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Since June 30, 2025, Costco has offered Executive members an extra hour to shop at many warehouses, and by September the perk expanded company-wide. Traffic data shows that the extended hours are already reshaping shopping patterns, with measurable impacts on both visit timing and dwell times.
The chart below compares Costco visit patterns between April and June 2025, before extended Executive Member hours were introduced, with July and August 2025, when most warehouses began offering exclusive early access from 9:00 AM to 10:00 AM. The additional morning hour appears to have encouraged some Executive members to shift their trips earlier in the day, which in turn reduced traffic concentration during late-morning and afternoon peaks.
This redistribution helps create a more balanced flow of visitors, likely improving the shopping experience for members overall.
The impact of early openings extends beyond when members shop – it also affects how they shop. The chart below, which tracks visit lengths before and after the introduction of early Executive openings, shows that the share of Costco visits lasting 30 to 45 minutes increased in July and August while the share of visits lasting 45 to 60 minutes fell.
This shift suggests that early-access shoppers are more purposeful and efficient, taking advantage of lighter crowds and easier store navigation. Importantly, Costco did not assign additional staff hours to cover the new morning window – a decision that seems to be validated by the data. With members shopping more efficiently, the company managed to enhance customer experience without increasing operational costs.
A Win-Win for Members and Retail Operations
By extending special hours to Executive members, Costco not only rewards high-value customers but also reduces congestion during traditional peaks. The smoother distribution of visits and more efficient shopping trips underscore how strategic adjustments to operating hours can drive meaningful changes in consumer behavior.
As retailers navigate evolving shopper expectations, Costco’s example highlights the power of data-driven scheduling to enhance both customer satisfaction and operational efficiency.
For more data-driven retail insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
The 2025 US Open Tennis Championships once again transformed New York City into a global stage for sport, culture, and entertainment. Hosted at the iconic USTA Billie Jean King National Tennis Center, the tournament drew thousands of fans across two distinct phases: Fan Week (August 18-23, 2025) and the Main Draw (August 24-September 7, 2025).
Fan Week, a series of mainly free events, features player practices, qualifying matches, music, and more, has grown into a family-friendly celebration of tennis, opening the gates to casual fans and tennis enthusiasts seeking a festival-like atmosphere. In contrast, the ticketed main draw is the core of the Grand Slam competition, where men’s and women’s singles, doubles, and mixed doubles champions are crowned.
With the US Open ostensibly split into two phases, we dove into the data to find out how visitors to Fan Week and the main draw compared in terms of visitor behavior and demographic characteristics.
The US Open seems to be deliberately branding Fan Week as the particularly family-friendly portion of the tournament, with kids’ meal deals and “Arthur Ashe Kids Day” designed to engage fans of all ages.
And analyzing the National Tennis Center’s trade area (in the chart below) shows that the pre-Grand Slam audience did indeed encompass slightly more households with children than the main tournament. But the share of families in the National Tennis Center’s trade area still fell well below the national average – suggesting that the US Open still has white space to drive traffic from more families during both Fan Week and the main draw.
Perhaps unsurprisingly given the low shares of family attendees, the US Open attracts an outsized share of singles. “One Person” and “Non Family” households overrepresented during Fan Week – and even more so in the main draw – perhaps thanks to their greater flexibility to attend high-profile sporting events, and especially late-night matches.
The prevalence of singles during both phases of the Open also indicates that focusing on this audience segment, perhaps with after-hours events – can help cement the US Open as a social, lifestyle-driven experience and not just a tennis championship.
Whether attended by singles or families, further analysis of audience differences between Fan Week and the main draw reveals that the US Open 2025 was a premier destination for high-income consumers.
The main draw’s captured market median household income HHI reached $152.7K – perhaps no surprise given the steep cost of tickets and the heavy presence of influencers, celebrities and other VIPs.
And despite the mostly free Fan Week events, visitors to Flushing Meadows before the main draw still came from areas significantly more affluent than the New York State median, as seen in the chart below. The added costs of travel, lodging, and time away likely mean that even mostly-free Fan Week resonates most with households that have greater flexibility and resources.
Fan Week’s affluent audience creates opportunities for premium partnerships, from luxury brand sponsorships to exclusive experiences like tastings, wellness events, or VIP meet-and-greets. At the same time, reducing barriers for less affluent households, through transit discounts, local outreach, or weekend-heavy programming could broaden participation and grow the fan base, strengthening Fan Week’s role as a community event.
