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Final Four weekend capped off the NCAA “March Madness” basketball tournaments with a full schedule of fan experiences on both the men’s and women’s sides of the ball.
The Women’s Final Four took place between April 4th and 7th, 2024 in Cleveland, Ohio with on-court action at Rocket Mortgage FieldHouse. “Tourney Town” – an interactive basketball exhibition – ran concurrently at the Huntington Convention Center.
The Men’s Final Four commenced on April 5th at State Farm Stadium in Glendale, Arizona, culminating with the championship game on April 8th. The multi-day exhibition “Final Four Fan Fest” took place at the Phoenix Convention Center.
We dove into the location analytics and audience segmentation for visitors to several Final Four events to better understand the fans in attendance throughout the tournament weekend.
The men and women’s Final Four weekend attracted spectators from near and far, with each event attracting a unique mix of out of town tourists and locals.
Both men and women’s championship games attracted a relatively large share of out-of-town guests, likely due to the excitement surrounding a national title game. Analysis of visitors by home location revealed that the men and women’s championship games had the smallest share of visitors from less than 100 miles away – 29.8% and 33.3% respectively. In other words, these two events had the largest share of visitors that lived more than 100 miles from the venues.
The men’s open practice appeared to be more popular with long-distance travelers than the women’s, perhaps because all four men’s teams participated – as opposed to just two at the women’s open practice. The men’s practice was also followed by an all-star game which likely increased its appeal for visitors traveling from afar in the hopes of spotting their favorite players. The data revealed that more than half of the spectators traveled over 250 miles to watch the men’s practice, as opposed to under a quarter of spectators for the women’s practice.
Meanwhile, the women’s experiential exhibition at Huntington Convention Center drew more out-of-towners than the men’s exhibition at Phoenix Convention Center – only 23.3% of visitors to the women’s exhibition came from under 30 miles away, compared to almost half (48.3%) of the men’s exhibition visitors. The larger share of out-of-town visitors to the women’s exhibition may be because the event was close to the arena, making it a more convenient stop for non-local fans. On the other hand, the distance between the men’s exhibition in downtown Phoenix and the stadium in Glendale meant that the off-court experience was more out-of-the-way for tourists who had traveled specifically for the on-court action.

Analysis of Final Four visitors by income level provides further insight into the differences between each event’s fan base. According to the STI: Popstats dataset, the women’s events generally drew visitors from areas with a lower median household income (HHI) compared to the men’s events, although the gaps between the men and women’s visitor bases varied from event to event. Some of the difference in trade area HHI may be due to regional variance and the mix of locals and tourists at each event.
The visitor bases of the men and women’s championship games exhibited the widest disparity, with the men’s championship spectator base coming from areas with a median HHI of $99.9K, compared to $74.6K for the women’s championship’s trade area. The difference may be due to the relatively higher face value of tickets to the men’s championship game – even though the star-power of Iowa’s Caitlin Clark drove up the price of women’s tickets on the secondary market. In contrast, both the men’s and women’s practices and exhibitions were free or nearly free events and drove traffic from relatively lower-income areas – even though visitors to the men’s practice still came from more affluent areas than the trade area of the women’s championship match.
Visitors to the men and women’s convention center exhibition displayed the smallest income differences, with respective trade area median HHI of $80.0K and $76.6K. The data also reveals that visitors to the women’s exhibition came from a trade area with a median HHI that was higher than the median HHI for both the championship game and the open practice, perhaps because the exhibition drew a relatively large share of tourists who could afford to be in town for a slightly longer stay.

Further demographic analysis indicates that a greater share of singles – who tend to be on the younger side – attended the women’s Final Four events than the men’s. During the women’s championship, 41.0% of households in the trade area of the Rocket Mortgage FieldHouse were made up of one-person households. This segment also made up 34.2% and 36.3% of the households in the trade areas of the venues for the women’s practice and exhibition, respectively. On the men’s side, singles comprised just 29.3% of the championship’s trade area, 28.4% of the practice’s, and 27.0% of the exhibition’s.
This reflects the growing popularity of women’s college basketball players on social media which is bringing more viewership to the sport.

