.svg)
When we last checked in with the home improvement category, high interest rates and a cooling housing market had impacted visits to retailers The Home Depot, Lowe’s, and Tractor Supply. As 2024 gets underway, what might lie ahead for these chains? We take a look at the data to find out.
Home Depot and Lowe’s, two of the largest home improvement retailers in the country, command a significant share of the industry. The two chains experienced ups and downs over the past few years, from a pandemic-era spike in visits to a more recent slowdown as rising prices and slowing home sales led many would-be shoppers to rethink a renovation.
The turbulence in the Home Improvement space continued in 2023. In the first half of the year, foot traffic to The Home Depot and Lowe’s showed modest increases on a year-over-year (YoY) basis – but that momentum slowed into the years’ second half as home sales dropped to a six-month low.
Visit performance to these retailers may well improve in 2024. Should home sales pick up as mortgage rates continue on their expected downward trajectory, home improvement chains would likely see an increase in visits as new homeowners grab equipment for renovations.
.avif)
Analyzing median household income (HHI) of visitors to The Home Depot and Lowe’s, segmented by potential and captured markets, may provide insights into The Home Depot's stronger year-over-year foot traffic performance. (A chain's potential market looks at the Census Block Groups (CBGs) where visitors to a chain originate, weighted according to the CBG’s population. In contrast, captured market visit data reflects figures weighted by the actual number of visits from each CBG.)
The trade area median HHI tends to be higher for Home Depot than for Lowe’s in the chains’ potential markets – and the differences grow even more pronounced when analyzing the captured market. The Home Depot’s potential market median HHI stood at $71.5K/year – just slightly higher than Lowe’s $69.6K/year. But The Home Depot’s captured market median HHI was $74.3K/year in 2023 – around 4% higher than the chain’s potential market median HHI. Meanwhile, Lowe’s captured market median HHI of $69.0K/year was around 1% lower than its potential market median HHI.
The income disparity between the visitor bases of the two chains may provide context for The Home Depot’s foot traffic strength compared to Lowe’s – The Home Depot’s wealthier customers may be more insulated from the effects of inflation. And as inflation eases and demand for home renovations creeps up, Lowe’s may yet see visits tick up as its customers return to the chain.
.png)
Tractor Supply Co. – another major home improvement chain – also offers a variety of products geared toward farm and ranch living, including animal feed and farm equipment. The company was a surprising pandemic winner, seeing its sales and foot traffic grow significantly as people moved to the countryside.
The chain's popularity has remained strong even as the pandemic-induced migration trends subside and the influx of city-dwellers to rural areas slows down. Visits to Tractor Supply remained consistently high throughout 2023, with only two months experiencing YoY foot traffic lags. Tractor Supply visits also outpaced visits to the home improvement category as a whole, indicating sustained demand for farm products.
.avif)
A deeper exploration of the three home improvement chains’ psychographic compositions indicates that Tractor Supply’s popularity with rural segments (as defined by the Spatial.ai: PersonaLive dataset) may be fueling some of its sustained visit success.
All three chains saw a higher share of rural visitors in their captured market compared to their potential market – indicating that rural consumers are particularly interested in home improvement tools and products. And of the three chains, Tractor Supply served the largest share of rural visitors by far. The share of rural audience segments in Tractor Supply’s potential markets significantly exceeded the share of these segments in the trade areas of Lowe’s and The Home Depot’s, and the relative share of rural segments in Tractor Supply’s captured market was even more impressive.
Lowe’s, which has bolstered its rural presence over the past year, had the second-highest percentage of rural segments in both its potential and captured markets – although its share of rural visitors was still considerably lower than Tractor Supply’s.
Meanwhile, The Home Depot saw the smallest share of rural visitors across all rural segments analyzed. The company’s captured market had just slightly more Rural High Income and Rural Low Income visitors relative to its potential market, and there was no difference between its captured and potential market shares of Rural Average Income consumers.
The impressive over-representation of rural customers to Lowe’s and Tractor Supply suggest that the rural potential for home improvement chains is significant – and chains that tap into the segment may see further foot traffic to their stores.
.avif)
The home improvement space has seen plenty of variance over the past few years, from the pandemic-fueled DIY highs of 2020 and 2021 to the overall slowdown brought on by inflation in 2023. Will visits begin to pick up again into 2024?
Visit placer.ai/blog for the latest data-driven retail insights.
How did Target, Walmart, Costco, Sam’s Club, and BJ’s Wholesale Club perform offline last year? Who visited the chains in 2023? And what does 2024 have in store for the space? We dove into the foot traffic and trade area composition data to find out.
The superstore and wholesale space performed well across the board in 2023, with leading retailers seeing consistent year-over-year (YoY) quarterly visit growth throughout the year. Costco led the pack in terms of overall YoY visit performance, followed by Sam’s Club and BJ’s Wholesale Club. The wholesale clubs’ strength may be due in part to the chains’ attractive gas prices, which were likely particularly tempting to 2023 consumers looking to stretch their budget.
Visits to Target also remained above the chain’s 2022 baseline during all four quarters, and Walmart – which closed several stores last year – mostly beat its 2022 visit performance, with the exception of Q4 where traffic remained essentially on par with last year’s levels.
%20(1).png)
Visits to four out of five of the analyzed superstores and wholesale clubs dipped slightly in January 2024 relative to January 2023, perhaps due to comparisons to a strong Q1 2023 performance or to post-holidays consumer cutbacks. But despite the challenging circumstances, the YoY drops remained minimal – so the softer start to the year is not necessarily an indication of things to come.
And in contrast to the subdued visit performance in the rest of the category, Costco foot traffic exceeded its January 2023 visit baseline – revealing the potential for the superstore space to grow in a positive direction in 2024.
.png)
Analyzing monthly visits to leading superstore and wholesale clubs in 2023 compared to each chain’s monthly visit average reveals different consumer patterns for each brand.