Although there are an array of supplementary events that take place at the US Open, tennis remains at the center of the action.
Visit data reveals that nearly 70% of visits during the main draw in 2025 lasted more than 150 minutes, with the average visit lasting 237 minutes, within the range of a typical professional match. And during Fan Week – with its extensive off-court programming – 50% of visits also exceeded 150 minutes with an average visit of 176 minutes, a time consistent with typical 3-set qualifying match play times. What’s more, the graph below shows that the share of shorter visits remained relatively low and evenly distributed between visits of 15 minutes and 150 minutes in length.
This suggests that few fans made quick trips out of their US Open visit, but rather stayed long enough to watch entire matches, proving that tennis itself continues to anchor the US Open experience.
The 2025 US Open highlighted the unique character of its two phases – Fan Week and the main draw – but also revealed important similarities in how visitors engaged with the event. While Fan Week strives to be family-friendly and accessible regardless of wealth, it continues to resonate strongly with singles and high-income households, although to a lesser extent than the main draw. But the length of visits showed that fans across both phases centered their experience on the matches themselves – proving that tennis remains the heart of the U.S. Open.
Want more data-driven event insights? Visit Placer.ai/anchor
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
Darden Restaurants (NYSE: DRI) latest foot traffic provides an under-the-hood look at how the dining operator is navigating shifting consumer behavior, portfolio dynamics, and expansion in a challenging environment. In its most recent quarterly earnings, management reported sales of $2.9 billion, up 6% year over year, and adjusted EPS of $2.03, topping analyst expectations.
Following several months of slower traffic, Q2 2025 visits to all Darden concepts rose 2.4% YoY, with same-store visits climbing 1.1%. Monthly visit data also showed consistent upward growth, with strong gains in May (4.6%) and August (4.3%). And even slight visit dips in June were quickly followed by renewed growth, underscoring the company's resilience.
Some of this growth may be tied to Darden’s steady unit expansion, including its recent acquisition of Tex-Mex chain Chuy’s. But the increase in same-store visits shows that growth isn't just from new locations – existing restaurants are also attracting more diners, underscoring the strength and resilience of the company's portfolio.
Olive Garden and LongHorn Steakhouse are by far the two largest chains in Darden’s portfolio, and both enjoyed solid visit growth over the period, as shown in the chart below. The standout, however, was Yard House, which posted a 6.2% increase in overall visits alongside a 4.3% gain in same-store visits in Q2 2025.
Yard House attracts a more affluent customer base with a trade area median household income of $82.6K compared to $69.0K to $70.1K for LongHorn and Olive Garden, respectively. This higher income profile may be making Yard House visitors less vulnerable to current consumer headwinds and helping boost the chain's traffic. Yet the continued strength of Olive Garden and LongHorn – despite their lower-income trade areas – underscores the resilience of these brands and shows how their broad appeal allows them to thrive even in more cost-sensitive markets.
Meanwhile, Cheddar’s Scratch Kitchen, Darden’s third-largest concept, maintained visits largely in line with 2024 levels, showing stability but not the same growth momentum as other Darden brands. As the chain with the lowest-income customer base – Cheddar's draws from trade areas with a median household income of just $64.0K – its softer trajectory likely reflects greater budget constraints among its diners. Still, its steadiness underscores Darden’s success in cultivating concepts that resonate across the income spectrum: Yard House is thriving with more affluent guests, Olive Garden and LongHorn are performing strongly among middle-income households, and Cheddar’s continues to hold its ground with more cost-sensitive customers. Together, these dynamics show how Darden’s brands remain relevant to a broad swath of diners even in a challenging economic climate.
More than half (51.1%) of all Darden visits in H1 2025 went to Olive Garden, making it the company's top traffic driver. But the company is still expanding its existing brands, with LongHorn and Olive Garden leading new location openings.
The map below highlights the brand – Olive Garden or LongHorn – that experienced the greatest YoY visit growth in each state in Q2 2025. This map reveals that LongHorn beat out Olive Garden in terms of YoY growth on most of the East Coast as well as in California and parts of the Midwest and Southeast – suggesting that the brand is capturing share in densely populated coastal markets. So while Olive Garden continues to anchor the business with sheer volume, LongHorn seems to be driving much of the incremental growth, giving Darden two powerful engines for expanding and solidifying its hold on the casual dining segment across the country.
Darden's recent traffic data reveal resilience in the face of a wider slow down in consumer dining trends, powered by a mix of steady performance and faster growth from its four largest brands. Continued unit expansion, alongside the recent addition of Chuy’s, should further broaden its reach while diversifying its customer base.
