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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 Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.
Last year ended on a high note for many retailers, with cooling inflation and rebounding consumer confidence contributing to a robust holiday season. Still, 2023 was a year of headwinds for the sector, as consumers traded down and cut back on unnecessary indulgences.
In the midst of these challenges, some segments thrived. Continued prioritization of health and wellness by consumers drove strong visit growth for the Fitness and Beauty & Self Care segments – which emerged as 2023 winners and enjoyed positive foot traffic growth in Q4. At the same time, price consciousness drove foot traffic to Discount & Dollar Stores and Superstores, both of which made inroads into the affordable grocery space during the year.
The Grocery category, too, saw a 4.3% jump in visits last year compared to 2022, as well as a slight uptick in Q4 visits. And even the discretionary Dining sector held its own, with a 2.1% year-over-year (YoY) annual increase in foot traffic, and a Q4 quarterly visit gap of just 1.8%.
Fitness had a particularly strong 2023, buoyed by consumers’ sustained interest in self-care and wellness. Since the pandemic, gym memberships have graduated from a discretionary expense to something of a necessity – an important investment in health and wellbeing. The category has also likely continued to benefit from the post-COVID craving for experiences.
And quarterly data shows that the Fitness segment is positively flourishing. Throughout most of Q4 2023, Fitness venues experienced YoY weekly visit growth ranging from 8.8% to 12.2%. (The unusual visit spike and dip during the last two weeks of the quarter are due to calendar discrepancies: The week of December 18th, 2023 is being compared to the week of December 19th, 2022, which included Christmas Day – while the week of December 25th, 2023 is being compared to the week of December 26th, 2022, which did not).
Drilling down into the data for several leading fitness chains shows that there’s plenty of success to go around. Crunch Fitness – ranked by Entrepreneur as 2024’s top fitness franchise – led the pack with a remarkable 28.2% YoY annual increase in visits, partly fueled by the steady expansion of its fleet. And while other value gyms like Planet Fitness also saw robust visit growth, the boost wasn’t limited to budget options. Given the Fitness sector’s already-impressive 2022 performance, the category’s strong YoY showing is especially noteworthy.
Beauty & Self Care was another category to benefit from 2023’s obsession with wellness – as well as the “lipstick effect”, which sees consumers treating themselves to fun, affordable luxuries when money’s tight. Driven in part by the evolving preferences of Gen Z consumers, cosmetics leaders have embraced wellness-focused approaches to cosmetics that prioritize self-care and self-expression. This strategy continues to prove successful: Throughout Q4 2023, Beauty & Self Care chains saw steady YoY weekly visit growth, especially in November and early December – perhaps highlighting Beauty’s growing role in the holiday shopping frenzy.
One brand leading the cosmetics pack in 2023 was Ulta Beauty – which drew growing crowds with its diverse product selection. Everybody loves makeup, and Ulta makes sure to have something for everyone – from discount fare to more upscale products. Buff City Soap, which now pairs its signature offerings with experiential vibes at some 270 locations across 33 states, also experienced YoY annual visit growth of 14.7%. And Bath & Body Works, which made the Wall Street Journal’s list of best-managed companies for 2023, also saw visit strength, with an overall increase in annual foot traffic, even as Q4 visits saw a slight decline.
If wellness was a key retail buzzword in 2023, value was an equally discussed topic. And Discount & Dollar Stores – ideal destinations for cash-strapped consumers seeking bargain merchandise – made the most of this opportunity. Shoppers frequented these chains year-round for everything from groceries to home goods, propelling the category firmly into the mainstream.
And in Q4 2023, shoppers flocked to discount chains in droves to snag food items, stocking stuffers, and other holiday fare – fueling near-uniform positive YoY foot traffic growth throughout the quarter. The week of October 30th seems to have kicked off the Discount & Dollar holiday shopping season, perhaps showcasing the segment’s growing role as a Halloween candy and costume hotspot.
