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The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from over 700 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.
Return-to-office mandates are once again the talk of the town, with companies from Amazon to AT&T set to crack down on remote work in the new year – in some cases, demanding that workers show up in person five days a week.
But how did the office recovery shape up in December 2024? We dove into the data to find out.
December is typically a quiet month for offices, with many Americans taking time off for the holidays to enjoy vacations and family gatherings. So, it may come as no surprise that office visits in December 2024 dropped to their lowest point of the year.
Compared to December 2019, office visits in December 2024 lagged by 39.2% – a bigger visit gap than that seen in either November (37.8%) or October (34.0%), as employees likely embarked on extended “workations” and enjoyed greater WFH flexibility during the holiday season. Put another way, December 2024 office foot traffic clocked in at 60.8% of pre-pandemic (December 2019) levels.
Still, offices were busier this December than last – in December 2023, the recovery compared to December 2019 stood at just 57.2%.
New York and Miami once again led the regional return to office (RTO) charge with Yo5Y visit gaps of 19.6% and 20.9%, respectively – though both cities’ Yo5Y numbers were weaker than those seen in either October or November.
Atlanta (-34.1%) and Dallas (-35.2%) also outperformed the nationwide average for Yo5Y office foot traffic. And with Dallas-based companies like AT&T and Southwest Airlines starting to enforce stricter in-office policies in the new year, the Texas hub may experience even more accelerated recovery in the coming months. (AT&T also has a strong presence in Atlanta, which may also benefit from the company’s crackdown.)
Meanwhile, San Francisco, which has long lagged in post-pandemic office recovery, finally pulled out of last place in December 2024 with a Yo5Y visit gap of 48.0%, just edging out Chicago. The impressive YoY office visit growth seen by the West Coast hub in recent months – likely fueled in part by Salesforce’s recent RTO mandate – appears to have finally left a tangible mark on the city’s Yo5Y ranking.
Year over year (YoY), visits to office buildings nationwide were up 6.4% in December 2024 – showing that despite seasonal setbacks, office visits remain overall on an upward trajectory. Atlanta (13.7%) and Boston (12.1%) led the way for YoY office recovery, followed by Washington, D.C. (10.6%) and San Francisco (10.4%).
As additional RTO mandates go into effect in the new year, the office recovery needle may move once again. Will additional companies jump on the full-time in-office bandwagon – or will hybrid work models continue to dominate?
Follow placer.ai’s data-driven office index reports to find out.

David’s Bridal and JCPenney have both emerged from bankruptcy proceedings with revitalized operational strategies. We took a closer look at the latest visit trends for the brands and uncovered how the demographics of their audiences have changed along with their real estate footprints.
David’s Bridal closed a significant number of stores in the second half of 2023 as part of its Chapter 11 bankruptcy proceedings, leading to a year-over-year (YoY) drop in visits in the first half of 2024. But although the impact of the previous year’s rightsizing weighed on YoY visit growth, the second half of the year marked a turning point. Lapping the mid-2023 period of aggressive store closures, visits rebounded in August 2024 (3.5% visit growth YoY), and stayed close to or exceeded the previous year’s levels through the end of 2024 (6.3% visit growth YoY), signaling a stabilization in consumer traffic.
David’s Bridal's YoY visits per location numbers showcase the brand's resilience even more clearly. Visits per location were near or exceeded 2023 levels for most of 2024, and saw significant lifts in summer and fall – the most popular wedding seasons. This trend suggests that the retailer’s slimmed-down store fleet remains relevant in the bridal and occasion-attire space, particularly during critical retail moments – and highlights the chain’s ability to drive increased traffic to a smaller real estate footprint. More recent initiatives such as the October 2024 launch of a revamped loyalty program and a December 2024 partnership with delivery giant DoorDash also bode well for the brand’s growth potential in 2025.
JCPenney accelerated a years-long fleet consolidation strategy when it emerged from bankruptcy in 2020 and completed the bulk of its rightsizing campaign by the end of 2021. In 2023, the retailer announced a $1 billion, multi-year reinvestment plan to make massive improvements to operations and the customer experience.