While all chains saw their monthly visits peak in December, Target experienced the most significant holiday peak, with a 33.9% increase in monthly visits compared to its 2023 monthly average – more than double the increases of the other four chains analyzed. Target also saw the strongest August visit growth relative to its 2023 monthly average as parents and students likely flocked to the chain in search of Back-to-School apparel and supplies.
In June and July, Walmart’s relative visit growth exceeded that of the other four chains – possible thanks to consumers stocking up on summer supplies. And the wholesale clubs saw larger relative increases in November, as those chains’ bulk grocery offerings may have helped consumers shop for a crowd ahead of Thanksgiving dinner.
.avif)
The trade areas of all five chains analyzed included a higher share of Households with Children when compared to the nationwide average. But the two superstore brands – Walmart and Target – also had larger percentages of 1-Person and Non-Family (roommate) Households when compared to the nationwide average, while the three wholesale clubs had smaller shares.
So while average wholesale clubs and their large selection of bulk packaged items cater primarily to families, superstores seem to attract a wider range of shoppers, including consumers shopping for one and living alone or with roommates.
.png)
Diving into the psychographic composition of the trade areas highlights additional differences between the various chains’ audiences.
The trade areas of Walmart and of its subsidiary Sam’s Club had the highest share of Spatial.ai: PersonaLive’s small town and rural audience segments, including “Small Town Low Income,” “Rural Low Income,” “Rural Average Income,” and “Rural High Income.”
Suburban segments were more distributed. Walmart and Sam’s Club served a higher share of “Blue Collar Suburbs” while Target and Costco drew more “Wealthy Suburban Families” – and BJ’s Wholesale Club received the largest percentage of “Upper Suburban Diverse Families.”
BJ’s trade area also included the largest shares of almost all the urban segments with the exception of “Educated Urbanites” – defined by Spatial.ai as “well educated young singles living in dense urban areas working relatively high paying jobs” – for which Target came out on top.
.avif)
The leading superstore and wholesale clubs performed well in 2023 as consumers relied on their bulk-packaging and value-pricing to stretch their increasingly strained budgets.
What does 2024 have in store? Visit the placer.ai blog to find out.
It only comes around once every 12 years, and for those born in the Year of the Dragon, they are considered to be the luckiest of the Zodiac signs. This year’s element is wood, and thus a Wood Dragon year can portend good fortune, action, and expansion. Let’s take a look at some Asian concepts, brands, and shopping centers and see if our Placer trends indicate whether they might be in for a lucky, powerful year.
Tea drinks, especially those including tapioca pearls otherwise known as boba have created billionaires in China, and global expansion means that you can get your fill of the chewy goodies all over the world nowadays. Some of the largest chains in the US include Kung Fu Tea, with over 350 locations; Gong Cha; Sharetea with more than 500 stores in 15 locations; Boba Guys known for their famous strawberry puree matcha tea latte; and It’s Boba Time, Happy Lemon, YiFang Taiwan Fruit Tea, and Boba Loca.
Tea has been an integral part of our global history. As a precious commodity, it was traded along the Silk Road, leading to increased transcontinental commerce. In American history, the Boston Tea Party was perhaps not so much about tea itself but about taxation and representation, but in any words, it was definitely a catalyst towards American independence. And now, thousands of years later, tea continues to be a tour de force for antioxidants, anti-aging, and an overall delicious base for a bevy of creative drinks. Economists often talk about the “latte index” - used to estimate purchasing power parity in 16 countries around the world compared to the cost of a tall Starbucks latte in NYC.
With the way things are going with teas, could a boba index not be far behind? We examined year-over-year traffic for some of the leading tea/boba chains compared to specialty coffee chains. Boba has seen gains compared to last year, usually at a higher percentage than coffee. Both beverage type chains have trended upwards in 2023, although coffee had a bit of a dip in the latter part of the year.
To be fair, one can often order a coffee at a tea store and vice versa, but there are certainly toppings and color sensations at tea stores that are uniquely suited to social media, such as butterfly pea, which is an intense shade of violet, or various vibrant toppings such as popping boba in pink and orange. In some creations, the tea is even dispensed with entirely, such as Tiger Sugar’s brown sugar boba milk with a deep caramel flavor, or their highly-coveted ice cream bar version of the drink.
For those wishing for an authentic taste of an Asian shopping mall experience during Lunar New Year, there are many options around the US including Chinese shopping malls in the west like Focus Plaza/San Gabriel Square in San Gabriel Valley, Diamond Jamboree in Irvine, Shanghai Plaza in Chinatown Las Vegas, and Great Wall Mall in Kent, WA as well as in the east like Tangram and New World Mall in Flushing, NY.
Of these malls, Diamond Jamboree is the most visited. It has local favorites like The Kickin' Crab, Hai Di Lao, and Pepper Lunch. For dessert, head on over to Meet Fresh, with its refreshing grass jelly or chewy taro balls or SomiSomi for the cutest fish-shaped pancakes and a delectable choice of soft-serve flavors like ube and sesame.
Next is Shanghai Plaza, which is located in Las Vegas Chinatown. At Shanghai Taste, one can slurp xiao long bao soup dumplings, and another favorite - sheng jian bao - which is basically the love child of the more well known bao zi (meat bun) and the aforementioned xiao long bao. Somehow, it manages to have the fluffiness of the outer dough with a burst of soup and filling inside. Add the slight crunchiness of a pan-fried base and your mouth will be amazed by the variety of flavors and textures.
San Gabriel Square, also known as Focus Plaza, is the granddaddy of San Gabriel Valley larger-than-life malls. Also lovingly named “Chinese Disneyland” it offers a famous restaurant Five Star Seafood, a 99 Ranch, as well as other restaurants and jewelry stores. It opened in 1990 and became the place where one could go to buy laserdiscs for karaoke machines, as well as buy delicacies like honey-dried mangoes or salted plums. Nearly 25 years later, it is poised for renovation as it competes with other Chinese malls in the Greater Los Angeles and Orange County area for hot new restaurants and bakeries.
