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About the Placer.ai Mall Index: The Placer.ai Mall Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Mall visits largely rebounded in March following their February drop. Traffic to indoor malls grew 1.8% year-over-year while open-air shopping centers and outlet malls saw their YoY visit gaps narrow to 1.1% and 0.7%, respectively. The rebound may be driven by the slight increase in consumer confidence among younger consumers (under 35 years old) and consumers from households earning over $125K a year – since affluent households are overrepresented in the trade areas of all three mall formats.
Indoor malls’ March YoY visit growth is the latest manifestation of the format’s strength. Between Q2 2023 and Q1 2024, open-air shopping centers led the shopping center space as this format consistently outperformed the other two mall types on a YoY visit basis. But over the past year, indoor malls have led the pack, with YoY visit trends to indoor malls consistently stronger than visitation metrics for the other two formats.
Some of the strength of indoor malls could be attributed to a sort of “survival of the fittest.” Many indoor malls shuttered in recent years, so the malls that remain in operation – such as the top-tier malls in the Placer.ai Indoor Mall Index – may be receiving some of the traffic that may have previously gone to less successful malls. Indoor malls are likely also benefiting from a renewed demand for the indoor mall experience – which could explain the string of recent investments in class B malls – from Walmart’s purchase of the Monroeville mall to Simon’s redevelopment of the Smith Haven Mall.
March 2025 marked the five-year anniversary of the retail lockdowns. And although this past month marked an improvement in visitation trends on a YoY basis, zooming out in time reveals that the pandemic is still having a lingering impact on both the quantity and quality of mall visits across formats.
All three mall types received fewer, shorter visits in Q1 2025 compared to Q1 2019, with outlet malls seeing the largest drop in both visit numbers and visit duration. Open-air shopping centers experienced the strongest recovery in terms of visit numbers – Q1 2025 traffic was just 2.0% lower than in Q1 2019 – while visit duration fell 4.4%. Indoor malls saw the strongest rebound in visit duration, with Q1 2025 visits only 2.9% shorter than pre-pandemic – but visit numbers were down 7.4%. So despite the resilience of open-air shopping centers and the recent visit gains of indoor malls, the shopping center industry still has a ways to go before visitation patterns return to pre-COVID levels across the board.
As the industry looks beyond the five-year mark, the future of malls will likely depend on adaptability. Operators who can balance digital integration, experiential offerings, and responding to shifting consumer preferences will be best positioned to thrive in a post-COVID retail environment.
While the positive March visit data offers a degree of optimism for the mall industry, it's crucial to acknowledge that the sector is still navigating the long-term effects of the pandemic, characterized by fewer and shorter visits compared to pre-2020. At the same time, the recent success of indoor malls suggests a potential shift in consumer preferences or a concentration of traffic in stronger locations, highlighting the ongoing evolution of the retail landscape. Moving forward, the resilience and future success of malls will likely hinge on their ability to adapt to changing consumer behaviors and integrate innovative strategies that enhance the overall shopping experience.
Consumers are as interested as ever in heath-conscious eating, and many are turning to protein-packed diets to meet their fitness and wellness goals. We took a closer look at two retailers making a name for themselves in the high-protein, health-centric food space – Wild Fork Foods and Clean Eatz.
Wild Fork Foods is a paradise for meat and seafood lovers. The chain, which boasts nearly 60 locations nationwide, is at once a grocer, specialty products purveyor, and prepared foods destination. While much of Wild Fork’s product selection is frozen-meat-centric, the chain also offers a robust array of prepared foods.
And consumers seem to be resonating with the brands’ offerings – foot traffic to Wild Fork Foods consistently outpaced overall grocery visits, with YoY visits 33.8% higher in February 2025 than in February 2024, while overall grocery visits dropped by 1.7%. While some of this visit growth can be attributed to an increase in locations, Wild Fork’s strong performance bodes well for the brand.
Clean Eatz takes a different approach with its product offerings. While the chain boasts an on-site cafe, its real strength lies in its prepared meals and meal kits, which can be ordered individually or as part of full meal plans for the week. Each plan includes detailed nutrition information, making the chain an ideal option for those looking to take their diet to the next level.
This health-centric approach seems to be resonating with visitors, with Clean Eatz foot traffic outperforming the fast-casual restaurant segment in all months analyzed. And like Wild Fork, Clean Eatz has expanded over the past year, opening 14 locations between Q3 2023 and Q3 2024.
While Wild Fork and Clean Eatz share similarities in foot traffic trends and expansion efforts, a closer look at visitor demographics reveals key differences that highlight their respective strengths.
Compared to Wild Fork, Clean Eatz receives more of its traffic during the weekday – 77.3% of Clean Eatz’ visits take place on Monday through Friday, in contrast to Wild Fork’s 62.6%. Similarly, a higher share of Clean Eatz visitors visit the chain on their way to or from work – 14.9% and 10.0%, respectively – compared to Wild Fork’s 7.8% and 4.8%.
