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Mixing high-low fashion means pairing expensive designer items with more budget-friendly ones, think H&M jeans with a tweed Chanel jacket. This concept has been around for a while, and though one may originally have had to frequent different stores to attain this, with the way investment firms are snapping up different brands, shopping “High-Low” may become a more commonplace occurrence. Regent acquired Escada in 2019 and Club Monaco in 2021. While one might not normally think of those brands in the same sentence, if you’re walking on Beverly Drive and enticed by the Club Monaco outfits, walk in a bit deeper and before you know it, you will be encountering designer pantsuits and evening gowns by Escada.
Since the space is all one, it’s hard to decipher who’s going in for Club Monaco versus for Escada. Technically, Escada has its own entrance on Brighton Way. Either way, overall traffic for this space is up in the last few months, so perhaps this is simply the evolution of real estate as owners become creative with how they use their spaces and the brands within. As for us shoppers, we love to be surprised and delighted, so for sure finding an unexpected brand as you meander around is always welcome.
Over the past few months, we’ve noted how consumers–particularly from lower-income trade areas–have started to migrate from QSR to value-grocers, dollar stores, and convenience stores. Against that backdrop, we wanted to examine visitation trends for QSR chains in the state of California, where a $20 per hour minimum wage law was put in place on April 1 for employees of fast-food chains with more than 60 locations nationwide (with some exemptions for smaller stores at grocery stores, airports, and entertainment venues). This represented a 25% increase from the previous minimum wage for fast-food employees of $16 per hour (which remains the state’s minimum wage for other categories except for workers in healthcare facilities, which also saw minimum wage increased to $20 per hour).
As a result of the minimum wage increase, most chains have raised prices in the region anywhere from the mid-single digits to the midteens. We compared year-over-year visit trends for QSR chains nationwide and California, and it’s clear that the menu price increase is having an impact. During February-March 2024 (we’ve excluded January due to inclement weather across much of the country), year-over-year QSR visit trends in the state of California had been running slightly ahead of national averages (below). However, this abruptly shifted when the minimum wage increase went into effect, with the nationwide visit trend year-over-year exceeding the state average seven of the eight weeks during the April-May 2024 timeframe.
We also see the impact at the chain level. Below, we’ve looked at year-over-year visitation trends for McDonald’s nationwide and in California (where about 9% of its restaurants are located) from February through May. Again, we see a situation where McDonald’s California was seeing roughly the same year-over-year visit trends as its national average during February-March but underperformed by almost 250 basis points after the minimum wage increase went into effect.
Our data indicates that QSR burger chains have generally been the hardest hit by the California increase in minimum wage and subsequent increase in menu prices. In addition to McDonald’s, we see that other large QSR burger chains in the state also underperformed their national average following the minimum wage increase. Chipotle–which raised menu prices by 6%-7% in California to help offset the minimum wage increase–also saw year-over-year visit trends in California underperform its national average in April and May.
It’s early, but we’re starting to see the ripple effect of the minimum wage increase across the broader restaurant industry. First, we’ve started to see some operators close locations in the state, especially chains that were already facing financial difficulties. Earlier this week, Rubio’s Coastal Grill shut down almost 50 locations in California and filed for Chapter 11 bankruptcy protection, citing “significant increases to the minimum wage in California” as a reason for closing the restaurants. Second, the minimum wage hike and subsequent increase in QSR menu prices may be benefitting casual dining chains (many of which were already paying above the new minimum wages for many employees). Below, we see that Darden’s Olive Garden concept and Brinker International’s Chili’s concept in California have outperformed their national averages with respect to year-over-year visit trends starting in April (below). Finally, the minimum wage increase could make it more costly to do business across other retail and restaurant categories, something we called out in our recap of 99 Cents Only going out of business.