For up-to-date consumer dining trends, check out Placer.ai’s free tools.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more
U.S. consumer activity looked relatively stable in the first half of 2025, with year-over-year (YoY) retail and dining traffic (shown in the chart below) staying mostly positive or flat through May – aside from February, when extreme cold and leap year comparisons drove declines.
But momentum shifted in June, when both categories slipped into negative territory, and the softness persisted in July before worsening in August. The late-summer weakness suggests that what began as a temporary cooling may now be evolving into a broader consumer slowdown.
Looking at state-level data reveals that the pullback is not isolated to a few regions. Western states such as Idaho and Utah – where H1 2025 dining traffic rose 2.1% and 2.4% YoY, respectively – flattened out, with visits in July and August down 0.2% and 0.1%, respectively. And states that had already experienced flat visits or dining softness in H1 2025 saw their visit gaps grow further: YoY dining traffic in New York State declined from -1.2% to -2.3%, while California saw its visits swing from +0.3% in H1 2025 to -2.0% in July and August 2025. Only in Vermont and Rhode Island did YoY dining visits actually increase over the summer.
Statewide retail traffic trends also point to broad-based declines in consumer activity, as visits to retail chains nationwide fell compared to July-August 2024 – even in regions such as the Pacific Northwest and the Southwest that had experienced high consumer resilience in H1 2025. Vermont, joined this time by Delaware, once again stood out as an outlier.
A key driver of the slowdown is the widening gap between higher- and lower-income households. While wealthier consumers have continued to prop up overall spending, middle- and lower-income groups are scaling back. Even among high earners, international summer travel may have drawn dollars away from U.S. retail and dining, softening domestic foot traffic during the analyzed period. This dynamic highlights the risks of relying too heavily on affluent households to sustain consumer activity.
Tariffs have added another layer of complexity. Earlier in the year, many consumers rushed to make purchases ahead of anticipated price hikes. Now, the lingering financial impact of those spring splurges may still be weighing on budgets.
Looking ahead to the holiday season, discretionary fatigue looms large. Spending is expected to slow, led by a sharper cutback from Gen Z. Budget-conscious households may already be tightening their belts in preparation for holiday expenses, further dampening retail and dining performance.
For more data-driven consumer insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
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With summer just behind us, we dove into the data to see how office visitation fared in August 2025. Did July’s impressive recovery momentum hold, or did seasonal factors slow the pace?
Visits to the Placer.ai Nationwide Office Building Index registered a 34.3% decline in August 2025 compared to the same period in 2019 – a wider gap than that seen in August 2023, and an even more notable retreat from July's encouraging 21.8% deficit.
However, this apparent setback is largely due to calendar differences: August 2025 had only 21 working days, compared to 22 in both August 2024 and 2019, and 23 in August 2023. When normalized for average visits per workday, August 2025 actually outperformed August 2023.
Seasonal dynamics also likely played a crucial role. August represents peak vacation season, and just as employees often embrace remote work on Fridays to extend weekends, they likely embrace similar flexibility during the peak summer travel season. Organizations may also relax in-office requirements when substantial portions of their workforce are taking time off.
So rather than signaling a genuine return-to-office (RTO) reversal, August's softer performance likely reflects the intersection of compressed work calendars and seasonal vacation patterns, with the underlying recovery trajectory remaining fundamentally intact.
The August effect impacted major markets nationwide, including New York and Miami – both of which achieved full recovery in July yet posted year-over-six-year gaps in excess of 10.0% last month. But while gaps widened across most markets, San Francisco once again avoided last place, ranking ahead of Chicago in post-pandemic office recovery metrics. Despite still facing below-average office attendance relative to 2019 levels, the Bay Area market’s renewed momentum – bolstered by increased AI-sector leasing activity – continues drawing employees back to offices even amid summer distractions.
San Francisco also ranked among August's year-over-year (YoY) office visit recovery leaders, providing further evidence of the city’s robust recovery momentum. But it was Chicago that claimed the top spot with a 12.5% year-over-year (YoY) gain – encouraging progress for the Windy City, though it remains to be seen whether this signals the beginning of a lasting turnaround.
Meanwhile, Boston also exceeded the nationwide year-over-year average of 2.9% with a 3.1% increase, while Washington, D.C. lagged behind with a YoY decline of 3.9%.