The strategic reinvestment appears to be working: Last year, JCPenney steadily closed its YoY visit and visits per location gaps, which shrank to just -3.0% and -1.8%, respectively in Q4 ‘24 – signaling a sustained foot traffic turnaround for the brand.
Several of JCPenney’s recent initiatives likely played a part in the brand’s upward foot traffic trajectory. During fiscal Q3, the brand invested $51 million in store operations – part of the $1 billion earmarked in 2023 – and saw positive results from a Thursday Night Football promotion and a revamped loyalty program. This indicates that JCPenney may be able to sustain its foot traffic momentum with additional campaigns and continued investment in its stores – and with the chain's recently announced merger with Forever 21, 2025 is looking particularly bright.
While both chains’ foot traffic is on the rise, analysis of David’s Bridal’s and JCPenney’s trade areas reveals a key difference in the two companies’ audience strategies.
In Q4 ‘22, the median household income (HHI) in the captured markets of David’s Bridal and JCPenney was lower than in their potential markets – meaning that both chains attracted visitors from the lower-income households within their wider trade areas. But by Q4 ‘24, David’s Bridal captured market had a higher HHI than its potential market – meaning that it was now attracting the more affluent residents within its trade area. Meanwhile, the median HHI in JCPenney’s captured market continued to fall short of the median HHI in its potential market – although both its captured and potential market HHI has increased over the years.
The now elevated median HHI of David’s Bridal’s captured market suggests that the brand’s rightsizing efforts are driving traffic from a higher-income audience to its remaining locations. And given the relatively high price of wedding gowns, the chain’s recent popularity among more affluent consumers offers another indication of David’s Bridal newfound strength. JCPenney, on the other hand, has stated its commitment to maintaining accessible price points in order to best serve “America’s working families” as the chain continues to attract the lower-income shoppers within its trade area.
The successful turnaround of JCPenney and David’s Bridal – despite their appeal to very different audiences – showcases the various paths available for retail resurgences in today’s consumer landscape.
David’s Bridal and JCPenney serve as powerful examples of how strategic rightsizing and targeted investments can drive a foot traffic turnaround. Both brands have leveraged smaller, optimized real estate footprints and successful promotional activity to boost visits per location and appeal to their target audiences.
For more data-driven retail insights, visit Placer.ai.

About the Placer 100 Index for Retail & Dining: The Placer 100 Index for Retail and Dining is a curated, dynamic list of leading chains that often serve as prime tenants for shopping centers and malls. The index includes chains from various industries, such as superstores, grocery, dollar stores, dining, apparel, and more. The goal of the index is to provide insight into the wider trends impacting the retail, dining and shopping center segments.
In December 2024, retail and dining visitation slowed slightly, with overall visits to the Placer 100 Retail & Dining Index down 0.8% year over year (YoY). The December dip was likely due in part to an extra Saturday last year – the busiest day of the week for many retail and dining chains.
But comparing overall visits in November and December 2024 to the same months in 2023 shows that visits to the Placer 100 Index remained on par with 2023 levels (+0.0%) during the last two months of the year. So despite headwinds and a shorter shopping season (just 28 days between Thanksgiving and Christmas, compared to 33 last year), brick-and-mortar retail and dining establishments ultimately attracted the same number of holiday season visits, all told, as they did last year.
Ever since the launch of Chili’s Big Smasher Burger promotion in late April 2024, YoY visits to Chili’s have been on the rise, buoyed by diners eager to indulge in a full-service experience at a QSR price point. And in December 2024, the chain once again topped the Placer 100 rankings, with visits to the chain up an impressive 21.0% YoY – fewer Saturdays notwithstanding.
Fitness clubs also figured prominently on December’s Placer 100 list, as did budget mainstay Aldi – underscoring the continued robust demand for no-frills, value-oriented grocery offerings. Notably, Family Dollar saw a 4.2% YoY increase in average visits per location – potentially reflecting the success of parent company Dollar Tree’s rightsizing efforts. Meanwhile, Big Lots saw a 5.2% YoY visit bump, likely fueled by strong consumer interest in its liquidation sales.