As we discussed following this year’s National Restaurant Association show, casual dining has been making a comeback the past several months, with many chains accentuating value proposition through promotions. Chili’s has seen visitation trends outperform casual-dining category averages by a significant amount the past several weeks (below) through its value messaging, while Buffalo Wild Wings All-You-Can Eat wings promotions on Monday and Wednesdays starting in mid-May has been one of the more successful promotions that we’ve seen in the full-service restaurant category in some time. However, with several QSR chains starting to get more promotional ahead of McDonald’s planned $5 value menu promotion at the end of the month, it’s clear that QSR chains are looking to also emphasize value in the coming months, even while facing higher labor costs.
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.
After a brief calendar-driven slowdown in April, May saw a resurgence in foot traffic to malls. Indoor malls led the way with an 8.6% YoY increase, followed by open-air shopping centers and outlet malls, which experienced YoY jumps of 6.2% and 5.7%, respectively.
This uptick is likely due to a variety of factors – from warmer weather to rising consumer confidence amidst slowly easing inflation. And malls’ particularly strong showing on two of May’s most important retail milestones – Mother’s day and Memorial day also helped propel the segment forward.
Taking a closer look at visit patterns to the three mall types on Mother’s Day and Memorial Day shows how significant these special days were for mall foot traffic. On Mother’s Day (May 12th), indoor malls, open-air shopping centers, and outlet malls saw respective visit spikes of 15.8%, 26.0%, and 11.4%, compared to an average year-to-date (YTD) Sunday. And Mother’s Day visits were up significantly YoY as well – further highlighting the category’s robust positioning.
All three mall types also saw impressive visit bumps on Memorial Day – this time compared to an average YTD Monday. The relative spikes were bigger across the board, since malls tend to be less busy on Mondays than on Sundays. But for outlet malls, Memorial Day visits really hit it out of the park – with foot traffic up by a whopping 123.3%. As a day off work featuring plenty of markdowns, Memorial Day is an ideal time to make the longer trip to an outlet mall and hunt for bargains.
And in another promising sign for the category, Memorial Day visits to all three mall types increased YoY – showing that despite continued headwinds, malls are still on the rise.
Comparing weekly mall visits to an early January baseline also shows the varying impact of different holidays on the three mall types.
On Easter, and even more so on Memorial Day – an extended weekend very much focused on savings – outlet malls won the day. On these holidays, shoppers may be more likely to have the time and state of mind to make a day of their shopping trip and lean into the treasure-hunting experience.
But on Mother’s Day, more upscale open-air shopping centers took the lead, as consumers embraced a more unique and luxurious shopping experience. Still, all three mall types drew increased traffic on the different special days – showing that each can benefit from a variety of calendar highlights.
Malls’ strong May performance – especially on the holidays – shows that shopping centers are on the upswing once again. This could be an encouraging sign for the category heading into the summer, and may hint at a promising shopping season during the warm months ahead.
For more data-driven retail insights, visit our blog at Placer.ai.
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.
With summer nearly upon us, we dove into the data to see how the return-to-office fared in May 2024. Did the post-pandemic visit recovery trajectory observed in April continue apace? And which major regional hub saw the most YoY visit growth?
The office recovery is still very much underway. Visits to office buildings nationwide in May 2024 were just 32.2% lower than in May 2019 – and slightly higher than they’ve been during any other month since COVID. Year-over-year (YoY), office foot traffic in May increased by 8.6%.
And drilling down into the data for 11 major business hubs nationwide shows recovery continuing unabated throughout (most of) the country. For New York, Atlanta, Boston, Los Angeles, and San Francisco, May 2024 was the single busiest in-office month since February 2020. And for Miami, Washington, D.C., and Denver, it was the second-busiest month.
Consistent with recent trends, Miami continued to lead the post-COVID recovery pack, followed by New York: Foot traffic to the two cities was just 12.8% and 17.3%, respectively, below May 2019 levels.
But the data also contained some surprises. Atlanta, which saw the biggest YoY visit jump of any analyzed city, pulled into third place – outpacing Washington, D.C. And Houston, the only city to see a YoY decline in visits, fell significantly in the rankings.
