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JOANN recently announced that it had filed for bankruptcy, and the company expects to go private as early as next month. Can the retailer still make a comeback? We dove into the data to find out.
JOANN went public in March 2021 – at the height of the pandemic – following a particularly strong 2020. The COVID-era crafting boom had put the company on a growth trajectory, with visits during the first year of the pandemic barely lower than in 2019 despite the lockdowns and movement restrictions. But as the country reopened and people’s schedules filled back up – leaving less time for sewing and knitting – visits began to fall. Foot traffic in 2021 was lower than in 2020, and by 2022, overall visits to the chain were 11.8% lower than they had been in 2019
But now, recent foot traffic data indicates that demand for fabric-related crafting supplies may be rebounding. In 2023, visits to the chain grew relative to 2022 and the visit gap relative to 2019 narrowed. Sewing appears to be making a comeback, with both millennials and Gen-Z exhibiting a newfound interest in the craft. And although the resurgence of interest in fiber arts was not strong enough to prevent JOANN’s recent bankruptcy filing, the YoY visit growth in 2023 indicates that the company should not be written off just yet.
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According to C.F.O. Scott Sekella, 95% of JOANN’s stores are cash-flow positive. The company is also committed to maintaining usual operations during the court-supervised procedure. And this year as well – especially since the end of early 2024’s cold spell – JOANN’s year-over-year (YoY) visits have trended positive, even outperforming YoY foot traffic to other leading crafting retailers.
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The unique nature of JOANN’s products give the company’s brick-and-mortar stores an advantage over digital counterparts: Crafters like to get a feel for the material before purchasing, and amateur DIY-ers who visit physical stores can consult with expert salespeople to receive guidance for ongoing projects. And although foot traffic to JOANN’s stores is not what it was at the height of the pandemic, the YoY visit growth in 2023 indicates that the brand is still serving many committed sewers and knitters who are choosing to shop in-person. So how can JOANN maintain its store fleet while optimizing in-store operations?
Analyzing the change in hourly visits between 2022 and 2023 reveals that the YoY growth is not evenly distributed across dayparts. Morning and early afternoon visits saw modest increases, but traffic growth really ramped up in the afternoon and evening – peaking between 6:00 and 6:59 PM – and visits actually decreased between 7:00 and 8:59 PM. Should the company try to streamline its logistics without sacrificing its large store fleet, JOANN may focus its staffing and operational costs on the dayparts with the most growth potential and reduce expenditure during the less popular timeslots.
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Despite the crafting retailer’s current rough patch, location intelligence suggests that the company is a strong contender for a post-bankruptcy comeback. And the positive YoY trends also indicate that – despite the ongoing headwinds and contraction in discretionary spending – there is still demand for hobby-driven retail in 2024.
How will the bankruptcy proceedings impact foot traffic to JOANN? What does the rest of 2024 hold for the brand?
Check in with our blog at placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

With rumors swirling of a potential Panera Bread IPO in 2024, we dove into the data to find out how the St. Louis, Missouri-based company is performing – and what sets Panera apart from its competition.
Panera Bread has been on a growth spurt recently, with monthly visits over the past 12 months consistently exceeding 2022/2023 levels. Part of the traffic increase may be due to the brand’s larger store fleet – Panera expanded into urban and non-traditional markets with small-format locations focused on pick-up and digital ordering. And the company is not resting on its laurels, with Panera revamping its menu to compete more directly with meal-focussed fast casual concepts.
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Because Panera straddles the line of coffee QSR and fast-casual lunch spot, there is no one dining chain that directly competes with Panera on all fronts. Instead, Panera plays a unique role in the QSR/fast casual landscape: The chain has a strong café feel, with the company’s “Sip Club” membership program seems specifically designed to appeal to customers looking for frequent coffee fixes. But Panera also offers more substantial fare, and the upcoming menu overhaul promises to add even more hearty salads and affordable sandwiches to its array of options.
The new menu may be aimed towards attracting more budget-conscious diners thanks to a focus on larger portions and the addition of several items priced at under $10. Some speculate that the changes are also part of the company’s broader refocusing towards the lunchtime daypart. Comparing Panera to Starbucks, which competes with Panera on the coffee shop and affordable foods front, and to Sweetgreen, a strong presence in the fast-casual lunch market, can shed light on Panera’s role within the increasingly competitive dining landscape.