As we noted in July, the office recovery path is anything but linear. Months of significant progress are often followed by more sluggish periods – and August 2025 exemplifies how seasonality and calendar differences can obscure underlying trends.
Will September 2025 set a new RTO record as kids return to school and employees refocus?
Follow Placer.ai/anchor to find out.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more
Following modest gains to the Placer.ai Industrial Index in June and July, foot traffic to U.S. manufacturing facilities fell 5.6% year over year in August 2025. So even as order books improved in July, operators seem to have scaled back in-plant activity and nonessential visits to navigate cost and policy uncertainty.
Several national and regional gauges underscore the divergence in August. S&P Global’s Manufacturing PMI jumped to 53.0, its highest since May 2022, as firms built inventory amid worries over prices and supply constraints. Meanwhile, ISM's Production Index fell to 47.8% – 3.6 percentage points lower than July's 51.4% – pointing to weaker factory output, and demand for industrial space has fallen recently for the first time in 15 years. The Philadelphia Fed’s August 2025 Manufacturing Business Outlook Survey also showed a decline in general activity as new orders dipped back into negative territory.
Together, these mixed signals mirror Placer.ai's foot-traffic trends: Underlying demand is stabilizing, but managers remain cautious with on-site labor and vendor engagement, with macro uncertainty continuing to translate into swings in on-the-ground activity. Looking ahead, September will reveal whether greater policy clarity and easing cost pressures can help stabilize factory visits after a turbulent summer.
For more data-driven insights, visit placer.ai/anchor.
This report includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The first American mall opened in 1956 and reinvented retail – within a decade there were over 4,500 malls across the country. But a rise in e-commerce coupled with the oversaturation of mall options across the country paved the way for mall visits to slow, and many predicted that malls would go the way of the dinosaur.
But although malls were hit hard over the past few years as lockdowns and rising costs contributed to a significant drop in foot traffic, shopping centers have proven resilient. Leading players in the space have consistently reinvented themselves and explored alternate ways to draw in crowds – and as inflation cools, malls are bouncing back as well.
This white paper analyzes the Placer.ai Shopping Center Industry – a collection of over 3000 shopping centers across the United States – as well as the Placer.ai’s Mall Indexes, which focus on top-tier Indoor Malls, Open-Air Shopping Centers, Outlet Malls. The report examines how visits are shifting and where behaviors are changing – and where they’re staying the same – and takes a closer look at the strategies malls are using to attract shoppers in 2024.
Malls experienced a rocky few years as pandemic-related restrictions and economic headwinds kept many shoppers at home, and visits to all mall types in 2021 were between 10.7% to 15.3% lower than in 2019. But foot traffic trends improved significantly in 2022 – likely due to the fading out of COVID restrictions.
By 2023, visits to the wider Shopping Center Industry were just 2.3% lower than they had been in 2019, and the visit gaps for Indoor Malls and Open-Air Shopping Centers had narrowed to 5.8% and 1.0% lower, respectively. Outlet Malls also saw visits ticking up once again, with the visit gap compared to 2019 narrowing to 8.5% in 2023 after having dropped to 11.3% in 2022. This more sustained foot traffic dip may stem from consumers’ desire to save on gas costs or the impacts of inclement weather. However, the narrowing visit gaps suggest that shoppers are increasingly returning to the segment, and foot traffic may yet pick up again in 2024.
COVID-19 impacted more than just visit numbers – it also changed in-store consumer behavior. And now, with the Coronavirus a distant memory for many, some of these pandemic-acquired habits are fading away, while other shifts appear to be holding steady.
One visit metric that appears to have reverted to pre-COVID norms is the share of weekday vs. weekend visits. Weekday visits had increased in 2021 – at the height of COVID – as consumers found themselves with more free time midweek, but the balance of weekday vs. weekend visits has now returned to 2019 levels.
In 2023, the Shopping Center Industry, which includes a number of grocery-anchored centers along with open-air shopping centers and their relatively large variety of dining options, saw the largest share of weekday visits, followed by Indoor Malls. Outlet Malls received the lowest share of weekday visits – around 55% – likely due to the longer distances usually required to drive to these malls, making them ideal destinations for weekend day trips.
While the day of the week that people frequent malls hasn't changed significantly since 2019, there is one notable difference in mall foot traffic pre- and post-pandemic. Almost all mall categories are seeing fewer during the late morning-midday and late evening dayparts, while the amount of people heading to a mall in the afternoon and early evening has increased.