Why did Houston YoY office visits drop in May? A look at weekly YoY visits to local office buildings confirms that this was likely due to the extreme weather that engulfed the city during the second half of the month. On Thursday, May 16th, Houston was hit by a particularly violent storm that caused significant damage to the downtown area – breaking windows, downing power lines, and leaving a battered city in its wake. Additional severe weather events pummeled the region as the month wore on – forcing many residents to hunker down at home. And it was when the storm hit that YoY visits began to turn negative, with the week of May 20th seeing a significant 20.0% drop. As the weather improves in the southeast Texas hub, office recovery will likely resume.
Five years after COVID upended office routines, employees and companies are still feeling out the ideal balance between WFH and in-person interaction. Will office attendance increase or decrease as the weather warms up?
Follow Placer.ai’s data-driven office analyses to find out.
With summer upon us, we dove into the data to explore Memorial Day foot traffic trends. How did people spend the long weekend? And how did major dining and retail categories fare on the holiday?
Gas stations were bustling on Friday, May 24th, as people filled their tanks in anticipation of a long, travel or activity-filled weekend. Visits to gas stations were up 32.3% compared to an average day this year – and the highest they’ve been since January 1st, 2024.
Year over year (YoY), gas station foot traffic increased 1.5%. And compared to pre-COVID, too, gas station visits were up 1.8% – showing that people are once again hitting the road, whether to go on weekend getaways or to visit nearby parks and attractions.
Indeed, Americans partake in many different activities on Memorial Day – from attending parades and memorial events to sight-seeing or enjoying the great outdoors. And visiting museums is a time-honored holiday tradition: On Monday, May 27th, museums nationwide drew a whopping 71.5% more visits than on an average Monday this year.
YoY, Museums were 1.6% busier on May 27th than in 2023 – and museum-goers spent more time exploring the exhibits (who says attention spans are decreasing?), browsing the gift shop, or fueling up at the cafeteria.
Memorial Day weekend is a prime time for picnics and barbecues. But for many Americans, it’s also an opportunity to enjoy a nice meal at a restaurant with friends and family.
Like on Mother’s Day, full-service restaurants get a much bigger Memorial Day visit boost than either fast-casual eateries or fast-food (QSR) joints. But all three dining segments enjoyed a significant YoY holiday visit increase this year – proving that despite still-high food-away-from-home prices, people are finding room in their budgets to treat themselves on their day off.
And the last Monday in May is, of course, a big day for savings, on everything from big-ticket items like mattresses, furniture, and major appliances, to clothing and other discretionary items. This year, apparel stores saw the biggest Memorial Day visit spike, with foot traffic up 40.5% compared to an average day and 88.2% compared to an average Monday. But home furnishing stores, home improvement stores, electronics retailers, and (to a lesser extent), grocery stores, all experienced considerable holiday visit spikes of their own.
And comparing Memorial Day retail activity to last year shows most of the analyzed categories seeing minor visit increases or holding steady – no small feat in today’s challenging retail environment. Like dining segments, grocery stores impressed with a 9.3% YoY visit increase – perhaps buoyed by consumers buying last-minute ingredients for their picnics or barbecues.
People were on the move this year on Memorial Day – fueling up their cars, and enjoying museums, restaurants, and retail sales. What does the rest of the summer hold in store for American consumers?
Follow Placer.ai’s data driven analyses to find out.
Known as the entertainment capital of the world, Las Vegas has always been a tourist hotspot. But for a growing segment of the population, Vegas is also becoming a popular place to lay down permanent roots. We dove into the tourism and migration data for the region in order to take a closer look at Las Vegas’ changing visitor and resident populations.
Like many vacation destinations, Las Vegas took a significant tourism hit at the onset of COVID. But with travel restrictions now a thing of the past, visitation to Las Vegas is roaring back.