Moving across the country, we have Tangram in Queens, NY. Who doesn’t love an Asian food hall, with its dizzying array of hawkers, smells, and bustle? Tangram opened its Food Hall in January 2023, with a mix of international cuisine such as Joju for Vietnamese sandwiches, Zaab Zaab for Thai food, and Na Tart for egg tarts. One unique offering at Xi’an Famous Food is their piece de resistance lamb noodles. Topped with melt-in-your-mouth lamb, the broth is composed of both cumin and chili, and the hand-pulled noodles offer you that perfect texture referred to as “qq” in Chinese, whose closest renditions for noodles in another language might be “al dente.” This food hall spans 24,000 square feet and is lit with neon to mimic the non-stop night market energy in cosmopolitan Asian cities.
Great Wall Mall in Kent, Seattle is another Pan-Asian shopping center, despite its Chinese-centric name. Anchored by a 99 Ranch market, it also includes Chinese and Vietnamese restaurants, a Korean clothing store, hair and nail salons, and home decor. Architecturally, the outside is flanked by a fortress-style wall that mimics the Great Wall of China.
Last, but not least, we have New World Mall. Another sprawling food hall awaits, with over two dozen eateries to choose from. The exciting part of visiting food halls is the ability to get to the level of regional cuisine. Whether its Chongqing xiao mian featuring spicy Sichuan noodles or knife-cut noodles from Lanzhou, one has the opportunity to try a variety of cooking styles, nuances in similar-sounding dishes, and basically explore an entire country through its diversity of tastes.
The past couple of years have been challenging ones for the dining industry as high food prices and economic headwinds led many consumers to cut back on unnecessary indulgences. Still, people can’t eat at home all the time, and there’s always demand for restaurants that serve up good food and a welcoming ambiance – without breaking the bank.
So with Q4 2023 under our belts, we dove into the data to check in with two dining chains that are especially good at giving customers what they want: Shake Shack and Wingstop. How did they perform during the final quarter of 2023? And what lies ahead for them in the new year?
Shake Shack, curiously named after an amusement park ride from 70’s hit movie Grease, continues to impress. Following a robust third quarter, the gourmet burger joint maintained strong positive year-over-year (YoY) visit growth throughout Q4 2023 – finishing out the year with a remarkable 24.3% foot traffic jump in December 2023.
Wingstop, another darling of the dining industry, also ended 2023 with a bang. Whether celebrating the New York Knicks with a special lemon garlic flavor, or jumping on the dry January bandwagon with its own “dry rub January”, the popular chicken restaurant draws crowds by staying up-to-date with popular trends. And throughout Q4 2023, Wingstop saw positive visit growth ranging from 12.8% to 16.3%.
.png)
The ongoing success of these two chains in a difficult overall environment shows that there’s more than one way to win at the dining game. With limited-time offerings like White Truffle Burgers, and sandwiches that feature Kimchi slaw, Shake Shack’s relatively upscale offerings have traditionally drawn affluent audiences. But as the chain has continued to expand, its customer base has diversified – with the median household income (HHI) of its captured market dropping by 8.6% over the past four years. Over the same period, the share of ultra-wealthy families and educated urbanites in the restaurant’s captured market declined, while the share of young professionals and urban low income consumers increased. Wider audiences, of course, means broader appeal – and more people getting addicted to Shake Shack’s delicious offerings.
.avif)
Wingstop, for its part, has pursued a somewhat different strategy. Positioned as an affordable eatery straddling the space between fast food and fast-casual, Wingstop draws less well-to-do consumers. Combining foot traffic data with demographics from STI’s PopStats shows that the median HHI of Wingstop’s captured market came in at $62.1K in Q4 2023, well below the nationwide baseline of $69.5K.
But despite targeting a demographic with less discretionary income, Wingstop has carved out a niche for itself as a to-go dining destination for people seeking the perfect place to sit down to a nice, big meal with the family. In Wingstop’s four biggest markets – Texas, California, Florida, and Illinois – the chain’s trade areas featured more persons per household than the statewide averages in Q4 2023. And Wingstop’s captured markets were also over-indexed for families with children – showing that parents are particularly likely to pay the restaurant a visit.
.png)
Though food prices have stabilized and consumer confidence has begun to recover, last year ended on a tough note for restaurants. But while the category as a whole has yet to fully regain its footing, chains like Shake Shack and Wingstop are finding success by leaning into evolving consumer demand.
Will cooling inflation kickstart a dining revival? And what does the rest of 2024 have in store for Shake Shack and Wingstop?
Follow Placer.ai to find out.
Few things are more beloved by Americans than a steak – and two of the most popular steakhouse chains in the U.S. are Texas Roadhouse and Outback Steakhouse. Who is visiting these chains, and what characteristics do they share? We take a closer look.
Food-away-from-home prices remained high for much of 2023, presenting challenges for dining establishments as would-be restaurant patrons reconsidered going for a meal out. Outback Steakhouse in particular felt the impact of the dining downturn, with year-over-year (YoY) visits falling in 2023 – although the dip may also be due to the chain’s downsizing its store fleet. And the chain seems to have offset at least some of the drop thanks to its price increases, which increased the value of every visit.
Texas Roadhouse, meanwhile, continued its expansion and benefited from growing YoY foot traffic every quarter of 2023.
.png)
Texas Roadhouse’s success is particularly notable given its trade area median HHI. Both Outback Steakhouse and Texas Roadhouse tend to have a lower median household income (median HH) in their trade areas when compared to the average fast-casual chain, despite having higher price points. The steakhouse leaders also have a trade area median HHI that is significantly lower than the overall fine-dining segment.