But value wasn’t the only winner of this year’s holiday season. Upscale department store Nordstrom enjoyed a substantial YoY visit uptick in November and December 2024 – with overall visits to the chain rising 6.5%. This stands in sharp contrast to the wider department stores sector, which experienced a 3.2% decline during the same period.
A look at the demographic profile of Nordstrom’s captured market shows that the chain’s success is likely due in part to its affluent – and young – customer base. In November and December 2024, the median household income of the census block groups (CBGs) from which Nordstrom drew its shoppers – weighted to reflect the share of visitors from each CBG – stood at $113.1K, significantly higher than the $81.3K median for the wider department store space. Nearly a third of Nordstrom's captured market (27.4%) was composed of “Ultra Wealthy Families” – compared to 9.5% for the sector as a whole. And unlike other department stores, which were slightly less likely than average to attract “Young Professionals,” that segment made up 9.7% of Nordstrom’s captured market, well above the nationwide baseline of 5.8%. As Gen-Z leads the charge back to malls, Nordstrom’s robust foothold among younger consumers bodes well for its future success.
Like many department stores, Nordstrom relies on the holiday season to bolster its annual bottom line – in 2024, November and December visits accounted for nearly a quarter (22.5%) of the chain’s total visits for the year. A strong performance during these critical months is a positive signal of good things to come – and with the chain being taken private by its founding family, we may see moves aimed at further solidifying Nordstrom’s position in the months ahead.
Despite fewer shopping days, the 2024 holiday shopping season proved resilient – with overall visits to the Placer 100 Retail & Dining Index remaining on par with 2023 levels. While value chains continued to dominate the rankings, upscale retailers like Nordstrom also enjoyed significant success. What trends will the Placer 100 Index uncover in the new year?
Visit placer.ai to find out.

About the Mall Index: The Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Malls demonstrated their resilience once again in 2024, will traffic to the three shopping formats essentially on par with 2023 levels despite the ongoing consumer headwinds. Indoor malls and open-air shopping centers even saw slight increases – of 1.5% and 1.7% year-over-year (YoY), respectively – while outlet malls experienced a minimal visit decline of 0.4%.
So although YoY visits dipped at all three mall formats in December 2024 – likely due to the month having one less Saturday than December 2023 – malls appear well positioned going into 2025.
The 2024 traffic performance of each format may be correlated with the income levels of the format’s visitor base. Open-air shopping centers, which received the largest YoY visit boost, also attracted the most affluent visitors who were likely less impacted by the ongoing consumer headwinds. Meanwhile outlet malls – which saw slight YoY traffic dips – drew visitors from areas with the lowest household income.
The holidays are particularly busy for shopping centers as consumers shop Black Friday discounts, meet mall Santas, buy gifts, and hang out with family and friends. But comparing average daily visits between Black Friday (November 11th) and New Years Eve (December 31st) with average daily visits during the rest of the year (January 1st to November 28th) reveals that the holiday boost is not distributed equally across the three mall formats.
Outlet malls received the largest Holiday-driven visit boost and Indoor malls came in at a close second, with visits during the holiday season up 59.3% and 57.0%, respectively. Open-air shopping centers lagged behind the other two formats, with daily visits up just 31.4% compared to the rest of the year.
Diving deeper into the data reveals that weekdays receive the largest lift, with weekday traffic at indoor and outlet malls during the holiday season up 63.0% and 66.4%, respectively, compared to the non-holiday season daily average.
The holidays don’t just drive an increase in traffic – dwell time at malls also tends to be longer between Black Friday and New Years Eve when compared to the rest of the year. Visit length at indoor and outlet malls increased by an average of 4.7 minutes, while dwell time at open-air shopping centers grew by an average of 3.1 minutes.
Malls’ holiday success proves once again that shopping centers continue to play an important role in the wider retail landscape. How will indoor malls, open-air shopping centers, and outlet malls perform in 2025?
Visit placer.ai to find out.

With 2024 firmly in the rearview mirror, we look back on the year’s retail foot traffic trends and what they may signal for 2025. Read on for a closer analysis of the retail categories and states that excelled at driving growth.
Overall retail visits increased year-over-year for most months of 2024, with many of the sporadic visit gaps likely due to extraneous circumstances as opposed to any real consumer slowdown.