In 2019, Indoor Malls saw 20.1% of visits occurring between 10:00am and 1:00pm, but that share decreased to 18.6% in 2023. Meanwhile, the share of visits between 4:00-7:00 pm rose from 29.1% in 2019 to 32.4% in 2023. Similar patterns repeated across all shopping center categories, with the 1:00-4:00pm daypart seeing a slight increase, the 4:00-7:00 pm daypart receiving the largest boost and the 7:00-10:00 pm daypart seeing the largest drop. So although changes in work habits have not altered the weekly visit distribution, it seems like hybrid workers are taking advantage of their new, and likely more flexible schedules to frequent malls in the afternoon instead of reserving their mall trips for after work. The significant numbers of Americans moving to the suburbs in recent years may also be contributing to the decline of late night visits, with these suburban newcomers perhaps less likely to spend time outside the house during the evening hours.
Although malls have enjoyed consistent growth in foot traffic over the past two years, visits still remain below 2019 levels. How can shopping centers attract more shoppers and recover their pre-COVID foot traffic?
Some malls are attracting visitors by looking beyond traditional retail with offerings such as gyms, amusement parks, and even entertainment complexes. And with more traditional mall anchors shutting their doors than ever, even smaller shopping centers are adding lifestyle experiences options in newly vacant spaces – and incorporating unique elements into traditional retail spaces.
In September 2023, the Chandler Fashion Center in Arizona opened a giant SCHEELS store in its mall. The 250,000-square-foot sporting goods store boasts more than just sneakers – visitors can ride on a 45-foot Ferris Wheel or marvel at a 16,000-gallon saltwater aquarium. And monthly visitation data to the mall reveals the power of this new retail destination, with foot traffic to the mall experiencing a major jump from October 2023 onward. The excitement of the new SCHEELS seems to be sustaining itself, with February 2024 visits 23.3% higher than the same period of 2023.
Restaurants, too, can help bring people into malls. The Southgate Mall in Missoula, Montana, experienced a jump in monthly visits following the opening of a Texas Roadhouse steakhouse in November 2023. Customers seem to be receptive to this new addition – the mall saw a sustained increase in foot traffic from November 2023 onward, with year-over-year (YoY) visit growth of 17.0% in February 2024.
The addition of Texas Roadhouse provides Missoula residents with a family-friendly dining experience while tapping into the evergreen popularity of steakhouses.
Malls that don’t want to choose between adding a dining option and incorporating a novel entertainment venue can blend the two and go the “eatertainment” route. One shopping center – North Carolina’s Cross Creek Mall – is proving just how effective these concepts can be for a mall looking to grow its foot traffic.
Eatertainment destination Main Event opened at the mall in August 2023, bringing laser tag, video games, virtual reality, and 18 bowling lanes with it. Main Event’s opening also provided a boost in foot traffic to the mall – monthly visits to Cross Creek Mall surged following the opening. And this foot traffic boost sustained itself, particularly into the colder winter months – January and February 2024 saw YoY growth of 12.3% and 25.1%, respectively.
Integrating entertainment options at malls is one strategy for driving visits, but there are plenty of other ways to bring people through the doors. Pop-ups have been a particularly popular option of late, especially as more online brands venture into the world of physical retail. And malls, which typically tend to leave a small portion of their storefronts vacant, can be the perfect place to host a retailer for a limited time.
One brand – Shein – has been a leader in the pop-up space, bringing its affordable fashion to malls in Las Vegas, Seattle, and Indianapolis. These short-term residencies – typically no longer than three to four days – allow shoppers to try the popular online retailer’s products before they buy.
Shein has enjoyed success with its mall residencies, evidenced by the foot traffic at the Woodfield Mall in Illinois, which hosted a three-day pop-up from December 15-17, 2023. The retail event was hugely popular, with visits reaching Super Saturday (the last weekend before Christmas) proportions – even though this year’s Super Saturday coincided with Christmas Eve Eve (December 23rd) and drove unusually high traffic spikes.
Shein pop-ups are typically very short – no more than three to four days. This format, known for creating a sense of urgency among shoppers, has proven powerful in driving store visits. But can longer-lasting pop-ups find success as well?
Foot traffic data from pop-ups hosted by Swedish home furnisher IKEA suggests that yes – longer-term residencies can be successful. The chain is working on growing its presence across the country, particularly in malls. To that end, IKEA has been experimenting with mall pop-ups, beginning with a six-month residency at the Rosedale Center in Roseville, Minnesota.