Panera’s hourly visitation pattern highlights its unique place within the wider QSR-fast casual landscape. Like Sweetgreen, Panera experiences a lunchtime foot traffic rush – 30.8% of daily visits to the chain take place between 12 PM and 2 PM. But Panera also receives almost a third of its visits before noon – 30.2% of visits to the chain take between 6 AM and 11 AM, compared to just 13.2% of visits to Sweetgreen. Between 9 AM and 11 AM, Panera’s hourly visit share of 20.8% is almost on par with Starbucks’ 25.3%. (The small number of morning Sweetgreen visits is likely also driven by a difference in opening hours, with most Sweetgreen locations only opening at around 10:30 AM).
Meanwhile, Panera also seems to be a strong dinner contender. Although Panera’s evening performance may not be quite as strong as Sweetgreen’s, the St. Louis-based dining chain still sees 17.3% of its daily visits between 6 PM and 8 PM – almost double Starbucks’ 9.8.%.
These hourly visitation patterns indicate that while a significant contingent of Panera patrons treat the chain as their go-to coffee shop, many others tend to consider Panera as a lunch or early dinner destination.
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Although analyzing hourly visitation patterns highlight similarities between Panera and Sweetgreen, focusing on the three chains’ visitor bases reveals many more similarities between Starbucks and Panera.
The median HHIs in Panera and Starbucks’ trade areas stand at $79.2K/year and $76.4K/year, respectively. Around 34% of both chains’ trade areas consist of non-family and one-person households and 28% consist of households with children. Meanwhile, Sweetgreen tends to attract a much larger share of affluent singles – 42.9% of households in Sweetgreen’s trade area are non-family and one person households, and the salad and grain-bowl focused chain has a trade area median HHI stands at $102K/year.
It seems, then, that although Panera appears to compete with Sweetgreen for the lunch rush – and to a lesser extent, for dinner visits as well – the two brands’ audience bases are substantially different. On the other hand, Panera’s visitor base seems to overlap significantly with that of Starbucks – which may explain Panera’s move towards enhanced portion sizes and affordable meal options, which may set it even further apart from the Seattle-based coffee giant.
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Panera Bread is one of 2024’s most anticipated IPOs – and location intelligence metrics suggest that the buzz is well substantiated.
For more data-driven dining insights, visit our blog at placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Nowruz took place on March 20 this year, and this celebration of the spring equinox dates back over three thousand years. Westwood Blvd, just south of UCLA, is home to a profusion of Persian restaurants, markets, bookstores, and ice-cream stores with flavors not found in your typical Baskin-Robbins. Hence, the affectionate moniker Tehrangeles for this little pocket where an Iranian diaspora has settled.
Restaurants like Shamshiri Grill, with its juicy beef koobideh kebab broiled to perfection and tomatoes that burst in your mouth, proves to be a hit with a wide cross-section of Angelenos. For dessert, be sure to stop at nearby Saffron & Rose for their namesake flavors or Mashti Malone’s for a uniquely Persian faloodeh shirazi, similar to a rosewater sorbet, topped with cherry sauce and rice starch vermicelli.

There are also numerous Persian markets in the area should you want to buy groceries and try cooking yourself. Jordan Market, Tehran Market, and Star Market all see over half their clientele come from the segment of Educated Urbanites.

If you’d like to simultaneously celebrate Women’s History Month and buy yourself a little something for the New Year, then look no further than Cult Gaia, just a short drive away in West Hollywood. Founded by Jasmin Larian Hekmat in 2012, its Ark bag reached cult status within just a few years. Oozing a vacation-ready vibe and cool-girl aesthetic, the LA-based designer has most recently opened up a new store on the ritzy island of St. Barths. While the majority of visits to the West Hollywood store come from metro LA, there are still quite a few fans coming from further afield to shop.


Family Dollar’s parent company Dollar Tree recently announced plans to dramatically rightsize the discount chain’s store fleet, with 600 stores slated for closure in 2024 and more to follow in upcoming years for a total of almost 1000 closures. We dove into the location intelligence for Family Dollar and three other leading value-forward retailers to understand which chain stands to benefit most from Family Dollar’s contraction.