Analyzing travel to Las Vegas using the Travel & Tourism Report shows that since the halfway mark of 2023, the total number of visit nights spent by travelers in the city (i.e. by those staying up 31 days) have consistently outperformed pre-pandemic levels. And with the sole exception of July 2023, visit nights have increased year-over-year (YoY) as well.
Alongside robust demand for experiences, investment in new, one-of-a-kind entertainment venues like the Sphere – which opened towards the end of 2023 – has likely played a part in reigniting tourism.
Who are the tourists driving this comeback? To explore the demographic characteristics of today’s visitors to Las Vegas, we zoomed in on the Las Vegas Strip – the iconic epicenter of it all, where most of the city’s luxury hotels, shops, restaurants, and casinos are concentrated.
Analysis of the Strip’s captured market with demographic data from AGS: Demographic Dimensions reveals that as tourist activity in the city began to pick up again, the median household income (HHI) of visitors to the Strip increased steadily. In Q1 2024, the median HHI of visitors to the Strip reached $93.0K, perhaps aided by tourism surrounding this year’s Super Bowl.
This indicates that the Strip is becoming a more upscale visit destination, and that demand for Vegas’ luxury offerings are driving visits. As more consumers with ample discretionary dollars make their way to Vegas, pricey shows – in addition to retail – are likely to become ever-more lucrative advertising opportunities.
A tourism boom isn’t the only phenomenon making waves in Sin City. In recent years, more and more out-of-towners have made Greater Las Vegas their home, and unlike some pandemic-era migration hotspots, Las Vegas continues to attract new residents.
Migration data indicates that many of those moving in are high-earners who are likely incentivized by the cost of living and tax benefits in the region.
Between December 2019 and December 2023, the Las Vegas-Henderson-Paradise CBSA experienced net-positive domestic migration of 3.9%. In other words, the total number of people that moved to Las Vegas over the four-year period from elsewhere in the U.S., minus those that left, was equivalent to 3.9% of the region’s December 2023 population. Meanwhile, analysis of the CBSA’s origin to destination HHI ratio reveals that between December 2019 and December 2023, the median HHI of incoming residents was 20% higher than the median HHI of the local population.
And comparing migration data in December 2023 to December 2020, 2021, and 2022, revealed consistently positive net migration and origin to destination HHI ratios in the years since 2019. This indicates that the Las Vegas-Henderson-Paradise CBSA continues to attract many new and affluent residents. When planning future amenities and services, the region may want to take into account the opportunities – and challenges – presented by these population shifts.
Be it for a quick trip or full-on relocation, Las Vegas remains a prime destination in both the U.S. tourism and domestic migration landscapes. New entertainment venues and amenities keep Vegas top-of-mind for upscale vacationers while economic incentives drive moves from a high-income cohort.
For more tourism and migration insights, visit Placer.ai.
Consumer preferences have shifted over the past five years. COVID-19 and inflation impacted shopping habits and behaviors across the retail space – and while some of the changes were short-lived, others appear to have more staying power. Now, with memories of the lockdowns fading, and as the inflation that plagued much of 2022 and 2023 wanes (hopefully), we analyzed location intelligence data to understand what the retail and dining landscape looks like today.
This report leverages historical and current foot traffic data and trade area analysis to better understand the current retail and dining landscape and reveal consumer trends likely to shape 2024 and beyond. Which segments have benefited most from the shifts of the past five years? How are legacy brands staying on top of current shopping and dining trends? Where are people shopping and dining in 2024? And what characterizes the modern consumer?
One of the major retail stories of the past five years has been the rise of Discount & Dollar Stores. Category leaders such as Dollar General and Dollar Tree expanded significantly prior to the pandemic, which helped these essential retailers attract large numbers of customers during the initial months of lockdowns.
During this period, many Discount & Dollar Stores invested in more than just their store count – several leading chains also expanded their grocery selection, allowing these companies to compete more directly for Grocery and Superstore shoppers. As Discount & Dollar Stores continued growing their store fleets – and as the pandemic gave way to inflation concerns – shoppers looking for more affordable consumables options gravitated to this segment.