IKEA opened its store on February 16, 2024, and visits to the mall increased significantly immediately after. The first week of the pop-up saw a 12.9% growth in visits compared to a January 1-7, 2024 baseline. And by the third week of the pop-up, there were still noticeably more people frequenting the mall than before the launch.
The luxury retail segment has had a great few years, and malls are tapping into this popularity. Nearly 40% of new high-end store openings in 2023 were in mall settings, many in Sunbelt states like Texas, Florida, and Arizona, perhaps driven in part by demand from an influx of wealthy newcomers to those states.
A comparison of upscale shopping malls to standard shopping centers across Sunbelt States reveals just how popular high-end retail is in the region. Malls with a high percentage of luxury and designer stores like the Lenox Square Mall in Georgia or the NorthPark Center in Texas saw considerably more YoY visit growth than the average visit growth for shopping centers in their respective states.
Lenox Square Mall saw foot traffic increase 31.2% YoY in 2023, while shopping centers in Georgia saw their visits grow by just 2.7% YoY in the same period. Similar trends repeated in Louisiana, Arizona, California, and Florida. And while some of this growth may be due to the resilience of these wealthier shoppers in the face of inflation, one thing is clear – luxury is here to stay.
Malls are thriving, carving out spaces for themselves in a competitive retail environment. By prioritizing experiential retail, entertainment, pop-up shops, and luxury offerings, shopping centers across the country are remaining relevant in a rapidly changing retail world. And mall operators that recognize the power of innovation and evolve along with their customers can hope to meet with continued success.
Consumer preferences have shifted over the past five years. COVID-19 and inflation impacted shopping habits and behaviors across the retail space – and while some of the changes were short-lived, others appear to have more staying power. Now, with memories of the lockdowns fading, and as the inflation that plagued much of 2022 and 2023 wanes (hopefully), we analyzed location intelligence data to understand what the retail and dining landscape looks like today.
This report leverages historical and current foot traffic data and trade area analysis to better understand the current retail and dining landscape and reveal consumer trends likely to shape 2024 and beyond. Which segments have benefited most from the shifts of the past five years? How are legacy brands staying on top of current shopping and dining trends? Where are people shopping and dining in 2024? And what characterizes the modern consumer?
One of the major retail stories of the past five years has been the rise of Discount & Dollar Stores. Category leaders such as Dollar General and Dollar Tree expanded significantly prior to the pandemic, which helped these essential retailers attract large numbers of customers during the initial months of lockdowns.
During this period, many Discount & Dollar Stores invested in more than just their store count – several leading chains also expanded their grocery selection, allowing these companies to compete more directly for Grocery and Superstore shoppers. As Discount & Dollar Stores continued growing their store fleets – and as the pandemic gave way to inflation concerns – shoppers looking for more affordable consumables options gravitated to this segment.
Location intelligence shows that the rapidly opening stores and stocking them with fresh groceries is working – since 2019, Discount & Dollar Stores have slowly but steadily grown their visit share relative to the Grocery and Superstore sectors.
In 2019, Discount & Dollar retailers captured 15.1% of the visit share between the three categories analyzed. This number grew by a full percentage point between 2019 and 2020 and the trend has continued, with the category enjoying 16.6% of the relative visit share in 2023. Meanwhile, Superstores’ relative visit share decreased during the same period, dropping from 41.7% in 2019 to 40.0% in 2023, while the relative visit share of Grocery Stores remained mostly stable.
Still, consumers are not giving up their regular Grocery or Superstore run quite yet – over 80% of combined visits to Grocery Stores, Superstore, and Discount & Dollar Store sectors still go to Grocery Stores and Superstores. But the data does indicate that some shoppers are likely choosing to shop for groceries and other consumables at Discount & Dollar Stores. And CPG companies and category managers looking to reach customers where they shop may want to consider adding Discount & Dollar Stores to their distribution channels.
The key question that remains is how much of the gained visit share can the Discount & Dollar leaders maintain as the economic environment improves. This metric will be the strongest sign of whether the short term gains made within a favorable context drove long term value.
Superstores’ visit share may be shrinking somewhat in the face of Discount & Dollar Stores’ growth. But diving into the Superstore leaders reveals that these macro-shifts are having a different impact on the various sub-categories within the wider Superstore segment.
Walmart remains the undisputed Superstore leader thanks to its 61.8% share of overall visits to Walmart, Target, Costco, Sam’s Club, and BJ’s in 2023. But 61.8% is still lower than the 66.3% relative visits share that the Superstore behemoth enjoyed in 2019. Meanwhile, Target grew its relative visit share from 17.3% in 2019 to 19.3% in 2023, while the combined visit share of the three membership club brands increased from 16.5% in 2019 to 18.9% in the same period.