Want more data-driven visitor insights for sporting events? Visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

During last week’s solar eclipse, people from all over the country converged on cities within the path of totality to witness the excitement first hand. And for municipalities and local businesses, the influx of tourists was expected to generate a boon.
But just how did the celestial event impact business activity on the ground? Which sectors benefited from the hype – and which geographic areas saw the biggest visit spikes?
We dove into the data to find out.
On April 8th, 2024, hotels in CBSAs where the eclipse could be viewed in all its glory (or close to it) experienced major visit boosts. And mapping hotel visits on the big day to CBSAs nationwide – compared to year-to-date daily averages – shows just how significant the cosmic alignment was for areas lucky enough to be located along or near the path of totality.

Within metropolitan CBSAs (CBSAs with at least 50,000 residents), Danville, IL – where visitors could either view a near-total eclipse or drive to a nearby location with 100% totality – experienced the biggest jump in Hotel visits, with visits to the category up 111.3%. But urban centers from north to south – including in New York, Indiana, Ohio, Arkansas, and Missouri – also experienced substantial hotel visit spikes.
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Hotels weren’t the only locations to reap the rewards of the solar eclipse. Fast Food & QSR chains in and around the path of totality enjoyed meaningful April 8th visit spikes of their own. And while the Hotel visit increases were more closely concentrated in prime viewing areas, Fast Food & QSR visits increased along a wider radius as people likely grabbed a bite to eat while making their way to a sun-gazing hotspot.

And the impact of the solar eclipse wasn’t limited to locations located in or near the path of totality. Retailers and dining chains nationwide got in on the action with special deals and limited-time offers meant to make the most of the unique interstellar opportunity.
In the week leading up to April 8th, 2024, Warby Parker drew crowds with the promise of free solar eclipse glasses. And while a burger joint may not be the first place people associate with eyewear, fast food favorite SONIC Drive In also attracted astronomy aficionados with a limited-time Blackout Slush Float that came with free eclipse viewing gear.
Krispy Kreme Doughnuts, for its part, marked the occasion with a limited-edition Total Solar Eclipse Doughnut. And though Mondays aren’t typically busy days for the chain, the special offering produced a clear visit uptick nationwide. In states along the path of totality, Krispy Kreme visits were up 55.5% on April 8th when compared to an average Monday this year, and in the rest of the country they were up 33.9%.
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For retailers across categories, landmark events from movie launches to cosmic occurrences have the potential to drive visit spikes and generate business. What other big opportunities lie in store for retailers this year?
Follow Placer.ai’s data-driven retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

This year’s March Madness really lived up to its name, buoyed by the star power of Caitlin Clark, Angel Reese, Paige Bueckers, and Juju Watkins driving viewership to new heights. For the first time in history, the NCAA women’s basketball title drew more viewers than the men’s at 18.9M for the women’s and 14.8M for the men’s, per Nielsen.
Tickets to the Final Four cost $532 on average, an 82% increase over last year, and for the championship game, Rocket Mortgage Fieldhouse Stadium in Cleveland, OH was packed to the gills.
In the days leading up to the women’s final, nearby hotels saw visits increase as well.