Every discount chain is somewhat different – and the success of the various Discount & Dollar chains can be attributed to a range of factors. Dollar Tree and Dollar General likely benefited from the broadening and diversification of their grocery selections – while Ollie’s (“Get Good Stuff Cheap!”) solidified its position as a place to find relatively upscale items at a bargain. All three chains – and particularly Dollar General and Ollie’s – also grew their footprints over the past year. Family Dollar (also owned by Dollar Tree) also came out ahead on an annual basis – despite the comparison to a strong 2022.
Of all the Discount & Dollar chains, Five Below saw the biggest surge in foot traffic, partly as a result of its increasing store count. But the retailer’s offerings – affordable toys, party supplies, and other fun splurges – also appear to have been tailor-made for 2023’s retail vibe.
During the fourth quarter of the year, Superstores saw a slight YoY increase in visits – including during the all-important week of Black Friday, beginning on November 20th. (This week was compared with the week of November 21st, 2022, which also included Black Friday). Like Discount & Dollar chains, Superstores saw an appreciable YoY visit uptick during the week of Halloween.
On an annual basis, Superstore mainstays Walmart and Target experienced visit increases of 2.8% and 4.7%, respectively. But while all the major category players enjoyed a successful year, membership warehouse chains’ YoY visit numbers were especially strong. As perfect venues for mission-driven shopping expeditions, Costco, Sam’s Club, and BJ’s likely drew shoppers eager to load up on both inexpensive gifts and essentials.
The traditional Grocery sector also held its own during Q4 2023. Notably, grocery stores saw positive visit growth for most weeks of November and December, a period encompassing the critical Turkey Wednesday milestone – no small feat given the disruptions experienced by the category.
Unsurprisingly, it was discount grocery chains that saw some of the greatest YoY visit growth, as shoppers – including higher-income segments – sought to counter inflation with lower-priced food-at-home alternatives. Whether through opportunistic buying models, private label merchandising, or no-frills customer experiences, value supermarkets proved once again that even quality specialty items don’t have to carry high price tags.
Eating out can be expensive – and when money’s tight, restaurants and other discretionary categories are often first to feel the crunch. But the Dining category seems to have emerged from 2023 relatively unscathed, with overall yearly visits up 2.1% compared to 2022 despite the modest YoY weekly visit gaps in Q4 2023. And given the myriad challenges out-of-home eateries had to contend with in 2023 – from inflation to labor shortages – even the minor weekly gaps are quite an attainment. (As noted, the last two weeks of the quarter reflect calendar discrepancies).
Foot traffic data shows that dining success could be found across sub-categories. Wingstop, Shake Shack, and Jersey Mike’s Subs rocked Fast Casual and QSR, with annual YoY visit growth ranging from 11.8% to 20.3%, partly fueled by the chains’ growing footprints. Full-Service Restaurants also had their bright spots, including all-you-can-eat buffet star Golden Corral and two steak venues: Texas Roadhouse and LongHorn Steakhouse.
And in the Coffee, Breakfast, and Bakeries space, Playa Bowls led the charge. The superfruit bowl chain’s affordable, wellness-oriented treats seem to have been created with 2023 in mind – and during the year Playa Bowls expanded its fleet while also seeing double-digit increases in comparable store sales. Steadily expanding Biggby Coffee and Dutch Bros. Coffee also saw significant YoY foot traffic growth.
New year, new retail opportunities. And though 2023 is firmly in the rearview mirror, the economic headwinds that characterized much of the year have yet to fully dissipate. But every challenge also brings with it new opportunities, and many retailers are adapting to meet their customers' changing wants and needs.
This white paper analyzes location intelligence for 10 brands poised to succeed in 2024. Some, like low-cost apparel and home furnishing stores, are benefitting from consumer trade-down. Others are expanding into rural or suburban areas to meet customers where they are. Read on for some of 2024’s retail winners.