Last year’s largest YoY retail visit gap – in January 2024 – could be attributed to severe winter weather in large parts of the country. And the April, September, and December YoY visit dips are likely partially due to calendar shifts, with April 2024 affected by the Easter calendar shift and September and December disadvantaged by having one less Saturday than in 2023.
Still, looking at 2024 as a whole revealed that the year did outperform 2023, with overall retail visits up 0.4% – suggesting that consumer behavior remains resilient and that 2025 could mark a further turnaround if cooling inflation meets consumer expectations.
But diving deeper into the data reveals significant variation among the major retail categories. Discount & dollar stores (2.8% YoY growth) and superstores (1.7% YoY growth) came out ahead of the pack, highlighting consumers’ demand for value in the face of high prices and economic uncertainty. Meanwhile – and as might be expected in a period of financial strain – many discretionary retail categories lagged in 2024. The Furniture & Home Furnishings category in particular saw the steepest decline with negative visit trends from January to July 2024, but the category did finish strong with a 3.5% YoY increase in Q4 2024 visits – a promising sign for 2025.
Last year’s retail foot traffic gains were also unevenly distributed geographically.
While most states saw modest YoY visit growth, Maine (2.2%) and North Dakota (2.0%) topped the list in 2024. Notably, foot traffic in both states showed resilience during even the most challenging periods of the year.
In Maine, a recent increase in inbound domestic migration may have contributed to the state’s foot traffic success. Meanwhile, North Dakota’s large share of superstore and discount & dollar store traffic was likely behind its overall retail visit growth in 2024.
Analyzing 2024 retail trends revealed that consumers navigated uncertainty while showcasing resilience — a promising foundation for the new year. Will this momentum continue in 2025?
Visit Placer.ai to find out.

Florida emerged as a domestic relocation hotspot during the pandemic – and analyzing domestic migration trends over the past four years reveals that most newcomers to Florida have stayed in the Sunshine State. We dove into the data to find out just how big a piece of the domestic relocation pie went to Florida – and see where the newcomers came from, where they chose to settle, and which Florida destinations attracted the most affluent new residents.
Domestic migration picked up over the pandemic, as many Americans liberated from the constraints of in-person work chose to move to areas with more space, a lower cost of living, and better outdoor recreational opportunities.
The map below highlights the states that received net inbound domestic migration between July 2020 and July 2024, with the percentages representing the share of inter-state positive net migration welcomed by each state during the analyzed period.
As the map shows, Florida was one of the major beneficiaries of the recent domestic migration boom. Between July 2020 and July 2024, Florida received 24.7% of positive intra-state migration in the United States. (In other words, 24.7% of inbound net migration to states with overall positive net migration went to Florida.) Texas, another oft-discussed pandemic relocation hub, came in second, receiving a significantly smaller 17.6% of the total inter-state positive net migration pie.
Most of Florida’s recent population influx dates back to the Covid era – diving deeper into the monthly data reveals that the biggest jump in migration over the past four years took place between late 2020 and early 2022. And although inbound migration slowed somewhat in 2023 and 2024, the Sunshine State’s net migrated percent of population compared to a July 2020 baseline remained steady at about 2.5% to 3.1% (depending on the season). This means that 2.5% to 3.1% of Florida’s residents have moved there over the past four years – indicating that most people who moved to Florida at the height of the pandemic have remained in the Sunshine State.
So where is Florida getting its new residents from?
Analyzing net migration to Florida by state of origin reveals that Florida received net positive migration from most of the country during the analyzed period – but the influx from some states was particularly significant.
The map below charts the share of net migration to and from Florida by state of origin or destination between July 2020 and July 2024. The purple represents states from which Florida received net positive migration – more people moved to Florida from those states than the other way around – and the percentage indicates each state's share of the total net positive migration to Florida. The yellow represents states which received net positive migration from Florida – more people moved to those states from Florida than vice versa – with the percentage showing each state's share of the total net negative migration from Florida.