Location intelligence shows that the rapidly opening stores and stocking them with fresh groceries is working – since 2019, Discount & Dollar Stores have slowly but steadily grown their visit share relative to the Grocery and Superstore sectors.
In 2019, Discount & Dollar retailers captured 15.1% of the visit share between the three categories analyzed. This number grew by a full percentage point between 2019 and 2020 and the trend has continued, with the category enjoying 16.6% of the relative visit share in 2023. Meanwhile, Superstores’ relative visit share decreased during the same period, dropping from 41.7% in 2019 to 40.0% in 2023, while the relative visit share of Grocery Stores remained mostly stable.
Still, consumers are not giving up their regular Grocery or Superstore run quite yet – over 80% of combined visits to Grocery Stores, Superstore, and Discount & Dollar Store sectors still go to Grocery Stores and Superstores. But the data does indicate that some shoppers are likely choosing to shop for groceries and other consumables at Discount & Dollar Stores. And CPG companies and category managers looking to reach customers where they shop may want to consider adding Discount & Dollar Stores to their distribution channels.
The key question that remains is how much of the gained visit share can the Discount & Dollar leaders maintain as the economic environment improves. This metric will be the strongest sign of whether the short term gains made within a favorable context drove long term value.
Superstores’ visit share may be shrinking somewhat in the face of Discount & Dollar Stores’ growth. But diving into the Superstore leaders reveals that these macro-shifts are having a different impact on the various sub-categories within the wider Superstore segment.
Walmart remains the undisputed Superstore leader thanks to its 61.8% share of overall visits to Walmart, Target, Costco, Sam’s Club, and BJ’s in 2023. But 61.8% is still lower than the 66.3% relative visits share that the Superstore behemoth enjoyed in 2019. Meanwhile, Target grew its relative visit share from 17.3% in 2019 to 19.3% in 2023, while the combined visit share of the three membership club brands increased from 16.5% in 2019 to 18.9% in the same period.
Some of the shift in visit share can be attributed to Walmart closing several locations while Target, Costco Sam's Club, and BJ's expanded their fleet – but other factors are likely at play.
Costco and Target attract the most affluent clientele of the five chains analyzed, which could explain why these chains have seen significant growth at a time when many consumers are operating with tighter budgets. The success of these companies also suggests that there are enough consumers willing to spend beyond the basics – as shown with Target’s Stanley Cup success (more on that below) – to support a varied product selection that includes higher-priced options. It also speaks to a high upside on a per customer basis for chains that have proven effective at providing higher-end products alongside those with a value orientation. This speaks to a unique capacity to effectively address “the middle” – an audience that is defined neither solely by value-seeking nor by high-end product proclivities.
Sam's Club and BJ’s also give shoppers an opportunity to save by buying in bulk and cutting down on shopping trips – and related gas expenses – which may also have contributed to their success. The increase in the relative visit share of wholesale clubs indicates that today’s consumer might react positively to more options for bulk purchases in non-warehouse club chains as well.
Retail is not the only sector that has seen slow and steady shifts in recent years – the dining space was also significantly impacted by pandemic restrictions of 2020-2021 and the inflation of 2022-2023. Location intelligence reveals shifts in both the types of establishments favored by consumers and in the in-store behaviors of dining consumers.
Convenience stores’ dining options have evolved in recent years, with today’s consumers heading to Wawa for a freshly made specialty hoagie or to Buc-ee’s to enjoy the chain’s variety of specialty snacks.