This suggests that Clean Eatz has become a convenient meal option for busy weekdays, while Wild Fork primarily attracts shoppers making planned stock-up trips.
Examining demographic data reveals additional distinctions between Wild Fork and Clean Eatz’ customers beyond their shopping preferences. While both chains draw visitors from trade areas with relatively high median household incomes (HHI), Wild Fork’s captured market skews wealthier, with a median HHI of $106.3K, compared to $83.9K for Clean Eatz.
Wild Fork’s trade area also includes significantly more "Near-Urban Diverse Families" – middle-class households living in or near cities – while Clean Eatz thrived with suburban audiences, capturing a higher share of the "Blue Collar Suburbs" Spatial.ai: PersonaLive segment.
These differences highlight that there is plenty of room within the prepared foods segment for a wide range of concepts. By aligning their offerings with customer preferences – perhaps by expanding into suburban markets or focusing on premium selections – retailers can carve out their own space and thrive.
Wild Fork and Clean Eatz are making names for themselves in the prepared food and gourmet grocery spaces. By tailoring their offerings to different consumer preferences, they’ve proven that multiple concepts can thrive within the high-protein food segment.
Will the space continue to evolve? Visit Placer.ai to find out.
Eatertainment concepts have grown in popularity as consumers continue to prioritize experiences. We dove into the latest location intelligence for one of the leaders in the space – Dave & Buster’s – to explore the consumer behavior and demographics behind its foot traffic growth.
Throughout the first three quarters of 2024, visits to Dave & Buster’s increased year-over-year (YoY), likely due to an emphasis on remodels aimed at improving the entertainment and dining experience, as well as the brand’s continued expansion. And though the chain experienced a moderate visit gap in Q4 2024, it finished out the year with an overall 3.0% YoY increase in visits. Visits to the chain in 2024 were also up 4.7% when compared to 2019 (pre-pandemic) – an impressive showing given the headwinds that have plagued the wider full-service restaurant space in recent years.
Although visits to Dave & Buster’s have lagged YoY most weeks in 2025 so far, this may have more to do with severe weather experienced in large parts of the country than with a sustained decrease in demand for the chain. Indeed, during the week of March 17th, 2025, visits increased YoY, highlighting the popularity of March Madness and Dave & Buster’s spring break promotions – and perhaps signaling a positive start to the chain’s busy spring season.
In 2024, Friday through Sunday accounted for a large share of Dave & Buster’s visits (62.7%), but compared to 2023, the days with the greatest increases in foot traffic were Monday (8.2%), Tuesday (8.0%), Thursday (6.8%), and Wednesday (5.3%). Meanwhile, Friday and Saturday traffic increased by only 1.8% and 1.0% respectively, and Sunday visits were flat YoY. So although the chain received a majority of its visits on weekends (Friday-Sunday), most of its YoY visit growth came from weekday visits.
This validates Dave & Buster’s promotional strategy of incentivizing weekday visits when locations can leverage available capacity.
Dave & Buster’s focus on weekday promotions has likely resonated particularly well with its core audience – consumers with median household incomes (HHIs) slightly below the nationwide baseline. For many middle-income Americans, the chance to indulge without overspending is crucial in a time of rising prices and economic uncertainty, and Dave & Buster’s has effectively met their needs with its discounted midweek food, drinks, and gameplay options.
But in addition to young singles and cost-conscious families (such as the “Family Union” segment, encompassing middle-income, middle-aged families in blue-collar occupations), the brand also appeals to several more affluent consumer segments. In 2024, Dave & Buster’s captured market featured higher-than-average shares of both the “Suburban Style” and “Flourishing Families” segments, which include different groups of affluent, middle-aged couples and families. This broad appeal across a diverse range of consumer groups positions the brand on solid footing as it continues to navigate a challenging economic environment.
Dave & Buster's has seen increased customer traffic, likely due to strategic renovations and an expanded footprint. While weekend visits remain dominant, weekday growth indicates successful promotional efforts that resonate with diverse consumer groups.
For more data-driven consumer insights, visit Placer.ai.
Forget water, soda, or tea – coffee reigns supreme in the United States. A recent study reveals that coffee surpasses even water as the nation's most consumed beverage. This continued demand is fueling a robust coffee shop sector that continues to thrive despite economic headwinds.
We took a closer look at industry-wide trends to understand how the segment is performing.
The coffee segment has seen consistent visit growth over the past few years, demonstrating remarkable resilience – a trend fueled by steady consumer demand. Analyzing the baseline change in quarterly visits from Q1 2019 underscores this growth – and also reveals distinct seasonal patterns.
