyzing changes in Wawa’s visit share in one of Florida’s biggest markets – the Miami-Ft. Lauderdale DMA – shows how successful the chain’s local expansion has been. Between January 2019 and April 2024, Wawa more than doubled its category-wide visit share in the Miami area (i.e. the portion of total c-store visits in the DMA going to Wawa) – from 19.0% to nearly 40.0%.
A look at changes in Wawa’s Miami-Ft. Lauderdale trade area shows that the chain’s growing visit share has been driven by an expanding market and an increasingly diverse audience.
In April 2019, there were some 55 zip code tabulation areas (ZCTAs) in the Miami-Ft. Lauderdale DMA from which Wawa drew at least 3,000 visits per month. By April 2021, this figure grew to 96 – and by April 2024, it reached 129.
Over the same period, the share of “Family Union” households in Wawa’s local captured market – defined by the Experian: Mosaic dataset as families comprised of middle-income, blue collar workers – nearly doubled, growing from 7.4% in April 2019 to 14.4% in April 2024.
Retail media networks that make it easier to introduce shoppers to products and brands that are closely aligned with their preferences and habits offer a win-win-win for retailers, advertisers, and consumers alike. And Costco and Wawa are extremely well-positioned to make the most of this opportunity.