The lower median HHI of Texas Roadhouse and Outback Steakhouse visitors suggests that these diners may be avoiding the purchase of more casual, on-the-go meals and instead choosing to direct their more limited funds toward special occasion dining. And Outback Steakhouse and Texas Roadhouse may be seen as an affordable luxury for those seeking a more elevated dining experience than might be found at a local fast-casual joint.
By understanding the types of diners who visit the restaurant, dining chains can make sure to deliver the type of experience their customers are seeking – in this case, a special-occasion dining destination that won't break the bank.
.png)
Outback Steakhouse and Texas Roadhouse Popular Among Suburban Segments
A deeper exploration of the psychographic compositions of each chains’ trade area reveals that suburban families are particularly drawn to Texas Roadhouse and Outback Steakhouse. For both chains, the share of households in Spatial.ai’s PersonaLive “Upper Suburban Diverse Families,” “Suburban Boomers,” and “Wealthy Suburban Families” segments exceeded the statewide average in several major states.
As suburban markets continue gaining momentum, Texas Roadhouse and Outback Steakhouse’s popularity with suburban audiences can help the chains stay ahead of the pack in 2024.
.png)
The State Of Steak
The enduring appeal of a well-made steak (or Blooming Onion, or honey butter) is indisputable. Will customers continue to visit these chains for a special occasion? Or will 2024 bring with it a new shift in diner preferences?
Follow Placer.ai’s data-driven analyses to find out.
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.
Remote work may not be bad for companies’ bottom lines – but it does appear to have drawbacks for employees. Fully remote workers were 35% more likely to be laid off in 2023 than those who came into the office at least part of the week. And full-time WFH personnel also got fewer promotions.
Still, reaping the benefits of in-person office work doesn’t require a full-time return to office. (Five days a week? Seriously?) And for many participants in the remote work wars, 2023 was a year for compromise. But what did the hybrid model look like in 2023? And who were last year’s office visitors?
We dove into the data to find out.
Analyzing office visit trends over the past several years suggests that some variation of the hybrid model is indeed here to stay – though the jury’s still out on whether we’ve found the sweet spot. Since Q2 2023, quarterly visits to office buildings have remained about 34.0%-38.0% below pre-COVID levels. But Q4 2023 office foot traffic was 12.9% higher than the equivalent period of 2022, suggesting that additional office recovery may still be in the cards.
Regionally speaking, Miami and New York closed out 2023 at the head of the pack, with visits about 20% below the pre-pandemic baseline. Dallas and Chicago finished the year with respective quarterly visit gaps of 31.8% and 43.0%. And San Francisco continued to bring up the rear, with office foot traffic 53.8% below pre-COVID levels.
.avif)
These general trends continued into January 2024. Nationwide, office buildings experienced a 42.1% year-over-four-year (Yo4Y) visit gap, potentially indicating stalling recovery. But at the same time, major markets across the country – most impressively San Francisco – saw sustained YoY visit growth, showing that the return to office (RTO) story is still being written.
.png)
Whether office recovery has run its course, or whether 2024 promises a renewed upward trajectory – a more granular picture of the specific habits and characteristics of office-goers can help stakeholders adapt to evolving trends.
And while foot traffic remains substantially below 2019 levels, the affluence of office buildings’ visitor base has very nearly rebounded to what it was before COVID. In Q1 2019, the median household income (HHI) of the Nationwide Office Index’s captured market stood at $91.9K, a metric which plummeted in early 2020 as more affluent employees rode out lockdowns from home. But since then, the median HHI has slowly risen – reaching $90.1K - $91.6K in 2023.
Unsurprisingly, remote and hybrid work opportunities aren’t distributed equally – and wealthier, more-educated workers are better positioned than others to take advantage of them. But visitors to major office buildings tend to have significantly higher-than-average HHIs to begin with (STI’s PopStats puts the nationwide baseline at $69.5K). So even if the median HHI of office visitors is once again close to what it was before COVID, it is these relatively affluent employees that are coming in less frequently and helping to shape the new hybrid normal.
.png)
At the same time, there has been a subtle but distinct decline in the share of parental households in offices’ captured markets – indicating that parents of children accounted for a smaller proportion of office visits in 2023 than in 2019. This change varied by region, with Chicago seeing the smallest shift and tech-heavy San Francisco seeing the largest one.
For many working parents, flexibility is the name of the game – and employees juggling parental responsibilities along with their work loads may be particularly eager to embrace working from home.
.png)
Another data point that’s particularly important for stakeholders to understand is the daily breakdown of office visits throughout the week. And foot traffic data for 2023 shows that the TGIF work week that we first observed in 2022 remains more firmly entrenched than ever. People continue to concentrate office visits mid-week and log on from home on Mondays and especially Fridays – an effect that is most pronounced in San Francisco, and least pronounced in Miami. And for municipalities, CRE companies, and local businesses that rely on office foot traffic, recognizing the persistence of this pattern can be key to making the most of those days when offices are abuzz with activity.
.avif)
The new hybrid model remains a work in progress – and it’s too soon to tell whether offices will indeed see further attendance increases in 2024. But either way, the behaviors and attributes of office-goers will continue to evolve, presenting stakeholders with opportunities and challenges alike.
What does 2024 have in store for RTO? And how will the profile of visitors to America’s offices change in the new year?
Follow placer.ai/blog to find out.
1. Market Divergence: While San Francisco's return-to-office trends have stabilized, Los Angeles is increasingly lagging behind national averages with office visits down 46.6% compared to pre-pandemic levels as of June 2025.
2. Commuter Pattern Shifts: Los Angeles faces a persistent decline in out-of-market commuters while San Francisco's share of out-of-market commuters has recovered slightly, indicating deeper structural challenges in LA's office market recovery.
3. Visit vs. Visitor Gap: Unlike other markets where increased visits per worker offset declining visitor numbers, Los Angeles saw both metrics decline year-over-year, suggesting fundamental workforce retention issues.