As the data shows, much domestic migration to the Sunshine State came from the Mid Atlantic region – with relatively expensive New York and New Jersey standing out as the biggest feeder states – as well as from Illinois and California, two more high-cost-of-living states. Illinois and the Mid Atlantic states also tend to have relatively cold winters. Meanwhile, Florida mostly lost residents to neighboring states and to Texas, with a much smaller share of its net negative migration going to Alaska, Michigan, Montana, Wyoming, and the Dakotas.
It is likely, then, that Florida’s affordability and mild winters served as significant migration draws.
People may be moving to Florida from all over the United States. But where are they moving to in the Sunshine State? Mapping domestic migration trends onto Florida’s metro areas reveals that most of the inbound domestic migration is concentrated in Central Florida. Indeed, just three Central Florida metro areas – Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven – accounted for nearly half (41.5%) of the total net positive migration to Florida during the analyzed period.
Although the Tampa, Orlando, and Lakeland metro areas are contiguous, the demographic profiles of new residents settling in the three CBSAs are quite different. For example, Tampa, which boasts the highest median household income (HHI) of the three metro areas ($65.1K, compared to $61.1K for Orlando and $55.1K for Lakeland), also drew the greatest share of domestic migrants from affluent areas (median HHI > $100K).
Each of the three central Florida CBSAs also attracted newcomers from different areas of the country. Tampa exhibited the most diversity, with its top 5 CBSAs of origins representing under 50% of total net migration to the metro area. Orlando, on the other hand, received almost 50% of its net domestic migration between July 2020 and July 2024 from just two metro areas: New York and Miami. And for Lakeland, over 50% of the inbound net migration came from within the Sunshine State – including 31.6% from the Orlando CBSA and 9.5% from the Tampa metro area.
It is likely, then, that newcomers to Tampa are coming mostly from wealthy areas throughout the country, while Orlando draws slightly less affluent – but still relatively high-income – newcomers from dense urban areas. Meanwhile, Lakeland appears to attract local Floridians who may be looking for a more affordable living situation without moving too far away from their current communities.
Thanks to its mild winters, affordability, and lifestyle appeal, Florida emerged as a major pandemic relocation destination, and recent migration data reveals that many of those who moved in between 2020 and 2024 have stayed in the Sunshine State. In particular, the central Florida hubs of Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven attracted an outsize share of new Florida residents, with each metro area showcasing unique inbound migration patterns.
What will domestic migration patterns look like in 2025?
Visit Placer.ai to find out.

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.
Over the past year, Fast-Casual & Quick-Service Restaurant (QSR) chains have thrived, consistently outperforming the Full-Service Dining segment with positive year-over-year (YoY) visit growth every quarter since 2023. In this white paper, we dive into the data for leading dining chains to take a closer look at what’s driving visitors to the QSR segment and what other dining categories can learn from fast-food’s success.
One of the key factors separating QSR chains – aptly known as “fast food” – from the rest of the dining industry is the speed at which diners can get a ready-to-eat meal in their hands. And within the QSR space, speed of service is one of the ways chains differentiate themselves from their competition.
Leading fast-food chains are investing heavily in technologies and systems designed to help them serve customers ever more quickly:
Taco Bell’s “Touch Display Kitchen System” is designed to optimize cooking operations and improve wait times, while the chain’s Go Mobile restaurant format seeks to alleviate bottlenecks in the drive-thru lane. Chick-fil-A also has dedicated channels for quick mobile order pick-up and is planning four-lane drive-thrus with second-floor kitchens to get meals out even faster. And to save time at the drive-thru, Wendy’s is experimenting with generative AI and developing an underground, robotic system to deliver digital orders to designated parking spots within seconds.
And location intelligence shows that all three chains are succeeding in reducing customer wait times. Over the past four years, Taco Bell, Chick-fil-A, and Wendy’s have seen steady increases in the share of visits to their venues lasting less than 10 minutes.
The data also suggests that investment in speed of service can increase overall visitation to QSR venues.
In late 2022, McDonald’s opened a to-go-only location outside of Dallas, TX with a lane dedicated to mobile order fulfillment via a conveyor belt. And in Q1 2024, this venue not only had a larger share of short visits compared to the other McDonald’s locations in the region, but also more visits compared to the McDonald’s average visits per venue in the Dallas-Fort Worth CBSA.