Some of the shift in visit share can be attributed to Walmart closing several locations while Target, Costco Sam's Club, and BJ's expanded their fleet – but other factors are likely at play.
Costco and Target attract the most affluent clientele of the five chains analyzed, which could explain why these chains have seen significant growth at a time when many consumers are operating with tighter budgets. The success of these companies also suggests that there are enough consumers willing to spend beyond the basics – as shown with Target’s Stanley Cup success (more on that below) – to support a varied product selection that includes higher-priced options. It also speaks to a high upside on a per customer basis for chains that have proven effective at providing higher-end products alongside those with a value orientation. This speaks to a unique capacity to effectively address “the middle” – an audience that is defined neither solely by value-seeking nor by high-end product proclivities.
Sam's Club and BJ’s also give shoppers an opportunity to save by buying in bulk and cutting down on shopping trips – and related gas expenses – which may also have contributed to their success. The increase in the relative visit share of wholesale clubs indicates that today’s consumer might react positively to more options for bulk purchases in non-warehouse club chains as well.
Retail is not the only sector that has seen slow and steady shifts in recent years – the dining space was also significantly impacted by pandemic restrictions of 2020-2021 and the inflation of 2022-2023. Location intelligence reveals shifts in both the types of establishments favored by consumers and in the in-store behaviors of dining consumers.
Convenience stores’ dining options have evolved in recent years, with today’s consumers heading to Wawa for a freshly made specialty hoagie or to Buc-ee’s to enjoy the chain’s variety of specialty snacks.
Analyzing the visit distribution among C-Stores and other discretionary dining categories (Fast Food and QSR, Restaurants, and Breakfast & Coffee, not including Grocery and Superstores) showcases the growing role of C-Stores in the dining space. Between 2019 and 2023, C-stores' visit share relative to the other discretionary dining categories jumped from 24.2% to 27.1%. The relative visit share of Breakfast, Coffee, Bakeries & Dessert Shops also grew slightly during the period. Meanwhile, Restaurants’ relative visit share dropped from 13.8% to 11.7% and Fast Food & QSR’s dipped from 51.8% to 50.6%.
Several factors are likely driving this evolution. Most Restaurants shuttered temporarily at the height of the pandemic while C-Stores remained open – and consumers likely took the opportunity to get acquainted with C-Stores’ food-away-from-home options. And many C-Stores expanded their footprint in recent years, while some dining chains downsized, which likely also contributed to the changes in relative visit share between the segments.
But the continued growth of C-Stores between 2021 and 2022, and again between 2022 and 2023, indicates that many diners are now embracing C-Store food out of choice and not just due to necessity. The rise of the Breakfast, Coffee, Bakeries & Dessert Shops category alongside C-Stores in the past five years may also highlight the current appetite for affordable grab-and-go food options. And with C-Store operators embracing the shifts brought on by the pandemic and actively expanding their food options, diners are increasingly likely to consider C-Stores for their portable meals and packaged snacks.
C-Store visitors are increasingly receptive to trying new products at their local c-store. So how can C-Store operators and CPG companies determine which products will best appeal to customers? Analyzing the trade areas of seven major chains – 7-Eleven, Wawa, Casey’s, QuikTrip, Cumberland Farms, Plaid Pantry, and Buc-ee’s – using the Spatial.ai: FollowGraph dataset reveals significant variance in food preferences between the chains’ visitor bases.
For instance, Plaid Pantry visitors were 55% more likely than the nationwide average to fall into the “Asian Food Enthusiasts” segment in 2023, in contrast with Casey’s visitors who are 7% less likely to belong to this psychographic. Residents of the trade areas of QuikTrip and Buc-ee’s rank highest for "Fried Chicken Lovers," while Cumberland Farms and Plaid Pantry visitors register the least interest. C-Store operators, QSR franchisees, packaged food manufacturers, and other stakeholders can leverage these insights to optimize food offerings, identify promising partnership opportunities, and find new venues for product testing.
While C-Stores stores may be the exciting story of the day, Full-Service Restaurants continue to play a major role in the wider dining landscape. And despite the ongoing economic headwinds, several dining brands and categories are seeing growth – although location intelligence suggests that in-restaurant behavior may be changing as well.