Last week, we took a look at where the retail sector stood after Q1 2024, with a focus on superstores, home improvement, athletic footwear and apparel, and beauty. This week, to mark the release of short visit data with Placer’s Data Version 2.0 (which better captures visits that lasted 1 minute or longer for QSR/drive-thru locations) and the publishing of our latest dining whitepaper (The QSR Dining Advantage), we thought we’d take closer look at where the restaurant sector stands after Q1 2024.
When we looked at the restaurant category in January, most chains were reporting that visits were down on a year-over-year basis (which was partly a byproduct of inclement weather across much of the country) but that there was a sense of optimism about 2024. Looking at trends by category, we see that operators were justified in this optimism, as visit trends have increased on a year-over-year basis for most categories since late January. After adjusting for calendar shifts for both Valentine’s Day and Easter, we also see strong fine dining visits for these holidays, indicating that consumers remain motivated by holiday and events (a theme we called out several times last year).
We’ve also been fielding several questions about daypart shifts given that the Placer.ai Nationwide Office Building Index (an index of data from some 1,000 office buildings across the country) continued to show an uptick in visits during March 2024 and now stands at about 67.3% of March 2019 visits. Below, we show the percentage of visits by daypart for quick-service restaurant (QSR) and full-service restaurant chains. Given the lift in office visits, it’s not surprising that we continue to see improvement in early morning (6:00 AM-9:00 AM) visits, but it’s notable that we continue to see strength in late morning (9:00 AM-12:00 PM) and afternoon (3:00 PM-6:00 PM) visits. We’ve already seen many QSR chains test new menu items that better address consumer preferences in these dayparts–McDonald's CosMc’s is just one example--and we’d expect more in the months ahead. We also continue to see strength in late night QSR visits, something that we’ve called out in the past. On the full-service dining front, we see 2023 visits still down compared to 2019 levels, but with improvement versus 2021 in most cases. Here, it’s interesting that the afternoon visits to full-service dining chains in 2023 is down only slightly compared to 2019, while the gap during the evening daypart is much wider. This reinforces some of our previous analyses on earlier dining times
With our Data Version 2.0 update, we can now more accurately monitor dwell time by restaurant channel. After bottoming-out in Q2 2020 as most chains shifted to a largely takeout model, we’ve seen dwell time steadily increase across most restaurant channels the past several years. The QSR and fast casual categories remain below pre-pandemic levels, which isn’t a surprise given an increase in drive-thru and takeout orders compared to 2019 levels. Still, some of the operators we’ve spoken to have indicated that drive-thru bottlenecks have become more of an issue in recent quarters, which may reflect in the increase in dwell times for the QSR category the past 4-5 quarters. On the other side of the spectrum, dwell time for casual dining chains has fully recovered. We believe this has been helped by the continued popularity of eatertainment concepts, which have almost twice the average dwell time as most casual dining chains. We also see that fine dining dwell time now exceeds pre-pandemic levels, which may be the result of consumers’ aforementioned focus on holiday/event dining, which tends to drive dwell times higher.
Restaurant chains still face obstacles–the spread between food at home (grocery prices) and food away from home (restaurant prices) remains high and the $20 minimum wage for QSR workers recently went into effect in California (our data does not indicate major visit changes going into effect as it may be too recent for behavioral changes to be noticeable). However, March and early April visitation trends help the optimism that many restaurant operators felt at the beginning of the year. With Panera (and other chains) evaluating a possible IPO and many other brands finally accelerating growth plans (with an increased emphasis on higher-growth markets in the Southern/Southeastern U.S.), we’d expect visitation trends to remain positive on a year-over-year basis in the months to come.

Say the word New Mexico and one might picture the stunning cliff dwellings at Bandelier Monument, rich troves of Native American Pueblo culture, or the stunning artworks of Georgia O’Keefe. This vibrant state’s largest city is Albuquerque, but Santa Fe also lays claim to fame by being the oldest state capital in the United States.
In Albuquerque, a large development is taking place centered around the Indian Pueblo Cultural Center. While one may be a bit surprised at its location, which is within an outdoor shopping center, it serves as a perfect anchoring point for a convention or a leisure trip. The museum features insights into 19 Pueblo cultures, and also hosts an authentic Indian kitchen where one can try indigenous favorites such as red chile beef stew, calabacitas, and assorted fruit pies. There is a Holiday Inn Express & Suites and a Towneplace Suites by Marriott just across the street for those who need accommodations. Meetings, parties, and events can be held onsite with particularly memorable experiences to be had in the outdoor arena and fire pit. One can even hold a wedding at the venue. And in a sign of the convenience store trend we are seeing towards localization, Four Winds offers a walk-in humidor with cigar selection, the ability to fill a growler with local craft beers, and an assortment of food, beer, wine, liquor, and tobacco.
Further afield, an hour away in Santa Fe, visitors flock to the galleries galore, restaurants and bars like Coyote Cantina, or simply enjoy an ice cream while people watching at Santa Fe Plaza. One of the highlights for opera lovers around the world is coming to Santa Fe Opera House during its season, which runs from the end of June to the end of August. Here, one can enjoy the unique open-air aspect of the opera house while sobbing along to the sad fate of Violetta in La Traviata.
Junior Rangers might enjoy exploring Carlsbad Caverns, Aztec Ruins National Monument, or venture to Petroglyph National Monument. Adults seeking R&R can ski the day away in Taos or opt for a therapeutic visit to Ojo Caliente Mineral Springs Resort & Spa. A review of the resort describes it as “Just you, the blue New Mexico sky, peace and quiet.” Add to that a massage or spa treatment, and it sounds like just what the doctor ordered.