This provides further support for the power of fast order fulfillment to drive QSR visits, with customers motivated by the prospect of getting in and out quickly.
The success of the fast-food segment is even driving other restaurants to borrow typical QSR formats – especially during time slots when people are most likely to grab a bite to eat on the go.
In September 2023, full-service leader Applebee’s opened a new format: a fast casual location focusing on To Go orders in Deer Park, NY, featuring pick-up lockers for digital orders and limited dine-in options without table service.
And the new format is already attracting outsized weekday and lunchtime crowds. In Q1 2024, 20.5% of visits to the chain’s To Go venue took place during the 12:00 PM - 2:00 PM time slot, while the average Applebee’s in the New York-Newark-Jersey City CBSA received less than 10% of its daily visits during that daypart. The new restaurant also drew a significantly higher share of weekday visits than other nearby venues.
This suggests that takeaway-focused venues could help full-service chains grow their visit share during weekdays and the coveted lunch rush, when consumers may be less inclined to have a sit-down meal.
An additional factor contributing to QSR and Fast Casual success in 2024 may be the rise of chicken-based chains. Chicken is a versatile ingredient that has remained relatively affordable, which could be contributing to its growing popularity and the rapid expansion of several chicken chains.
Comparing the relative visit share (not including delivery) of various sub-segments within the wider Fast Casual & QSR space showed that the share of visits to chains with chicken-based menus has increased steadily between 2019 and 2023: In Q1 2024, 15.3% of Fast Casual & QSR visits were to a chicken restaurant concept, compared to just 13.4% in Q1 2019.
The strength of chicken-based concepts is also evident when comparing average visits per venue at leading chicken chains with the wider Fast Casual & QSR average.
Both Chick-fil-A, the nation’s predominant chicken chain, and Raising Cane’s, a rapidly expanding player in the fast-food chicken space, are receiving significantly more visits per venue than their Fast Casual & QSR peers: In Q1 2024, Raising Cane’s and Chick-fil-A restaurants saw an average of 153.0% and 237.7% more visits per venue, respectively, compared to the combined Fast Casual & QSR industries average.
The elevated traffic at chicken chains likely plays a part in their profitability per restaurant relative to other Fast Casual & QSR concepts with more sizable fleets.
QSR and Fast-Casual chains are also particularly adept at generating seasonal visit spikes through unique Limited Time Offers and holiday promotions adapted to the calendar.
Arby’s recently launched a 2 for $6 sandwich promotion on February 1st, with two of the three sandwich options on promotion being fish-based in an apparent attempt to entice diners eschewing meat in observance of Lent. The company also brought back a specialty fish sandwich, likely with the goal of further appealing to the Lent-observing demographic.
The offers seem to have driven significant traffic spikes, with foot traffic during the promotion period significantly higher than the January daily visit average. And traffic was particularly elevated during Lent – which this year fell on Wednesday, February 14th through Thursday, March 28th, with visits spiking on Fridays when those observing are most likely to seek out fish-based meals.
Some of the elevated visits in the second half of Q1 may be attributed to the comparison to a weaker January across the dining segment. But the success of the fish-forward promotion specifically during Lent suggests that the company’s calendar-appropriate LTO played a major role in driving visits to the chain.
Shorter-term promotions – even those lasting just a single day – can also drive major visit spikes.
Since 1991, White Castle has transformed its fast-food restaurants into a reservation-only, “fine-dining” experience for dinner on Valentine's Day. In 2024, Valentine’s Day fell on a Wednesday, and White Castle’s sit-down event drove a 11.8% visit increase relative to the average Wednesday in Q1 2024 and a 3.9% visit increase compared to the overall Q1 2024 daily average.
The elevated visit numbers over Valentine’s Day are even more impressive when considering that a full-service dining room can accommodate fewer visitors than the drive-thrus and counter service of White Castle’s typical QSR configuration. The spike in February 14th visits may also be attributed to an increased number of diners showing up throughout the day to take in the Valentine’s Day buzz.
QSR and Fast-Casual dining are having a moment. And the data shows that a combination of factors – including fast and efficient service, the rising popularity of chicken-based dining concepts, and effective LTOs – are all playing a part in the categories’ recent success.

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.