Dollar Tree’s plans to close almost 1000 Family Dollar stores did not surprise retail analysts. Discount & Dollar Stores have been on the rise in recent years, driven in part by significant expansions – visits to the industry up 25.4% in Q1 2023 and up 55.8% in Q4 2023 relative to pre-pandemic Q1 2019. But this growth seems to have bypassed Family Dollar. Q1 2023 visits to the brand were up just 0.8% and traffic during the critical holiday-driven Q4 2023 was up just 9.8% since Q1 2019.
Meanwhile, the eponymous banner of Family Dollar’s parent company Dollar Tree outperformed the wider industry during the same period, with a 28.4% increase in Q1 2023 visits and a 72.1% increase in Q4 2023 visits relative to a Q1 2019 baseline.
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The Discount & Dollar Store space includes major players like Dollar General and the Dollar Tree banner that can fill the voids left by shuttering Family Dollar Venues. Walmart also may step into some of the newly created gaps. Analyzing the demographic and psychographic composition of the trade areas of these four chains – Family Dollar, Dollar General, Dollar Tree, and Walmart – may reveal the chain(s) best positioned to cater to Family Dollar’s current visitor base.
Most people have set daily shopping habits, and chains will likely have more success vying for Family Dollar’s visitor base if they can accommodate the current visitation patterns of Family Dollar shoppers.
Family Dollar and Dollar General respectively receive 37.0% and 37.9% of their daily visits between the hours of 5:00 PM and 8:59 PM. Meanwhile, only 31.2% of Dollar Tree’s visitors and 34.3% of Walmart visitors visited those chains in the late afternoon and evening. The similarities between Dollar General and Family Dollar’s visitation patterns may mean that Dollar General’s staffing and opening schedule is suited to handle the influx of former Family Dollar visitors without making these visitors modify their current shopping behavior.
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Analyzing the four chains by trade area median household income (HHI) also shows that Family Dollar is closer to Dollar General than to Walmart or Dollar Tree – but the data also reveals that Family Dollar serves a distinct demographic base. The chain has a potential market median HHI of $62.1K and a captured market median HHI of $48.3K – in both cases, the lowest trade area median HHI of the four chains analyzed.
Potential market analysis weighs the Census Block Groups (CBG) making up a trade area according to the number of residents in each CBG. The low median HHI in Family Dollar’s potential market means that the chain’s venues tend to be located in lower-income areas compared to the other chains’ store fleets.
Captured market median HHI reflects the median HHI in the CBGs making up a trade area weighted according to the number of visits to the chain from each CBG. And comparing the four chains indicates that the gap between Family Dollar and the other three chains is even larger when looking at the captured market median HHI, with Family Dollar serving the lowest income households within its potential market.
Still, Dollar General’s trade area median HHI is closest to that of Family Dollar – although Family Dollar’s trade area median HHI is still significantly lower than that of Dollar General – which could mean that Dollar General will be most attractive to Family Dollar’s former visitors.
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But looking at other metrics suggests differences in household composition between Family Dollar and Dollar General. Although the potential market share of households with children is similar for the two chains, Family Dollar’s captured market share is higher while Dollar General’s captured market share of households with children is lower.
Family Dollar’s popularity among lower-income households with children may explain why the chain has been struggling in recent years, as this demographic has been particularly hard-hit by the recent economic headwinds. And this distinct demographic base may also mean that Dollar General might want to make some merchandising, pricing, or marketing adjustments to best serve Family Dollar’s former visitors.
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Although the demographic composition of Family Dollar’s trade areas sets the chain’s visitor base apart, diving into the psychographic segmentation of the chain’s captured and potential market highlights similarities with other value-forward retailers.
All four chains analyzed seem particularly popular with rural audiences – specifically with the Rural Average Income and Rural Low Income segments as defined by the Spatial.ai: PersonaLive dataset. (Dollar General and Walmart also see a disproportionate number of visits from the Rural High Income segment within their potential markets.) So some of Family Dollar’s rural shoppers may already be visiting Walmart or Discount & Dollar Stores – and these other retailers may choose to open in areas where Family Dollar is closing and where no other discounter currently operates.
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The massive rightsizing of Family Dollar’s store fleet creates major opportunities for other value-driven retailers to expand their reach. Who will end up benefiting most from these shifts?
Check in with placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Last year’s retail vibe was nothing if not experiential. Inflation led consumers to trade down and cut back on discretionary spending – but people still sought out fun, affordable venues to meet up with friends and let off some steam.