4. Century City Exception: Century City emerges as LA's strongest office submarket with visits only 28.1% below pre-pandemic levels, driven by its premium amenities and strategic location adjacent to Westfield Century City shopping center.
5. Demographic Advantage: Century City's success may stem from its success in attracting affluent, educated young professionals who value lifestyle integration and are more likely to maintain consistent office attendance in hybrid work arrangements.
While return-to-office trends have stabilized in many markets nationwide, Los Angeles and San Francisco face unique challenges that set them apart from national patterns. This report examines the divergent trajectories of these two major West Coast markets, with particular focus on Los Angeles' ongoing struggles and the emergence of one specific submarket that bucks broader trends.
Through analysis of commuter patterns, demographic shifts, and localized performance data, we explore how factors ranging from out-of-market workforce changes to amenity-driven location advantages are reshaping the competitive landscape for office real estate in Southern California.
Both Los Angeles and San Francisco continue to significantly underperform the national office occupancy average. In June 2025, average nationwide visits to office buildings were 30.5% below January 2019 levels, compared to a 46.6% and 46.4% decline in visits to Los Angeles and San Francisco offices, respectively.
While both cities now show similar RTO rates, they arrived there through different trajectories. San Francisco has consistently lagged behind national return-to-office levels since pandemic restrictions first lifted.
Los Angeles, however, initially mirrored nationwide trends before its office market began diverging and falling behind around mid-2022.
The decline in office visits in Los Angeles and San Francisco can be partly attributed to fewer out-of-market commuters. Both cities saw significant drops in the percentage of employees who live outside the city but commute to work between H1 2019 and H1 2023.
However, here too, the two cities diverged in recent years: San Francisco's share of out-of-market commuters relative to local employees rebounded between 2023 and 2024, while Los Angeles' continued to decline – another indication that LA's RTO is decelerating as San Francisco stabilizes.
Like in other markets, Los Angeles saw a larger drop in office visits than in office visitors when comparing current trends to pre-pandemic levels. This is consistent with the shift to hybrid work arrangements, where many of the workers who returned to the office are coming in less frequently than before the pandemic, leading to a larger drop in visits compared to the drop in visitors.
But looking at the trajectory of RTO more recently shows that in most markets – including San Francisco – office visits are up year-over-year (YoY) while visitor numbers are down. This suggests that the workers slated to return to the office have already done so, and increasing the numbers of visits per visitor is now the path towards increased office occupancy.
In Los Angeles, visits also outperformed visitors – but both figures were down YoY (the gap in visits was smaller than the gap in visitors). So while the visitors who did head to the office in LA in Q2 2025 clocked in more visits per person compared to Q2 2024, the increase in visits per visitor was not enough to offset the decline in office visitors.
While Los Angeles may be lagging in terms of its overall office recovery, the city does have pockets of strength – most notably Century City. In Q2 2025, the number of inbound commuters visiting the neighborhood was just 24.7% lower than it was in Q2 2019 and higher (+1.0%) than last year's levels.
According to Colliers' Q2 2025 report, Century City accounts for 27% of year-to-date leasing activity in West Los Angeles – more than double any other submarket – and commands the highest asking rental rates. The area benefits from Trophy and Class A office towers that may create a flight-to-quality dynamic where tenants migrate from urban core locations to this Westside submarket.
The submarket's success is likely bolstered by its strategic location adjacent to Westfield Century City shopping center – visit data reveals that 45% of weekday commuters to Century City also visited Westfield Century City during Q2 2025. The convenience of accessing the mall's extensive retail, dining, and entertainment options during lunch breaks or after work may encourage employees to come into the office more frequently.
Perhaps thanks to its strategic locations and amenities-rich office buildings, Century City succeeds in attracting relatively affluent office workers.
Century City's office submarket has a higher median trade area household income (HHI) than either mid-Wilshire or Downtown LA. The neighborhood also attracts significant shares of the "Educated Urbanite" Spatial.ai: PersonaLive segment – defined as "well educated young singles living in dense urban areas working relatively high paying jobs".
This demographic typically has fewer family obligations and greater flexibility in their work arrangements, making them more likely to embrace hybrid schedules that include regular office attendance. Affluent singles also tend to value the lifestyle amenities and networking opportunities that come with working in a premium office environment like Century City: This demographic is often in career-building phases where in-person collaboration and visibility matter more, driving consistent office utilization that helps sustain the submarket's performance even as other LA office areas struggle with lower occupancy rates.
The higher disposable income of this audience also aligns well with the submarket's upscale retail and dining options at nearby Westfield Century City, creating a mutually reinforcing ecosystem where the office environment and surrounding amenities cater to their preferences.
As the broader Los Angeles market grapples with a shrinking commuter base and declining office utilization, the performance gap between premium, amenity-rich locations and traditional office districts is likely to widen. For investors and tenants alike, these trends underscore the growing importance of location quality, demographic targeting, and lifestyle integration in determining long-term office market viability across Southern California.
Century City's success – anchored by its affluent, career-focused workforce and integrated lifestyle amenities – can offer a blueprint for office market resilience in the hybrid work era.
1. Appetite for offline retail & dining is stronger than ever. Both retail and dining visits were higher in H1 2025 than they were pre-pandemic.
2. Consumers are willing to go the extra mile for the perfect product or brand. The era of one-stop-shops may be waning, as many consumers now prefer to visit multiple chains or stores to score the perfect product match for every item on their shopping list.
3. Value – and value perception – gives chains a clear advantage. Value-oriented retail and dining segments have seen their visits skyrocket since the pandemic.
4. Consumer behavior has bifurcated toward budget and premium options. This trend is driving strength at the ends of the spectrum while putting pressure on many middle-market players.
5. The out-of-home entertainment landscape has been fundamentally altered. Eatertainment and museums have stabilized at a different set point than pre-COVID, while movie theater traffic trends are now characterized by box-office-driven volatility.