One of the major employers in New Mexico is Los Alamos National Laboratory. A visit to the National Historic Park there will take you on an intriguing journey of key sites that were relevant to the Manhattan Project. Between last summer’s Oppenheimer blockbuster and current global sensation The Three-Body Problem fanning interest in cutting-edge science, this is a must-see location.

Albertsons Companies is one of the largest grocers in the country, with around 20 grocery banners in its portfolio boasting around 2,200 stores in 34 states. Aside from its eponymous brand, Albertsons, the company owns major chains like Safeway and Vons, as well as smaller regional banners.
With Q1 2024 under wraps, we take a closer look at visit trends to some of Albertsons Companies’ main banners, examine the top-performing chains by state, and dive into the demographics in the company’s two largest markets.
Diving into 2023’s visits shows that the company’s eight major banners – Albertsons, Safeway, Vons, Jewel-Osco, ACME Markets, Shaw's Supermarket, United Supermarkets, and Tom Thumb – enjoyed year-over-year (YoY) visit growth during every quarters of the year. Visits to Jewel-Osco, and Shaw’s Supermarket were particularly elevated, with Q4 2023 visits YoY up 5.8%, and 5.9%, respectively.
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Albertsons Companies’ positive performance has continued in 2024. Visits to most of the chains remained positive YoY in January despite the chilling retail impact of early 2024’s arctic blast, and all banners saw significant growth in February and March.
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Albertsons Companies is headquartered in Boise, Idaho, and its eponymous banner is highly popular in the western United States. But the company has also gained a foothold in the South, Midwest, Mid-Atlantic, and Northeast – and solidified its dominance in the West – through several successful mergers.
The company’s strategy of acquiring regional channels means that most states now have an Albertsons Companies’ banner catering to local grocery shoppers. Nationwide, the company’s most visited chains are Albertsons and Safeway – likely due to the sheer number of locations – but regional chains like Tom Thumb in Texas and Jewel-Osco in the Midwest are still the reigning Albertsons Companies banners in their areas.

California and Texas, the country's two most populous states, also boast the highest number of Albertsons Companies-owned grocery chains. Analyzing the demographic differences between the trade areas of the top three Albertsons Companies banners in each of the two states shows how the company leverages its banner variety to reach a larger audience.
According to the STI:Popstats 2023 dataset, the median household income (HHI) in Texas is $75.9K. Two of the top three Albertsons Companies’ banners in the state had a trade area median HHI below the Texas statewide median – United Supermarkets at $58.7K/year, and Albertsons at $68.3K/year – while Tom Thumb drew visitors from neighborhoods with a median HHI of $99.5K. And in California, although all three most visited Albertsons Companies banners drew visitors from neighborhoods with a median income above the statewide median, the trade area HHI also exhibited a range – from $99.2K/year for Albertsons to $115.0K/year for Safeway.
The variance in median HHI by banner and state highlights the benefit of operating grocery banners that can attract a range of shoppers from all along the income scale. By offering shopping options that cater to shoppers of all kinds, Albertsons Companies can hope to maximize its market reach and attract a diverse array of consumers.
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Albertsons Companies has set up shop across the country and offers a wide range of shoppers multiple grocery experiences across regions and price points. Will its grocery banners continue to see elevated foot traffic into 2024?
Visit placer.ai to stay on top of the latest grocery developments.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

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.