So with 2023 firmly in the rearview mirror, we dove into the data to check in with Dave & Buster’s Entertainment Inc., owner of eatertainment chain Dave & Buster's, and – since 2022 – Main Event Entertainment. How did the company’s two brands fare in the final months of 2023 and at the start of 2024? And what lies in store for them in the months ahead?
Dave & Buster’s, the sports bar arcade that invites harried grown-ups to cast aside their worries and “unlearn adulthood”, is thriving. With some 160 venues across 42 states, Dave and Buster’s offers the most tightly-wound consumers an inexpensive escape from real life – someplace they can unwind with friends over a beer, some mouthwatering shareables, and a bit of friendly skee-ball.
Over the past several years, Dave & Buster’s has grown its store count, and in 2022 broadened its portfolio with Main Event Entertainment – the family-oriented eatertainment concept that pairs arcade games with larger format activities such as laser tag and bowling. And since November 2023, both brands have sustained mainly positive year-over-year (YoY) visit growth, disrupted only by January 2024’s inclement weather.
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Main Event Entertainment’s purchase by Dave & Buster’s appears to have been a natural move on the company’s part. Overlaying foot traffic data with demographics from STI’s PopStats reveals that the two chains’ comparable offerings attract customers with similar income profiles: In 2023, Dave & Buster’s’ and Main Event’s captured markets featured median household incomes (HHIs) of $67.3K and $67.6K, respectively – just under the nationwide baseline of $69.5K.
But the acquisition of Main Event has also allowed Dave & Buster’s Entertainment, Inc. to broaden its visitor base. Both of the company’s brands attract plenty of singles and families with children. But while Dave & Buster’s young-adult-oriented vibe holds special appeal for people living on their own, Main Event’s child-friendly activities make it a particularly attractive destination for parental households. Together, the two chains offer something for everyone – cementing the company’s role as an eatertainment leader.
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Dave & Buster’s and Main Event also enjoy similar weekly visitation patterns. Unsurprisingly, the two chains are busiest on Saturdays, followed by Sundays and Fridays, and quieter during the rest of the week. But both brands have also found creative ways to boost weekday visits. On Wednesdays, Dave & Buster’s offers a 50%-off deal, letting customers play their favorite games at half the price – and fueling a significant midweek foot traffic spike. Main Event Entertainment, for its part, draws weekday crowds on Mondays with an afternoon all–you-can-play special.
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Everybody needs to let their hair down sometimes – and with Spring Break right around the corner, both Dave & Buster’s and Main Event are building momentum with seasonal specials aimed at making their offerings even more affordable.
For both chains, March is an important milestone – in 2023, Dave & Buster’s and Main Event drew 41.0% and 82.9% more traffic during the week of March 13th, respectively, than they did, on average, throughout the rest of year. And if recent visit trends are any indication, the two brands appear poised to enjoy a healthy Spring Break and a strong rest of 2024.
For more data-driven retail and dining insights, follow Placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Despite the individual restaurant success stories in 2023, last year was also a period of economic headwinds in the dining industry. But Darden Restaurants – and its largest chains Olive Garden, LongHorn Steakhouse, and Cheddar’s Scratch Kitchen – continued to drive foot traffic. We dove into the location analytics for these three Darden brands and took a closer look at the shifts in consumer behavior impacting the dining space.
Foot traffic in 2023 was largely positive for Olive Garden, LongHorn Steakhouse, and Cheddar’s Scratch Kitchen, with the strong visit trends likely helping drive Darden’s recent sales growth.
All three brands posted impressive YoY visit growth in Q1 2023, perhaps aided by the comparison to an Omicron-impacted, muted Q1 2022. LongHorn Steakhouse then pulled ahead of the pack in Q2 and Q3 with YoY foot traffic up 3.7% and 4.8%, respectively, before finishing the year off strong with a 3.8% YoY visit increase in Q4. But the real Darden star in Q4 was Olive Garden. The Italian-focused chain’s success was likely bolstered by the return of the Never Ending Pasta Bowl – offered from late September 2023 through mid-November – which appears to have attracted even more hungry diners than it did the previous year.
Meanwhile, YoY visits to Cheddar’s Scratch Kitchen increased during the first three quarters of 2023 and held relatively steady in Q4 – YoY visits during the last quarter of the year were down just 0.7% – highlighting the overall strength of Darden’s portfolio.