6. Hybrid work permanently reshaped office utilization. Visits to office buildings nationwide are still 33.3% below 2019 levels, despite RTO efforts.
The first half of 2025 marked five years since the onset of the pandemic – an event that continues to impact retail, dining, entertainment, and office visitation trends today.
This report analyzes visitation patterns in the first half of 2025 compared to H1 2019 and H1 2024 to identify some of the lasting shifts in consumer behavior over the past five years. What is driving consumers to stores and dining venues? Which categories are stabilizing at a higher visit point? Where have the traffic declines stalled? And which segments are still in flux? Read the report to find out.
In the first half of 2025, visits to both the retail and dining segments were consistently higher than they were in 2019. In both the dining and the retail space, the increases compared to pre-COVID were probably driven by significant expansions from major players, including Costco, Chick-fil-A, Raising Cane's, and Dutch Bros, which offset the numerous retail and dining closures of recent years.
The overall increase in visits indicates that, despite the ubiquity of online marketplaces and delivery services, consumer appetite for offline retail and dining remains strong – whether to browse in store, eat on-premises, collect a BOPIS order, or pick up takeaway.
A closer look at the chart above also reveals that, while both retail and dining visits have exceeded pre-pandemic levels, retail visit growth has slightly outpaced the dining traffic increase.
The larger volume of retail visits could be due to a shift in consumer behavior – from favoring convenience to prioritizing the perfect product match and exhibiting a willingness to visit multiple chains to benefit from each store's signature offering. Indeed, zooming into the superstore and grocery sector shows an increase in cross-shopping since COVID, with a larger share of visitors to major grocery chains regularly visiting superstores and wholesale clubs. It seems, then, that many consumers are no longer looking for a one-stop-shop where they can buy everything at once. Instead, shoppers may be heading to the grocery stores for some things, the dollar store for other items, and the wholesale club for a third set of products.
This trend also explains the success of limited assortment grocers in recent years – shoppers are willing to visit these stores to pick up their favorite snack or a particularly cheap store-branded basic, knowing that this will be just one of several stops on their grocery run.
Diving into the traffic data by retail category reveals that much of the growth in retail visits since COVID can be attributed to the surge in visits to value-oriented categories, such as discount & dollar stores, value grocery stores, and off-price apparel. This period has been defined by an endless array of economic obstacles like inflation, recession concerns, gas price spikes, and tariffs that all trigger an orientation to value. The shift also speaks to an ability of these categories to capitalize on swings – consumers who visited value-oriented retailers to cut costs in the short term likely continued visiting those chains even after their economic situation stabilized.
Some of the visit increases are due to the aggressive expansion strategies of leaders in those categories – including Dollar General and Dollar Tree, Aldi, and all the off-price leaders. But the dramatic increase in traffic – around 30% for all three categories since H1 2019 – also highlights the strong appetite for value-oriented offerings among today's consumers. And zooming into YoY trends shows that the visit growth is still ongoing, indicating that the demand for value has not yet reached a ceiling.
While affordable pricing has clearly driven success for value retailers, offering low prices isn't a guaranteed path to growth. Although traffic to beauty and wellness chains remains significantly higher than in 2019, this growth has now plateaued – even top performers like Ulta saw slight YoY declines following their post-pandemic surge – despite the relatively affordable price points found at these chains.
Some of the beauty visit declines likely stems from consumers cutting discretionary spending – but off-price apparel's ongoing success in the same non-essential category suggests budget constraints aren't the full story. Instead, the plateauing of beauty and drugstore visits while off-price apparel visits boom may be due to the difference in value perception: Off-price retailers are inherently associated with savings, while drugstores and beauty retailers, despite carrying affordable items, lack that same value-driven brand positioning. This may suggest that in today's market, perceived value matters as much as actual affordability.
Another indicator of the importance of value perception is the decline in visits to chains selling bigger-ticket items – both home furnishing chains and electronic stores saw double-digit drops in traffic since H1 2019.
And looking at YoY trends shows that visits here have stabilized – like in the beauty and drugstore categories – suggesting that these sectors have reached a new baseline that reflects permanently shifted consumer priorities around discretionary spending.
A major post-pandemic consumer trend has been the bifurcation of consumer spending – with high-end chains and discount retailers thriving while the middle falls behind. This trend is particularly evident in the apparel space – although off-price visits have taken off since 2019 (as illustrated in the earlier graph) overall apparel traffic declined dramatically – while luxury apparel traffic is 7.6% higher than in 2019.
Dining traffic trends also illustrate this shift: Categories that typically offer lower price points such as QSR, fast casual, and coffee have expanded significantly since 2019, as has the upscale & fine dining segment. But casual dining – which includes classic full-service chains such as Red Lobster, Applebee's, and TGI Fridays – has seen its footprint shrink in recent years as consumers trade down to lower-priced options or visit higher-end venues for special occasions.
Chili's has been a major exception to the casual dining downturn, largely driven by the chain's success in cementing its value-perception among consumers – suggesting that casual dining chains can still shine in the current climate by positioning themselves as leaders in value.
Consumers' current value orientation seems to be having an impact beyond the retail and dining space: When budgets are tight, spending money in one place means having less money to spend in another – and recent data suggests that the consumer resilience in retail and dining may be coming at the expense of travel – or perhaps experiences more generally.
While airport visits from domestic travelers were up compared to pre-COVID, diving into the data reveals that the growth is mostly driven by frequent travelers visiting airports two or more times in a month. Meanwhile, the number of more casual travelers – those visiting airports no more than once a month – is lower than it was in 2019.
This may suggest that – despite consumers' self-reported preferences for "memorable, shareable moments" – at least some Americans are actually de-prioritizing experiences in the first half of 2025, and choosing instead to spend their budgets in retail and dining venues.
The out of home entertainment landscape has also undergone a significant change since COVID – and the sector seems to have settled into a new equilibrium, though for part of the sector, the equilibrium is marked by consistent volatility.