Visits to coffee shops plummeted during the pandemic, as consumers hunkered down at home and many independent coffee shops went out of business – but swiftly rebounded as consumers sought affordable luxuries and a sense of normalcy. Between 2021 and early 2024, coffee foot traffic continued to climb, as chains from Starbucks to Dutch Bros expanded their footprints. The visit growth followed a fairly predictable seasonal rhythm, slowing in the first quarter of the year and peaking in Q4. But though visits in Q4 2024 were slightly higher YoY, they remained relatively flat compared to Q2 and Q3 2024, possibly signaling that the industry may be reaching a plateau.
Looking at the data by region reveals that coffee shop visit growth has been widespread throughout the country, with most CBSAs experiencing growth relative to 2023.
Some areas – like parts of the Midwest and South – experienced especially pronounced growth, suggesting heightened interest in coffee chains in these regions. Coffee visit growth in the South in particular may be partially a reflection of greater market penetration following chain expansions and inflows of domestic migration over the past several years. And while some areas of the country saw YoY declines, most CBSAs saw continued growth, highlighting the consistent appeal of coffee chains across a wide range of markets.
There are hundreds of coffee shops nationwide catering to every kind of coffee drinker – from chains with 2-3 locations specializing in artisanal blends to major players like Starbucks and Dunkin'. And diving into the visit split between small, mid-sized, and large coffee chains shows that mid-sized coffee chains – many of which are drive-thru focused – are gradually claiming a greater share of the market.
Between 2019 and 2024, the share of visitors to mid-sized coffee chains grew from 10.8% to 17.6%. Some of this growth can be attributed to Dutch Bros’ ascendance – but other fast-growing coffee chains like BIGGBY Coffee are contributing to this growth.
Smaller coffee chains also saw their visit share increase, albeit more modestly, from 3.2% in 2019 to 4.4% in 2024. This trend suggests that, while Starbucks and Dunkin' continue to dominate, there remains plenty of room – and interest – for smaller, independent chains to thrive.
Indeed, diving into visitor behavior at small, mid-sized, and large chains highlights the distinct niches these segments effectively fill. Between 2023 and 2024, short visits (<10 minutes) increased more than longer visits at mid-sized and large chains, while large chains actually saw a drop in longer visits, likely a result of increased emphasis on drive-thru and mobile ordering.
Meanwhile small chains saw a greater YoY increase in long visits (+13.4%) than in short ones (+9.1%), suggesting that smaller coffee shops are increasingly filling the niche of a relaxed, destination-oriented experience.
These shifts highlight the different needs that coffee shops can fill within a community, with some offering speed and convenience, while others can meet the desire for a relaxed and personalized coffee experience.
The success of the overall coffee segment highlights the continued consumer demand for affordable luxuries even as economic uncertainty persists, and the benefits of a diverse market that accommodates different visitor needs.
Will the coffee segment continue to thrive into 2025? Visit Placer.ai for the latest data-driven dining insights.
College students make up a small portion of the U.S. population, but they wield an outsize influence in the consumer market. Despite being notoriously budget-conscious, collegians value enjoyment and willingly splurge on experiences. And as tomorrow’s affluent consumers, today’s college students can deliver big future rewards for brands that successfully build lasting relationships with the segment.
So with spring break upon us, we dove into the data to see how today’s college crowd allocates its dining dollars. Where do they like to eat out? And how can brands best cater to their preferences?
Tight budgets notwithstanding, students are always on the hunt for delicious treats that don’t break the bank. And while overindulgence in beer and pizza traditionally led to the dreaded “freshman fifteen”, location analytics show that today’s college students are a bit more discerning. They balance cost with a desire for elevated experiences – while also prioritizing healthier options.
Against this backdrop, it may come as no surprise that fast-casual chains hit the college sweet spot between indulgence and affordability. In 2024, the share of STI:Landscape’s “Collegian” segment in the captured market trade areas of fast-casual chains nationwide stood at 54% above the nationwide baseline – meaning that this demographic’s representation among fast-casual’s visitor base was 54% above average. Specialty drinks – think healthful smoothies, boba teas, and juices – also stood out as particularly popular among the college crowd. Meanwhile, the share of college students in the captured markets of full-service restaurants (FSR), traditional coffee spots, and quick-service chains (QSR) was significantly lower – though still on par with, or slightly above, the nationwide baseline.
Within the specialty drink and fast-casual segments, certain chains attract a particularly strong college following, including Noodles & Company – which likely draws students with its unique twist on comfort foods like mac and cheese. Playa Bowls and Kung Fu Tea are also especially popular among undergrads on the hunt for wholesome, convenient pick-me-ups.