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Though 2023 was a particularly successful year for Darden foot traffic, Olive Garden, LongHorn, and Cheddar’s were not immune to this year’s arctic blast. The extreme weather in January 2024 impacted dining visits and put a damper on traffic to these chains. But once the weather warmed up in February 2024, YoY visits to Olive Garden, LongHorn, and Cheddar’s began to heat up as well – outpacing even the strong early 2023 traffic – indicating that Darden brands are likely in for another year of robust visits.
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Diving deeper into the analytics for Darden’s brands indicated that shifts in consumer behavior may be a factor in the restaurants’ recent foot traffic gains. Analysis of hourly visits to Olive Garden, LongHorn, and Cheddar’s since 2019 revealed that a greater share of visitors are now engaging with their favorite restaurants during non-traditional dayparts in the mid and late afternoon.
The share of daily Olive Garden, LongHorn, and Cheddar’s visitors visiting between 2 PM and 5:59 PM was higher in 2023 than in 2019 for all three brands. Olive Garden had the largest share of mid and late afternoon visits in 2022 at 32.6% and maintained its share of 2:00 PM to 5:59 PM visitation in 2023. Meanwhile, LongHorn and Cheddar’s share of visits during the 2:00 PM to 5:59 PM daypart continued increasing in 2023 relative to the previous year, which suggests that this trend of late afternoon and early dinner visits is becoming the new normal.
As eating out early is becoming more prevalent in the casual dining space – as well as in fine dining and steakhouse restaurants – Darden might capitalize on this trend by adding more happy hours and other late-afternoon specials to its restaurants’ menus.
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Darden’s biggest chains succeeded in driving foot traffic growth in 2023 and early 2024. Location analytics indicated that while demand for the brands is consistent, consumer behavior is always changing. How will these restaurants navigate the rest of 2024? Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
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.

Everybody loves coffee. And with some 75% of American adults indulging in a cup of joe at least once a week, it’s no wonder the industry is constantly on an upswing.
In early 2024, year-over-year (YoY) visits to coffee chains increased nationwide – with every state in the continental U.S. experiencing year-over-year (YoY) coffee visit growth.
The most substantial foot traffic boosts were seen in smaller markets like Oklahoma (19.4%), Wyoming (19.3%), and Arkansas (16.9%), where expansions may have a more substantial impact on statewide industry growth. But the nation’s largest coffee markets, including Texas (10.9%), California (4.2%), Florida (4.2%), and New York (3.5%), also experienced significant YoY upticks.
The nation’s coffee visit growth is being fueled, in large part, by chain expansions: Major coffee players are leaning into growing demand by steadily increasing their footprints. And a look at per-location foot traffic trends shows that by and large, they are doing so without significantly diluting visitation to existing stores.
On an industry-wide level, visits to coffee chains increased 5.1% YoY during the first five months of 2024. And over the same period, the average number of visits to each individual coffee location declined just slightly by 0.6% – meaning that individual stores drew just about the same amount of foot traffic as they did in 2023.
Drilling down into chain-level data shows some variation between brands. Dutch Bros., BIGGBY COFFEE and Dunkin’ all saw significant chain-wide visit boosts, accompanied by minor increases in their average number of visits per location.
Starbucks, for its part, which reported a YoY decline in U.S. sales for Q2 2024, maintained a small lag in visits per location. But given the coffee leader’s massive footprint – some 16,600 stores nationwide – its ability to expand while avoiding more significant dilution of individual store performance shows that Starbucks’ growth is meeting robust demand.
What is driving the coffee industry’s remarkable category-wide growth? And who are the customers behind it? This white paper dives into the data to explore key factors driving foot traffic to leading coffee chains in early 2024. The report explores the demographic and psychographic characteristics of visitors to major players in the coffee space and examines strategies brands can use to make the most of the opportunity presented by a thriving industry.
One factor shaping the surge in coffee visit growth is the slow-but-sure return-to-office (RTO). Hybrid work may be the post-COVID new normal – but RTO mandates and WFH fatigue have led to steady increases in office foot traffic over the past year. And in some major hubs – including New York and Miami – office visits are back to more than 80.0% of what they were pre-pandemic.
A look at shifting Starbucks visitation patterns shows that customer journeys and behavior increasingly reflect those of office-goers. In April and May 2022, for example, 18.6% of Starbucks visitors proceeded to their workplace immediately following their coffee stop – but by 2024, this share shot up to 21.0%.