Until around four years ago, New Balance sneakers were commonly seen on the feet of suburban dads – not exactly a recipe for high fashion. But all that began to change in 2019 when the company began collaborating with Teddy Santis, who eventually became New Balance’s creative director. Since then, the brand’s popularity has surged among Gen Z and X and is now one of the fastest-growing sneaker companies in the industry, despite the increasing competition in sneaker space. In 2023, foot traffic to New Balance stores grew 3.3% year-over-year (YoY) and the brand has firmly established itself as ultimate retro cool.
Diving into the demographics of New Balance stores’ captured market trade area reveals the success of the chain’s rebranding. In 2023, New Balance’s trade area included larger shares of “Ultra Wealthy Families,” “Young Professionals,” and “Educated Urbanites” than the average shoe store’s trade area – highlighting New Balance’s successful reinvention as a brand for the young and hip.
The home improvement space is dominated by Lowe’s and Home Depot – but Harbor Freight Tools is quickly making a name for itself as a go-to destination for affordable tools and supplies.
Over the past few years, Harbor Freight Tools has expanded rapidly, with many of its new stores opening in smaller towns and cities. And the expansion appears to be paying off, with visits up YoY during every month of 2023. And although the chain is now operating with a significantly larger store fleet, the average number of visits per venue has generally increased – indicating that the company is expanding into markets where it is meeting a ready demand.
Over a decade after Mackelmore dropped his smash hit “Thrift Shop” in 2012, second-hand stores are still enjoying their time in the limelight. Shoppers, driven by a desire to reduce waste, find unique styles, and to save a few dollars at the till, continue to flock to thrift stores. And Winmark Corporation, which operates five secondhand goods chains – including apparel brands Plato’s Closet (young adult clothes), Once Upon a Child (children's clothes and toys), and Style Encore (women's clothing) – has benefited from the strong demand. Visits to the three Winmark clothing banners increased an average of 5.3% YoY in 2023.
The median household income (HHI) in the trade areas of Winmark’s apparel chains tends to be lower than the median HHI in the wider apparel category – so budget-conscious consumers are driving at least some of the company’s growth. With more consumers looking for ways to cut back on spending in 2024, the demand for second-hand clothes is expected to grow even further – and Winmark is likely to continue reaping the benefits.
HomeGoods, a treasure hunter's dream, is the discount home furnishing retailer owned by off-price retail giant TJX Companies. The chain, which operates over 900 brick-and-mortar stores, recently closed its e-commerce platform to focus on its physical locations – where foot traffic grew 6.0% between 2023 and 2022.
HomeGoods carries kitchen and home decor items along with furniture, and may be benefiting from the relative strength of the houseware segment, driven in part by an increase in at-home entertainment. And in a surprising twist, this low-cost retailer attracts more affluent visitors than visitors to the home furnishing segment overall. The median household income (HHI) in HomeGoods’ trade area stood at $84.7K/year compared to a $78.5K median HHI in the trade area of the average home furnishing chain. As economic uncertainty and the resumption of student loan payments impact consumers, wealthier shoppers seeking a budget-friendly home refresh are likely to continue choosing HomeGoods over pricier alternatives.
Florida-based Bealls, Inc., which got its start as a small town five-and-dime in 1915 in Bradenton, Florida, now operates over 600 stores across the country. The company, which saw an impressive 9.0% YoY increase in visits in 2023, recently consolidated its two largest banners – Burkes Outlet and Bealls Outlet – under the Bealls name.
One reason for Bealls’ success could be its appeal to rural consumers. Over the past five years, the share of households falling into Spatial.ai: PersonaLive’s “Rural Average Income” segment has steadily increased, growing from 12.6% in 2019 to 15.1% in 2023. With rural shoppers continuing to command ever-more attention from retailers, the increase in visits from this segment bodes well for Bealls in 2024.