Even within categories that typically see fewer college patrons, such as FSR and QSR, select brands maintain a strong hold on this market. Wine club Postino and KPOT Korean BBQ & Hotpot – both of which offer elevated, unique experiences that deliver plenty of bang for the buck – are popular among collegians. Several mass-market FSR and QSR chains, including Waffle House, Texas Roadhouse, The Cheesecake Factory, Chili’s Grill & Bar, Raising Cane’s, Culver’s, Papa John’s Pizza, and Taco Bell also draw significantly higher-than-average college crowds. And within the coffee space, chains like Dutch Bros, and Scooter’s Coffee that offer specialty beverages like smoothies and energy drinks pull in above-average shares of college crowds.
How do college students interact with the dining brands they love? Zooming in on college town venues that cater specifically to the student crowd can shed light on the unique eating-out behaviors of this demographic.
Nationwide, the share of college students in coffee shops’ captured markets is just over the segment’s overall share in the population (+6%). But Starbucks locations near college campuses are positively teeming with students. A remarkable 81.9% of the captured market of the Starbucks near Indiana University, for example (on S. Indiana Ave in Bloomington, IN), belonged to STI:Landscape’s “Collegian” segment in 2024 – 5386% above the national average. Similar patterns were observed at locations near Texas A&M University and Penn State, where the segment made up 70.3% and 61.3%, respectively, of the locations’ visitor bases.
And these students tended to linger far longer than visitors to other Starbucks locations, either to study or hang out with friends – between 28.0 and 34.0 minutes on average, compared to 14.1 minutes for the chain as a whole.
Students also crave quick bites to power them through late-night study marathons and parties. Although most Taco Bells are busiest in the afternoons and early evenings, the one on S. Providence Rd. in Columbia, MO (near Mizzou) – with 68.5% of its market composed of “Collegians” – saw nearly half of visits take place after 8:00 PM last year. The same pattern held true at Taco Bell sites near the University of Florida in Gainesville and Texas A&M in College Station.
Collegian consumer activity typically peaks in August, when back-to-school shopping surges. And this holds true for college town restaurants as well. In 2024, visits to Chili’s locations serving college students – such as the Texas Ave S. location in College Station, TX, where the “Collegian” segment comprises 57.8% of its market – saw a notable visit spike in August. But in December, Chili's busiest month nationwide, things slowed down considerably at the analyzed campus-adjacent locations, as students headed back home for the holidays.
From hearty fast-casual fare to specialty drinks, late-night burritos, and lengthy coffee shop study sessions, college students blend cost-consciousness with a desire for quality and experience. And their loyalty to brands that strike this balance – while catering to their unique preferences and behaviors – can be massive, especially once they leave campus and their spending power grows.
Visit Placer.ai for more data-driven consumer insights.
Why has Old Navy introduced occasionwear? Examining the product selection available at the six brick-and-mortar apparel chains most frequently visited by Old Navy visitors (T.J. Maxx, Kohl’s, Marshalls, Ross Dress for Less, DICK’s Sporting Goods, and Macy’s) can shed light on the apparel needs of Old Navy’s consumer base.
Old Navy shoppers seem to like activewear – all six of Old Navy’s biggest brick-and-mortar competitors in the apparel space carry a large selection of sportswear and athleisure. In fact, the apparel selection at DICK’s Sporting Goods – the fifth most frequently visited chain among Old Navy visitors – is limited to only athletic wear. Old Navy already holds a strong competitive position in this category with its popular activewear collection.
But some Old Navy shoppers may be visiting brick-and-mortar apparel chains in search of the perfect evening dress – five of the top six retailers competing with Old Navy for apparel visits carry evening wear. So expanding its product line to include prom dresses and similar items may help Old Navy recapture some of the traffic lost to competitors from customers in search of occasionwear.
The positive retail momentum observed in Q1 2024 continued into Q2 – as stabilizing prices and a strong job market fostered cautious optimism among consumers. Year-over-year (YoY) retail foot traffic remained elevated throughout the quarter, with June in particular seeing significant weekly visit boosts ranging from 4.7% to 8.5%.
The robustness of the retail sector in Q2 was also highlighted by positive visit growth during the quarter’s special calendar occasions, including Mother’s Day (the week of May 6th) and Memorial Day (the week of May 27th). And though consumer spending may moderate as the year wears on, retail’s strong Q2 showing offers plenty of room for optimism ahead of back-to-school sales and other summer milestones.
On a quarterly basis, overall retail visits rose 4.2% in Q2. And diving into specific categories shows that value continued to reign supreme, with discount and dollar stores seeing the most robust YoY visit growth (11.2%) of any analyzed category.
Other essential goods purveyors, such as grocery store chains (7.6%) and superstores (4.6%), also outperformed the overall retail baseline. And fitness – a category deemed essential by many health-conscious consumers – outpaced overall retail with a substantial 6.0% YoY foot traffic increase.
The decidedly more discretionary home improvement industry performed less well than overall retail in Q2 – but in another sign of consumer resilience, it too experienced a YoY visit uptick. And overall restaurant foot traffic increased 2.6% YoY.