Eatertainment chains – led by significant expansions from venues like Top Golf – saw a 5.5% visit increase compared to pre-pandemic levels, though YoY growth remained modest at 1.1%. On the other hand, H1 2025 museum traffic fell 10.9% below 2019 levels with flat YoY performance (+0.2%). The minimal year-over-year changes in both categories suggest that these entertainment segments have found their new post-COVID equilibrium.
The rise of eatertainment alongside the drop in museum visits may also reflect the intense focus on value for today's consumers. Museums in 2025 offer essentially the same value proposition that they offered in 2019 – and for some, that value proposition may no longer justify the entrance fee. But eatertainment has gained popularity in recent years as a format that offers consumers more bang for their buck relative to stand-alone dining or entertainment venues – which makes it the perfect candidate for success in today's value-driven consumer landscape.
But movie theaters traffic trends are still evolving – even accounting for venue closures, visits in H1 2025 were well below H1 2019 levels. But compared to 2024, movie traffic was also up – buoyed by the release of several blockbusters that drove audiences back to cinemas in the first half of 2025. So while the segment is still far from its pre-COVID baseline, movie theaters retain the potential for significant traffic spikes when compelling content drives consumer demand.
The blockbuster-driven YoY increase can perhaps also be linked to consumers' spending caution. With budgets tight, movie-goers may want to make sure that they're spending time and money on films they are sure to enjoy – taking fewer risks than they did in 2019, when movie tickets and concession prices were lower and consumers were less budget-conscious.
H1 2025 also brought some moderate good news on the return to office (RTO) front, with YoY visits nationwide up 2.1% and most offices seeing YoY office visit increases – perhaps due to the plethora of RTO mandates from major companies. But comparing office visitation levels to pre pandemic levels highlights the way left to go – nationwide visits were 33.3% below H1 2019 levels in H1 2025, with even RTO leaders New York and Miami still seeing 11.9% and 16.1% visit gaps, respectively.
So while the data suggests that the office recovery story is still being written – with visits inching up slowly – the substantial gap from pre-pandemic levels suggests that remote and hybrid work models have fundamentally reshaped office utilization patterns.
Five years post-pandemic, consumer behavior across the retail, dining, entertainment, and office spaces has crystallized into distinct new patterns.
Traffic to retail and dining venues now surpasses pre-pandemic levels, driven primarily by value-focused segments. But retail and dining segments that cater to higher income consumers –such as luxury apparel and fine dining – have also stabilized at a higher level, highlighting the bifurcation of consumer behavior that has emerged in recent years. Entertainment formats show more variability – while eatertainment traffic has settled above and museums below 2019 levels, and movie theaters still seeking stability. Office spaces remain the laggard, with visits well below pre-pandemic levels despite corporate return-to-office initiatives showing modest impact.
It seems, then, that the new consumer landscape rewards businesses that can clearly articulate their value proposition to attract consumers' increasingly selective spending and time allocation – or offer a premium product or experience catering to higher-income audiences.
.avif)
1. Overall dining traffic is mostly flat, but growth is concentrated in specific areas.
While nationwide dining visits were nearly unchanged in early 2025, western states like Utah, Idaho, and Nevada showed moderate growth, while states in the Midwest and South, along with Washington D.C., saw declines.
2. Fine dining and coffee chains are growing through expansion, not just busier locations.
These two segments were the only ones to see an increase in total visits, but their visits-per-location actually decreased, indicating that opening new stores is the primary driver of their growth.
3. Higher-income diners are driving the growth in resilient categories.
The segments that saw visit growth—fine dining and coffee—also attracted customers with the highest median household incomes, suggesting that affluent consumers are still spending on dining despite economic headwinds.
4. Remote work continues to reshape dining habits.
The share of suburban customers at fine dining establishments has increased since 2019, while it has decreased for coffee chains. This reflects a shift towards "destination" dining closer to home and away from commute-based coffee runs.
5. Limited-service restaurants own the weekdays; full-service restaurants win the weekend.
QSR, fast casual, and coffee chains see the majority of their traffic from Monday to Friday, whereas casual and fine dining see a significant spike in visits on weekends.
6. Each dining segment dominates a specific time of day.
Consumer visits are highly predictable by the hour: coffee leads in the early morning, fast casual peaks at lunch, casual dining takes the afternoon, fine dining owns the dinner slot, and QSR captures the late-night crowd.
Overall dining visits held relatively steady in the first five months of 2025, with year-over-year (YoY) visits to the category down 0.5% for January to May 2025 compared to the same period in 2024. Most of the country saw slight declines (less than 2.0%), though some states and districts experienced larger drops: Washington, D.C, saw the largest visit gap (-3.6% YoY), followed by Kansas and North Dakota (-2.9%), Arkansas (-2.8%), Missouri and Kentucky (-2.6%), Oklahoma (-2.1%), and Louisiana (-2.0%).
Still, there were several pockets of moderate dining strength, specifically in the west of the United States. January to May 2025 dining visits in Utah, Idaho, and Nevada increased 1.8% to 2.4% YoY, while the coastal states saw traffic rise 0.6% (California) to 1.2% (Washington). Vermont also saw a slight increase in dining visits (+1.9%).
Diving into visit trends by dining segment shows that fine dining and coffee saw the strongest overall visit trends, with visits to the segments up 1.3% and 2.6% YoY, respectively, between January and May 2025. But visits per location trends were negative for both segments – a decline of 0.8% YoY for fine dining and 1.8% for coffee during the period – suggesting that much of the visit strength is due to expansions rather than more crowded restaurants and coffee shops.