Analyzing the visit distribution among C-Stores and other discretionary dining categories (Fast Food and QSR, Restaurants, and Breakfast & Coffee, not including Grocery and Superstores) showcases the growing role of C-Stores in the dining space. Between 2019 and 2023, C-stores' visit share relative to the other discretionary dining categories jumped from 24.2% to 27.1%. The relative visit share of Breakfast, Coffee, Bakeries & Dessert Shops also grew slightly during the period. Meanwhile, Restaurants’ relative visit share dropped from 13.8% to 11.7% and Fast Food & QSR’s dipped from 51.8% to 50.6%.
Several factors are likely driving this evolution. Most Restaurants shuttered temporarily at the height of the pandemic while C-Stores remained open – and consumers likely took the opportunity to get acquainted with C-Stores’ food-away-from-home options. And many C-Stores expanded their footprint in recent years, while some dining chains downsized, which likely also contributed to the changes in relative visit share between the segments.
But the continued growth of C-Stores between 2021 and 2022, and again between 2022 and 2023, indicates that many diners are now embracing C-Store food out of choice and not just due to necessity. The rise of the Breakfast, Coffee, Bakeries & Dessert Shops category alongside C-Stores in the past five years may also highlight the current appetite for affordable grab-and-go food options. And with C-Store operators embracing the shifts brought on by the pandemic and actively expanding their food options, diners are increasingly likely to consider C-Stores for their portable meals and packaged snacks.
C-Store visitors are increasingly receptive to trying new products at their local c-store. So how can C-Store operators and CPG companies determine which products will best appeal to customers? Analyzing the trade areas of seven major chains – 7-Eleven, Wawa, Casey’s, QuikTrip, Cumberland Farms, Plaid Pantry, and Buc-ee’s – using the Spatial.ai: FollowGraph dataset reveals significant variance in food preferences between the chains’ visitor bases.
For instance, Plaid Pantry visitors were 55% more likely than the nationwide average to fall into the “Asian Food Enthusiasts” segment in 2023, in contrast with Casey’s visitors who are 7% less likely to belong to this psychographic. Residents of the trade areas of QuikTrip and Buc-ee’s rank highest for "Fried Chicken Lovers," while Cumberland Farms and Plaid Pantry visitors register the least interest. C-Store operators, QSR franchisees, packaged food manufacturers, and other stakeholders can leverage these insights to optimize food offerings, identify promising partnership opportunities, and find new venues for product testing.
While C-Stores stores may be the exciting story of the day, Full-Service Restaurants continue to play a major role in the wider dining landscape. And despite the ongoing economic headwinds, several dining brands and categories are seeing growth – although location intelligence suggests that in-restaurant behavior may be changing as well.
For example, the hourly visits distribution for leading steakhouse chains has shifted over the past five years: Between 2019 and 2023, Texas Roadhouse, LongHorn Steakhouse, and Outback Steakhouse all saw a jump in the share of visits occurring between 2:00 PM and 6:00 PM – not typical steak eating hours.
Outback and Texas Roadhouse offer early bird dinner specials while LongHorn has a happy hour, so some diners may be choosing to visit these restaurant chains earlier in the evening in order to stretch their eating out budget. Other consumers who are still working from home most of the week may also be eating on a more flexible schedule, and these diners may be having more late lunches in 2023 when compared to 2019. Restaurant operators, drink providers, and menu developers may want to adapt their offerings to this emerging mid-afternoon rush.
The data examined above shows changes within key retail and dining segments over the past five years. So what do these shifts reveal about today’s consumer? What are shoppers and diners looking for in 2024?
The beginning of 2024 was marked by an Arctic blast and plunging temperatures. Consumers, unsurprisingly, hunkered down at home – and foot traffic to many retail categories took a dip. But the declines were short-lived, and by the fourth week of January 2024 foot traffic had rebounded across major categories.
Still, zooming into weekly visit performance for key retail and dining categories for the first eight weeks of the year reveals that the cold did not impact all segments equally – and the subsequent resurgence boosted some sectors more than others.
Discount & Dollar Stores had the strongest start to 2024, with YoY visits up almost every week since the start of the year, and the category showing even more substantial growth once the cold spell subsided. The Grocery category also succeeded in exceeding 2023 weekly visit levels almost every week, although its visit increases were more subdued than those in the Discount & Dollar Store segment.