Discount and dollar stores enjoyed a strong Q2 2024, maintaining YoY visit growth above 10.0% for six out of the quarter’s 13 weeks. Only during the week of April 1st did the category see a temporary decline, likely the result of an Easter calendar shift. (The week of April 1st 2024 is being compared to the week of April 3rd, 2023, which included the run-up to Easter)
Some of this growth can be attributed to the continued expansion of segment leaders like Dollar General. But the category has also been bolstered by the emphasis consumers continue to place on value in the face of still-high prices and economic uncertainty.
Dollar General, which has been expanding both its store count and its grocery offerings, saw YoY visits increase between 9.1% and 15.9% throughout the quarter. Affordable-indulgence-oriented Five Below, which has also been adding locations at a brisk clip, saw YoY visits increase between 4.9% and 18.8%.
And though Dollar Tree has taken steps to rightsize its Family Dollar brand, the company’s eponymous banner – which caters to middle-income consumers in suburban areas – continued to grow both its store count and its visits in Q2.
Grocery store chains also performed well in Q2 2024 – experiencing strongly positive foot traffic growth throughout the quarter. Though the sector continues to face its share of challenges, stabilizing food-at-home prices and improvements in employee retention and supply chain management have helped propel the industry forward.
Diving into the performance of specific chains shows that within the grocery segment, too, price was paramount in Q2 2024 – with limited-assortment value grocery stores like Aldi and Trader Joe’s leading the way.
Traditional chains H-E-B and Food Lion (owned by Ahold Delhaize) – both of which are known for relatively low prices – outperformed the wider grocery sector with respective YoY foot traffic boosts of 11.4% and 8.7%. But ShopRite, Safeway (owned by Albertsons), Kroger, and Albertsons also drew more visits in Q2 2024 than in the equivalent period of last year.
Fitness has proven to be relatively inflation-proof in recent years – thriving even in the face of reduced discretionary spending and consumer cutbacks. Indeed, rising prices may have actually helped boost gym attendance, as people sought to squeeze the most value out of their monthly fees and replace pricy outings with already-paid-for gym excursions.
And despite lapping a remarkably strong 2023, visits to gyms nationwide remained elevated YoY in Q2 2024.
Diving into the data for some of the nation’s leading gyms shows that today’s fitness market has plenty of room at the top. Planet Fitness, 24 Hour Fitness, Life Time Fitness, Orangetheory Fitness, and LA Fitness all experienced YoY visit growth in Q2 2024 – reflecting consumers’ enduring interest in all things wellness-related.
But it was EōS Fitness and Crunch Fitness – two value gyms that have been pursuing aggressive expansion strategies – that really hit it out of the park, with respective YoY foot traffic increases of 23.4% and 21.4%.
The week of April 1st saw a decline in YoY visits to superstores – likely attributable to the Easter calendar shift noted above. But the category quickly rallied, and with back-to-school shopping and major superstore sales events coming up this July, the category appears poised to enjoy continued success throughout the summer.
Within the superstore category, wholesale clubs continued to stand out – with Costco Wholesale, Sam’s Club and BJ’s Wholesale Club enjoying YoY foot traffic growth ranging from 12.0% to 7.4%. But Target and Walmart also impressed with 4.6% and 4.0% YoY visit increases.
Inflation, elevated interest rates, and a sluggish real estate market have created a perfect storm for the home improvement industry, with spending on renovations in decline. The accelerated return to office has likely also taken its toll on the category, as people spend more time outside the home and have less availability to immerse themselves in DIY projects.
But despite these challenges, weekly YoY foot traffic to home improvement and furnishing chains remained elevated throughout much of the Q2 – with June and April seeing mostly positive YoY visit growth, and May hovering just below 2023 levels. This (modest) visit growth may be driven by consumers loading up on supplies for necessary home repairs, or by shoppers seeking materials for smaller projects. And given the importance of Q2 for the home improvement sector, this largely positive snapshot may offer some promise of good things to come.
Some chains within the home improvement category continued to perform especially well in Q2 2024 – with rapidly expanding, budget-oriented Harbor Freight Tools leading the pack. But Ace Hardware, Menards, The Home Depot, and Lowe’s also saw foot traffic increases in Q2, showcasing the category’s resilience in the face of headwinds.
Restaurants – including full-service restaurants (FSR), quick-service restaurants (QSR), fast-casual chains, and coffee chains – lagged behind grocery stores and other essential goods retailers in Q2 2024, as price-sensitive consumers prioritized needs over wants and ate at home more often.
Still, YoY restaurant foot traffic remained up throughout most of the quarter. And impressively, the sector saw a YoY visit uptick during the week of Mother’s Day (the week of May 6th, 2024, compared to the week of May 8th, 2023) – an important milestone for FSR.