For example, the hourly visits distribution for leading steakhouse chains has shifted over the past five years: Between 2019 and 2023, Texas Roadhouse, LongHorn Steakhouse, and Outback Steakhouse all saw a jump in the share of visits occurring between 2:00 PM and 6:00 PM – not typical steak eating hours.
Outback and Texas Roadhouse offer early bird dinner specials while LongHorn has a happy hour, so some diners may be choosing to visit these restaurant chains earlier in the evening in order to stretch their eating out budget. Other consumers who are still working from home most of the week may also be eating on a more flexible schedule, and these diners may be having more late lunches in 2023 when compared to 2019. Restaurant operators, drink providers, and menu developers may want to adapt their offerings to this emerging mid-afternoon rush.
The data examined above shows changes within key retail and dining segments over the past five years. So what do these shifts reveal about today’s consumer? What are shoppers and diners looking for in 2024?
The beginning of 2024 was marked by an Arctic blast and plunging temperatures. Consumers, unsurprisingly, hunkered down at home – and foot traffic to many retail categories took a dip. But the declines were short-lived, and by the fourth week of January 2024 foot traffic had rebounded across major categories.
Still, zooming into weekly visit performance for key retail and dining categories for the first eight weeks of the year reveals that the cold did not impact all segments equally – and the subsequent resurgence boosted some sectors more than others.
Discount & Dollar Stores had the strongest start to 2024, with YoY visits up almost every week since the start of the year, and the category showing even more substantial growth once the cold spell subsided. The Grocery category also succeeded in exceeding 2023 weekly visit levels almost every week, although its visit increases were more subdued than those in the Discount & Dollar Store segment.
Superstore and C-Store experienced relatively muted YoY declines in early January and saw significant weekly visit growth as Q1 progressed, with C-Stores outperforming Superstores by late January 2024. And Dining – which suffered a particularly heavy blow in early 2024 – also rebounded with gusto, offering another strong indicator of the resilience of today’s consumer.
Like in the wider Dining industry, weekly YoY visits to the QSR segment quickly rebounded following the unusual cold of the first three weeks of January 2024. And three chains from across the QSR spectrum – legacy chain Wingstop, rapidly expanding Raising Cane’s, and regional cult favorite Whataburger – are seeing particularly strong foot traffic performances.
Diving deeper into the location intelligence reveals that the three chains’ success may be due in part to their visitor base composition: The trade areas of all three brands included a larger share of four-person households compared to the nationwide average of 24.6%.
Wingstop, Raising Cane’s, and Whataburger’s menus all include larger orders to create shareable meals. And larger households seem to be particularly receptive to dining options that allow them to save money, which could explain the significant share of 4+ person households that visit these chains.
The success of these diverse QSR chains also indicates that, although larger households may have more expenses – and might therefore be more impacted by inflation – they can also drive visits to brands that cater to their needs. So dining operators and food manufacturers looking to attract family demographics may consider offering larger meal combos or larger packaging to help larger households splurge on affordable luxuries without breaking the bank.
Perhaps the most significant sign that today’s consumers are still willing to spend money on non-essentials is the recent success of the Starbucks X Stanley “Pink Cup”. The cup has caused such a sensation that re-sellers ask for up to six times the original $50 price – and for those unwilling to shell out the big bucks on the cup, enterprising cup owners offer photo shoots with the product for $5.
The Starbucks X Stanley “Pink Cup” was released on January 3rd, 2024 and could only be bought at Starbucks kiosks located inside a Target. Viral videos of the release circulated on social media, showing eager crowds lining up early in the morning for the chance to be first to grab their cup. Location intelligence reveals that these early morning visits were significant enough to change Target’s typical hourly visit pattern.
Foot traffic between 7:00 AM and 9:00 AM on January 3rd, 2024 accounted for 4.4% of daily visits, compared to 2.6% of daily visits occurring during that time slot on a typical Wednesday in January or February. And demand for the pink Stanley cup drove a spike in daily visits as well – overall daily visits to Target on January 3rd were 18.7% higher than the average Wednesday visits in January and February 2024.
The visit trends to Target on Pink Cup Day are particularly impressive given the freezing weather in some regions of the country and because consumers were coming off the holiday shopping season. And the success of the cup shows that 2024’s shopper is willing to show up – especially for a viral product. Creating buzzy marketing campaigns, then, may be the key to driving retail success.
The retail changes of the past few years have left their mark on how people shop, eat, and spend. And keeping ahead of these changes allows companies and product managers to ensure they can tailor their offerings – whether product selection or marketing campaigns – to the right audience.
The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.