Ollie’s Bargain Outlet was built for this economy. The chain saw a 13.0% YoY increase in visits in 2023, thanks in part to its popularity among a wide array of budget-conscious consumers. Ollie’s has found success with rural shoppers while maintaining its appeal among value-oriented suburban segments – and the chain’s diverse audience base seems to be setting it apart from other discount retailers.
A closer look at the chain’s captured market data, layered with the Spatial.ai: Personalive dataset, reveals that Ollie’s trade area includes larger shares of the “Blue Collar Suburbs” and “Suburban Boomer” segments when compared to the wider Discount & Dollar Stores category. As the chain plots its expansion, focusing on suburban and rural areas may help Ollie’s meet its customers where they are.
Trader Joe’s has managed to do what few stores can. The company does not invest in marketing, has no online shopping options, and loyalty programs? Forget about it. But despite this unusual approach to running a business, the California native has enjoyed consistent success over the years, with a 12.4% YoY increase in visits in 2023.
Trader Joe’s is particularly popular among younger shoppers, perhaps thanks to the company’s focus on sustainability and social responsibility – as well as its famously low prices. Analyzing the chain’s trade area using the AGS: Panorama dataset reveals that Trader Joe’s attracts more “Emerging Leaders” and “Young Coastal Technocrats” (segments that describe highly educated young professionals) than the average grocery chain. With Gen Z particularly concerned about putting their money where their mouth is, Trader Joe’s is likely to sustain its momentum in 2024 and beyond.
Convenience stores are growing up and evolving into bona-fide dining destinations. And Foxtrot, a Chicago-based chain with 29 stores across Texas, Illinois, Washington, Maryland, and Virginia, is one c-store redefining what a convenience store can be. The chain, which announced a merger with Dom’s Kitchen in November 2023, offers an upscale convenience store experience and is particularly known for including local brands in its product assortment as well as its excellent wine curation and dining options.
Visitors to the chain were significantly more likely to fall into AGS: Behavior & Attitudes dataset’s “Wine Drinker” or “Nutritionally Aware” segments than visitors to nearby convenience stores. The company plans to ramp up store openings, particularly in the suburbs, where convenience and a good bottle of wine might just find the perfect home as a welcome distraction from the daily grind.
Jersey Mike’s is one of the fastest-growing franchise dining chains in the country, operating over 2,500 locations in all 50 states. The sandwich chain has seen its popularity take off over the past few years, with 2023 visits up 14.1% YoY and plans to open 350 new stores in 2024.
The company has long prioritized affluent class suburban customers – and visitation data layered with the Experian: Mosaic dataset reveals that Jersey Mike’s has indeed succeeded in attracting this audience. The percentage of “Booming with Confidence” and “Flourishing Families” (both affluent segments) in Jersey Mike’s trade area was larger than in the trade areas of the average sub sandwich chain. As Jersey Mike’s continues its expansion, focusing on suburban areas may continue to serve the chain well.
The East Coast may not be the first region that pops to mind when thinking about tropical smoothies – but New Jersey-based Playa Bowls is making it work. The company was founded by avid surf enthusiasts determined to bring the flavors of their favorite surfing towns stateside.
Playa Bowls has enjoyed strong visit numbers in 2023, with overall visits up 23.0% and average visits per venue up 17.1% YoY – and part of the chain’s success may be driven by its ability to draw wealthier customers to its stores. The Experian: Mosaic dataset reveals that the “Power Elite” segment is overrepresented in the company’s trade areas: The share of households falling into that segment from Playa Bowl’s captured market exceeded their share in the company’s potential market. As the chain continues expanding its domestic footprint, it seems to have found its niche among a wealthy customer base.
The past year saw a wide range of challenges facing brick-and-mortar retailers as economic fears continued to shake consumer confidence. But there are plenty of bright spots as the new year gets underway. These ten brands prove that the retail world never stands still, and that the next opportunity is just around the corner.