The restaurant industry’s YoY visit growth was felt across segments – though fast-casual and coffee chains experienced the biggest visit boosts. Like in Q1 2024, fast-casual restaurants hit the sweet spot between indulgence and affordability, outpacing QSR in the wake of fast food price hikes. And building on the positive YoY trendline that began to emerge last quarter, full-service restaurants finished Q2 2024 with a 1.4% YoY visit uptick.
Chain expansion was the name of the restaurant game in Q2 2024, with several chains that have been growing their footprints outperforming segment averages – including CAVA, Chipotle Mexican Grill, Ziggi’s Coffee, California-based Philz Coffee, Raising Cane’s, Whataburger, and First Watch. Chili’s Grill and Bar also outpaced the full-service category average, aided by the revamping of its “3 for Me” menu.
Retailers and restaurants in Q2 2024 continued to face plenty of challenges, from inflation to rising labor costs and volatile consumer confidence. But foot traffic trends across industries – including both essential goods purveyors like grocery stores and more discretionary categories like home improvement and restaurants – suggest plenty of room for cautious optimism as 2024 wears on.
Return-to-office (RTO) trends have been closely watched over the past few years, with relevant stakeholders trying to puzzle out the impact remote and hybrid work have had on business operations and worker performance. And while visits to office buildings, overall, remain below pre-pandemic levels, office recovery varies from city to city – reflecting the complex and nuanced nature of regional economic trends, workforce preferences, and industry-specific needs.
This white paper harnesses location analytics to explore office recovery in the country’s second-largest economy – Los Angeles. The first part of the report is based on an analysis of foot traffic data from Placer.ai’s Los Angeles Office Index – an index comprising 100 office buildings in LA (including several in the greater metro area). The second part of the report broadens the lens to analyze visits by local employees to points of interest (POIs) corresponding to four major LA-area office districts: Century City, Downtown LA, Santa Monica, and Culver City. The white paper examines the impact that return-to-work mandates have had on visits to office buildings, discovers which demographic groups are driving the RTO, and explores the connection between commute time and return-to-office rates.
The return to office in Los Angeles has consistently lagged behind other major cities, underperforming nationwide recovery levels since the pandemic ground in-office work to a virtual halt. Still, the city’s office buildings are seeing a steady increase in visits, with foot traffic tending to spike at the beginning of each year. This indicates that even though office visits in LA are still below national averages, they are on a steady growth trajectory – a promising sign for stakeholders in the city.
A closer examination of Los Angeles office buildings also shows that despite the overall lag, some top-performing buildings in the LA metro area are defying the odds. Visits to the 20 local office buildings with the narrowest Q2 2024 post-COVID visit gaps were down just 8.7% in June 2024 compared to January 2019 – significantly outperforming the nationwide average.
So while overall office recovery in the city is still behind nationwide trends, these top-performing buildings indicate an optimistic outlook for the city’s office spaces.
Diving into the demographics of visitors to LA’s top-performing office buildings reveals an important insight: these buildings are attracting younger workers. This cohort has shown a stronger preference for in-person work compared to their older colleagues.
Analyzing the buildings’ captured markets with psychographics from AGS: Panorama reveals that these buildings are attracting visitors from areas with larger shares of "Emerging Leaders" and "Young Coastal Technocrats" than the broader metro area.
"Emerging Leaders'' – upper-middle-class professionals in early stages of their careers – make up 20.3% of households in the trade areas feeding visits to these top-performing buildings, compared to 14.9% in the broader LA CBSA. Similarly, "Young Coastal Technocrats," young and highly educated professionals in tech and professional services, account for 14.7% of households driving visits to the top-performing buildings, compared to only 12.1% in the broader area.
The trend suggests that companies in these high-performing office buildings employ many early-career professionals eager to accelerate their careers and work in-person with colleagues and mentors. This is a positive sign for the future of the office market in the LA metro area, indicating that it is attractive to key demographic groups that are likely to drive future growth and innovation.
Over the past few years, the debate regarding return-to-office mandates has been a heated one. Will employees follow return-to-office requirements? Can companies enforce the return to office after offering remote and hybrid work options? Recent location analytics data suggests that, at least in the Los Angeles metro area, some return-to-office mandates have been effective.
Three major tech companies – Activision Blizzard, TikTok, and SNAP Inc. – recently made their return-to-office policies stricter. Activision mandated a full return to the office in January 2024. TikTok has also intensified its return-to-office policy while seeking to expand its office presence in the greater Los Angeles area. And SNAP Inc. required employees to return to the office earlier this year as a condition of continued employment.