In contrast, full-service casual dining saw overall visits decrease by 1.5%, while visits per location remained stable (+0.2%) YoY between January and May 2025. Several casual dining chains have rightsized in the past twelve months – including Red Lobster, TGI Fridays, and Outback Steakhouse – which impacted overall visit numbers. But the data seems to show that their rightsizing was effective, as the remaining locations successfully absorbed the traffic and maintained performance levels from the previous year. And the monthly data also provides much reason for optimism, with May traffic up both overall and on a visit per location basis – suggesting that the casual dining segment is well positioned for growth in the second half of 2025.
Meanwhile, QSR and fast casual chains saw similar minor visits per venue dips (-1.5% and -1.2%, respectively). At the same time, QSR also saw an overall visit dip (-0.8%) while traffic to fast casual chains increased slightly (+0.3%) – suggesting that the fast casual segment is expanding more aggressively than QSR. But the two segments decoupled somewhat in May, with overall traffic and visits per venue to fast casual chains up YoY while traffic remained flat and visits per venue fell slightly for QSR – perhaps due to the relatively greater affluence of fast casual's consumer base.
Analyzing the income levels of visitors to the various dining segments over time shows that each segment followed a slightly different trend – and the differences in visitor income may help explain some of the current traffic patterns.
The only three segments with YoY visit growth – casual dining, fine dining, and coffee – also had the highest captured market median household income (HHI). Although the median HHI in the captured market of upscale and fine dining chains fell after COVID, it has risen back steadily over time and now stands at $98.0K – slightly higher than the $97.1K median HHI between January to May 2019. This may explain the segment's resilience in the face of wider consumer headwinds. Meanwhile, the median HHI at fast casual and coffee chains has fallen slightly, perhaps due to aggressive expansions in the space – including Dave's Hot Chicken and Dutch Bros – which likely broadened the reach of the segments, driving visits up and trade area median HHI down.
Like fine dining, casual dining also saw its trade area median HHI increase slightly over time – but the segment has still been facing visit dips. This could mean that, even though consumers trading down to casual dining may have boosted the trade area median HHI for the segment, it still might not have been enough to make up for the customers lost to tighter budgets.
The QSR segment saw its trade area median HHI remain remarkably steady – and visits to the segment have also been quite consistent – staying between $70.6K and $70.9K between 2019 and 2025 – which may explain why the segment's visits remained relatively stable YoY.
Diving into the psychographic segmentation shows that, although the fine dining segment attracted visitors from the highest-income areas between January and May 2025, fast casual chains drew the highest share of visitors from suburban areas, followed by casual dining and coffee. QSR attracted the smallest share of suburban visitors, with just 30.5% of the category's captured market between January and May 2025 belonging to Spatial.ai: PersonaLive suburban segments.
But looking at the data since 2019 reveals small but significant changes in the shares of suburban audiences in some categories' captured markets. And although the percentage changes are slight, these represent hundreds of thousands of diners every year.
The data shows that shares of suburban segments in the captured markets of fine dining chains have increased, while their share in the captured market of coffee chains has decreased. The shares of suburban visitors to QSR, fast casual, and casual chains have remained relatively steady.
This may suggest that the COVID-19 pandemic and the subsequent rise of remote and hybrid work models are still impacting consumer dining habits, benefiting destination-worthy experiences in suburban locales such as fine dining chains while reducing the necessity of daily coffee runs that were often tied to commuting and office work. Meanwhile, the stability in QSR, fast casual, and casual dining segments could indicate that these categories continue to meet consistent suburban demand for convenience and everyday dining, largely unaffected by the redistribution seen in the fine dining and coffee sectors.
Although QSR, fast casual, casual dining, fine dining, and coffee all fall under the wider dining umbrella, the data shows distinct consumer behavior patterns regarding visits to these five categories.
Limited service segments, including QSR, fast casual, and coffee tend to see higher shares of visits on weekdays, while full service segments – casual dining and fine dining – receive higher shares of weekend visits. Diving deeper shows that QSR has the largest share of weekday visits, with 72.3% of traffic coming in between Monday and Friday, followed by fast casual (69.8% of visits on weekdays) and coffee (69.4% of visits on weekdays.) Looking at trends within the work week shows that QSR receives a slightly larger visit share between Monday and Thursday compared to the other limited service segments. Meanwhile, coffee seems to receive the smallest share of Friday visits – 16.3% compared to 17.0% for fast casual and 17.2% for QSR.
On the full-service side, casual dining and fine dining chains have relatively similar shares of weekend visits (39.0% and 38.8%, respectively), but fine dining also sees an uptick of visits on Fridays (with 19.1% of weekly visits) as consumers choose to start the weekend on a festive note.
Hourly visit patterns also show variability between the segments. Coffee is the unsurprising leader of early visits, with 14.6% of visits taking place before 8 AM and, almost two-thirds (64.9%) of visits taking place before 2 PM. Fast casual leads the lunch rush (29.4% of visits between 11 AM and 2 PM), casual dining chains receive the largest share of afternoon (2 PM to 5 PM) visits, and fine dining chains receive the largest share of dinner visits, with almost 70% of visits taking place between 5 PM and 11 PM. QSR leads the late night visit share – 4.1% of visits take place between 11 PM and 5 AM – followed by casual dining chains (3.2% late night and overnight visit share), likely due to the popularity of 24-hour diners.
This suggests that each dining segment effectively "owns" a different part of the day, from the morning coffee ritual and the quick lunch break to the leisurely evening meal and late-night cravings.
An analysis of average visit duration also reveals a small but lasting shift in post-pandemic dining behavior. Between January and May 2025, the average dwell time for nearly every dining segment was shorter than during the same period in 2019. This efficiency trend is evident across limited-service categories like QSR, fast casual, and coffee shops, suggesting a continued emphasis on speed and convenience.
The one notable exception to this trend is upscale and fine dining, where the average visit duration has actually increased compared to pre-COVID levels. This may suggest that, while visits to most segments have become more transactional, consumers are treating fine dining more as an extended, deliberate experience, reinforcing its position as a destination-worthy occasion.