Over the same period, the percentage of early morning (7:00 to 10:00 AM) Starbucks visits lasting less than 10 minutes also increased significantly – from 64.3% in 2022 to 68.7% in 2024. More customers are picking up their coffee on the go – many of them on the way to work – rather than settling down to enjoy it on-site.
Dunkin’ is another chain that is benefiting from consumers on the go. Examining the coffee giant’s performance across major regional markets – those where the chain maintains a significant presence – reveals a strong correlation between the share of Dunkin’ visits in each state lasting less than five minutes and the chain’s local YoY trajectory.
In Wisconsin, for example, 50.9% of visits to Dunkin’ between January and May 2024 lasted less than five minutes. And Wisconsin also saw the most impressive YoY visit growth (5.9%). Illinois, Ohio, Maine, and Connecticut followed similar patterns, with high shares of very short visits and strong YoY showings.
On the other end of the spectrum lay Tennessee, Alabama, and Florida, where very short visits accounted for a low share of the chain’s statewide total – under 40.% – and where visits declined YoY.
Dunkin’s success with very short visits may be driven in part by its popular app, which makes it easy for harried customers to place their order online and save time in-store. And this is good news indeed for the coffee leader – since customers using the app also tend to generate bigger tickets.
Dutch Bros.’ meteoric rise has been fueled, in part, by its appeal to younger audiences. Recently ranked as Gen Z’s favorite quick-service restaurant, the rapidly-expanding coffee chain sets itself apart with a strong brand identity built on cultivating a positive, friendly customer experience.
And Dutch Bros.’ people-centered approach is resonating especially well with singles – including young adults living alone – who may particularly appreciate the chain’s community atmosphere.
Analyzing the relative performance of Dutch Bros.’ locations across metro areas – focusing on regions where the chain has a strong local presence – shows that it performs best in areas with plenty of singles. Indeed, the share of one-person households in Dutch Bros.’ local captured markets is very strongly correlated with the coffee brand’s CBSA-level YoY per-location visit performance. Areas with higher concentrations of one-person households saw significantly more YoY visit growth in the first part of 2024. (A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice).
The share of one-person households in Dutch Bros.’ Tucson, AZ captured market, for example, stands at 33.4% – well above the nationwide baseline of 27.5%. And between January and May 2024, Tucson-area Dutch Bros. saw a 6.0% increase in the average number of visits per location. Tulsa, OK, Medford, OR, and Oklahoma City, OK – which also feature high shares of one-person households (over 30.0%) – similarly saw per-location visit increases ranging from 3.6% - 7.0%. On the flip side, Fresno, CA, Las Vegas-Henderson-Paradise, NV, and San Antonio-New Braunfels, TX, which feature lower-than-average shares of single-person households, saw YoY per-location visit declines ranging from 1.5%-9.5%.
As Dutch Bros. forges ahead with its planned expansions, it may benefit from doubling down on this trends and focusing its development efforts on markets with higher-than-average shares of one-person households – such as university towns or urban areas with lots of young professionals.
Michigan-based BIGGBY COFFEE is another java winner in expansion mode. With a growth strategy focused on emerging markets with less brand saturation, BIGGBY has been setting its sights on small towns and rural areas throughout the Midwest and South. Though the chain does have locations in bigger cities like Detroit and Cincinnati, some of its most significant markets are in smaller population centers.
And a look at the captured markets of BIGGBY’s 20 top-performing locations in early 2024 shows that they are significantly over-indexed for suburban consumers – both compared to BIGGBY as a whole and compared to nationwide baselines. (Top-performing locations are defined as those that experienced the greatest YoY visit growth between January and May 2024).
“Suburban Boomers”, for example – a Spatial.ai: PersonaLive segment encompassing middle-class empty-nesters living in suburbs – comprised 10.6% of BIGGBY’s top captured markets in early 2024, compared to just 6.6% for BIGGBY’s overall. (The nationwide baseline for Suburban Boomers is even lower – 4.4%.) And Upper Diverse Suburban Families – a segment made up of upper-middle-class suburbanites – accounted for 9.6% of the captured markets of BIGGBY’s 20 top locations, compared to just 7.2% for BIGGBY’s as a whole, and 8.3% nationwide.
Coffee has long been one of America’s favorite beverages. And java chains that offer consumers an enjoyable, affordable way to splurge are expanding both their footprints and their audiences. By leaning into shifting work routines and catering to customers’ varying habits and preferences, major coffee players like Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are continuing to thrive.