Visitation patterns at each of these companies' respective headquarters suggest that their policies have directly impacted visit frequency. Since the beginning of the year, the share of repeat office visits (defined as two or more visits per week) has increased for all three locations. Activision saw its share of repeat office visits grow from 52.1% in H1 2023 to 61.4% in the same period of 2024. TikTok’s repeat visits grew from 49.5% to 61.0%, and SNAP’s repeat visits increased from 36.6% to 42.8%.
These numbers highlight how return-to-office policies can lead to noticeable changes in office visit patterns and offer a blueprint to other businesses looking to foster a stronger in-office workforce.
Los Angeles is the second-largest metro area in the country, with several distinct business districts across its sprawling landscape. And a closer look at four major office hubs in the greater LA area – Century City, Downtown LA, Santa Monica, and Culver City – highlights how the office recovery can vary, not just by city or demographic, but on a neighborhood level.
Weekday visits by local employees to all four analyzed business districts have rebounded significantly since 2020 – though each area has followed its own particular trajectory.
Culver City, home to major businesses including Sony Pictures and Disney Digital Network, saw the least pronounced drop in employee visits during the early days of the pandemic. And in Q2 2024, weekday visits by local workers were down just 18.4% compared to Q1 2019.
Century City, on the other hand, saw the most marked drop in local employee foot traffic as the pandemic set in. But the district’s recovery trajectory has also been the most dramatic – with a Q2 2024 visit gap of just 28.5%, smaller than Downtown LA’s 29.7% visit gap. Perhaps capitalizing on this momentum, Century City is expanding its business district with the addition of a major new office building, set to be completed in 2026 and serve as the headquarters for Creative Artists Agency. Santa Monica, for its part, finished off Q2 2024 with a 23.3% visit gap.
Century City stands out within the Los Angeles metropolitan area for its dramatic decline and subsequent resurgence in local employee foot traffic. And looking at another metric of office recovery – employee commute distance – further underscores the district’s remarkable comeback.
The share of employees commuting to Century City from three to seven miles away has nearly returned to pre-COVID levels – suggesting a normalization of commuting patterns by local workers living in the area. In H1 2019, 33.5% of workers in Century City commuted between 3 and 7 miles to work; in 2022, that number had dropped to 29.8%. But by 2024, the share of visitors making that commute had grown to 32.5% – much closer to pre-COVID numbers.
Similarly, the region’s trade area size, which had contracted significantly in the wake of the pandemic, bounced back significantly in 2024. This serves as another indication of Century City’s rebound, cementing Century City’s status as a key business hub within the Los Angeles metropolitan area.
Five years after the upheaval caused by the pandemic, office spaces are still changing. Although the Los Angeles area has taken longer to recover than other major cities, analyzing local visitation data shows significant potential for the city’s business areas. With young employees leading the return-to-office charge, the city is poised to keep driving its strong economy and adjust to an evolving office environment.
Retail media networks (RMNs) have cemented their roles as the future – and present – of advertising. These networks enable advertisers to promote products and services through a retailer’s online properties and physical stores, when consumers are close to the point-of-purchase and primed to buy.
Today, we take a closer look at two newcomers to the retail media space: Costco Wholesale and Wawa. Both chains have an online presence – but both also excel at in-store experiences, offering unique opportunities for consumer engagement and exposure to new products.
This white paper dives into the data to explore some of the key advantages Costco and Wawa bring to the retail media table – and examine how the retailers’ physical reach can best be leveraged to help advertising partners find new audiences.
Wawa and Costco, the latest additions to the growing number of companies with retail media networks, exhibit significant advertising potential. Both brands boast a wide reach and diverse customer base, and both have access to troves of customer data through membership and loyalty programs.
Foot traffic data confirms the robust offline positioning of the two retailers. In Q1 2024, year-over-year (YoY) visits to Costco and Wawa increased 9.5% and 7.5% respectively – showing that their in-store engagement is on a growth trajectory.
And since consumers tend to spend a lot more time in-store than they do on retailers’ websites, Costco’s and Wawa’s strong brick-and-mortar growth positions them especially well to help advertisers reach new customers. In Q1 2024, the average visits to Costco’s and Wawa’s physical stores lasted 37.4 and 11.4 minutes respectively – compared to just 6.7 and 4.6 minutes for the chains’ websites. These longer in-store dwell times can be harnessed to maximize ad exposure and offer partners more extended opportunities for meaningful interactions with customers. Partners can also analyze the behavior and preferences of the two chains’ growing visitor bases to craft targeted online campaigns.
Costco’s retail media network will tap into the on- and offline shopping habits of its staggering 74.5 million members to inform targeted advertising by partners. And the retailer’s tremendous reach offers a significant opportunity to engage customers in-store.
But while Costco is dominant in some areas of the country, other markets are led by competitors like Sam’s Club and BJ’s Wholesale Club. And advertisers looking to choose between competing RMNs or hone in on the areas where Costco is strongest can analyze Costco's performance and visit share – on a local or national level – to determine where to focus their efforts.
An analysis of the share of visits to wholesalers across the country reveals that Costco is the dominant wholesale membership club in much of the Western United States. But Costco also captures the largest share of wholesale club visits in many other major population centers, including important markets like New York, Chicago, Phoenix, and San Antonio. Costco’s widespread brick-and-mortar dominance offers prospective advertising partners a significant opportunity to connect with regional audiences in a wide array of key markets.
Another one of Costco’s key advantages as a retail media provider lies in its highly loyal and engaged audience. In May 2024, a whopping 41.4% of Costco’s visitors frequented the club at least twice during the month – compared to 36.6% for Sam’s Club and 36.0% for BJ’s Wholesale.
Moreover, Costco led in average visit duration compared to its competitors. In May 2024, customers spent an average of 37.1 minutes at Costco – surpassing even the impressive dwell times at Sam’s Club and BJ’s Wholesale Club.
YoY visits per location to Costco, too, were the highest of the analyzed wholesalers, all three of which saw YoY increases. These metrics further establish the wholesaler’s position as an effective retail media provider.
Even when foot traffic doesn't show a brand’s clear regional dominance, location analytics can reveal other metrics that signal its unique potential. Take the Richmond-Petersburg, VA, designated market area (DMA), for example. In May 2024, BJ’s Wholesale Club led the DMA with 41.2% of wholesale club visits, while Costco was a close second with 37.3% of visits.
But despite BJ’s lead in visit share, Costco's Richmond audience was more affluent. Costco's visitors came from trade areas with a median household income (HHI) of $93.2K/year, compared to $73.1K/year for Sam’s Club and $89.5K/year for BJ’s. Additionally, Costco drew a higher share of weekday visits than its counterparts.
Analyzing shopper habits and preferences across chains on a local level can provide crucial context for strategists working on media campaigns. Advertisers can partner with the brands most likely to attract consumers interested in their offerings, and identify where – and when – to focus their advertising efforts.
Convenience stores, or c-stores, are emerging as destinations in and of themselves – and their rising popularity among a wider-than-ever swath of consumers opens up significant opportunities in the retail advertising space.
Wawa is a relative newcomer to the world of retail media, after other c-stores like 7-Eleven and Casey’s launched their networks in 2022 and 2023. But despite coming a bit late to the party, the potential for Wawa’s Goose Media Network is significant – thanks to a cadre of highly loyal visitors who enjoy the physical shopping experience the c-store chain offers.
In May 2024, Wawa’s share of loyal visitors (defined as those who visited the chain at least twice in a month) was 60.1%. In contrast, other leading c-store chains operating in Wawa’s market area – QuickTrip and 7-Eleven, for example – saw loyalty rates of 56.0% and 47.9%, respectively, for the same period.
Additionally, Wawa visitors browsed the aisles longer than those at other convenience retailers. In May 2024, 39.9% of Wawa visitors stayed in-store for 10 minutes or longer, compared to 29.6% at QuickTrip and 25.7% at 7-Eleven.
Wawa's loyal customer base and longer visit durations make it a strong contender in the retail media space. By harnessing this high level of customer engagement, Wawa can draw in advertisers and develop targeted marketing strategies that resonate with its dedicated shoppers.
Wawa has been on an expansion roll over the past few years, with plans to open at least 280 stores over the next decade in North Carolina, Tennessee, Georgia, Alabama, Ohio, Indiana, and Kentucky. The chain has also been steadily increasing its footprint in Florida – between January 2019 and April 2024, Wawa grew from 167 Sunshine State locations to 280, with more to come.
And analyzing changes in Wawa’s visit share in one of Florida’s biggest markets – the Miami-Ft. Lauderdale DMA – shows how successful the chain’s local expansion has been. Between January 2019 and April 2024, Wawa more than doubled its category-wide visit share in the Miami area (i.e. the portion of total c-store visits in the DMA going to Wawa) – from 19.0% to nearly 40.0%.
A look at changes in Wawa’s Miami-Ft. Lauderdale trade area shows that the chain’s growing visit share has been driven by an expanding market and an increasingly diverse audience.
In April 2019, there were some 55 zip code tabulation areas (ZCTAs) in the Miami-Ft. Lauderdale DMA from which Wawa drew at least 3,000 visits per month. By April 2021, this figure grew to 96 – and by April 2024, it reached 129.
Over the same period, the share of “Family Union” households in Wawa’s local captured market – defined by the Experian: Mosaic dataset as families comprised of middle-income, blue collar workers – nearly doubled, growing from 7.4% in April 2019 to 14.4% in April 2024.
Retail media networks that make it easier to introduce shoppers to products and brands that are closely aligned with their preferences and habits offer a win-win-win for retailers, advertisers, and consumers alike. And Costco and Wawa are extremely well-positioned to make the most of this opportunity.