Superstore and C-Store experienced relatively muted YoY declines in early January and saw significant weekly visit growth as Q1 progressed, with C-Stores outperforming Superstores by late January 2024. And Dining – which suffered a particularly heavy blow in early 2024 – also rebounded with gusto, offering another strong indicator of the resilience of today’s consumer.
Like in the wider Dining industry, weekly YoY visits to the QSR segment quickly rebounded following the unusual cold of the first three weeks of January 2024. And three chains from across the QSR spectrum – legacy chain Wingstop, rapidly expanding Raising Cane’s, and regional cult favorite Whataburger – are seeing particularly strong foot traffic performances.
Diving deeper into the location intelligence reveals that the three chains’ success may be due in part to their visitor base composition: The trade areas of all three brands included a larger share of four-person households compared to the nationwide average of 24.6%.
Wingstop, Raising Cane’s, and Whataburger’s menus all include larger orders to create shareable meals. And larger households seem to be particularly receptive to dining options that allow them to save money, which could explain the significant share of 4+ person households that visit these chains.
The success of these diverse QSR chains also indicates that, although larger households may have more expenses – and might therefore be more impacted by inflation – they can also drive visits to brands that cater to their needs. So dining operators and food manufacturers looking to attract family demographics may consider offering larger meal combos or larger packaging to help larger households splurge on affordable luxuries without breaking the bank.
Perhaps the most significant sign that today’s consumers are still willing to spend money on non-essentials is the recent success of the Starbucks X Stanley “Pink Cup”. The cup has caused such a sensation that re-sellers ask for up to six times the original $50 price – and for those unwilling to shell out the big bucks on the cup, enterprising cup owners offer photo shoots with the product for $5.
The Starbucks X Stanley “Pink Cup” was released on January 3rd, 2024 and could only be bought at Starbucks kiosks located inside a Target. Viral videos of the release circulated on social media, showing eager crowds lining up early in the morning for the chance to be first to grab their cup. Location intelligence reveals that these early morning visits were significant enough to change Target’s typical hourly visit pattern.
Foot traffic between 7:00 AM and 9:00 AM on January 3rd, 2024 accounted for 4.4% of daily visits, compared to 2.6% of daily visits occurring during that time slot on a typical Wednesday in January or February. And demand for the pink Stanley cup drove a spike in daily visits as well – overall daily visits to Target on January 3rd were 18.7% higher than the average Wednesday visits in January and February 2024.
The visit trends to Target on Pink Cup Day are particularly impressive given the freezing weather in some regions of the country and because consumers were coming off the holiday shopping season. And the success of the cup shows that 2024’s shopper is willing to show up – especially for a viral product. Creating buzzy marketing campaigns, then, may be the key to driving retail success.
The retail changes of the past few years have left their mark on how people shop, eat, and spend. And keeping ahead of these changes allows companies and product managers to ensure they can tailor their offerings – whether product selection or marketing campaigns – to the right audience.
The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.
The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.
Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”).
But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground.
This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023? What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?
Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023.
Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.
TGIF Vibes
But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes.
On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022.
The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world.
Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.
Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory.
In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.
San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.
To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.
The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader.
Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?
To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.
The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic.
Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.
Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas.
For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers.
Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time.
Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.
Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y.
Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.
COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.
Last year ended on a high note for many retailers, with cooling inflation and rebounding consumer confidence contributing to a robust holiday season. Still, 2023 was a year of headwinds for the sector, as consumers traded down and cut back on unnecessary indulgences.
In the midst of these challenges, some segments thrived. Continued prioritization of health and wellness by consumers drove strong visit growth for the Fitness and Beauty & Self Care segments – which emerged as 2023 winners and enjoyed positive foot traffic growth in Q4. At the same time, price consciousness drove foot traffic to Discount & Dollar Stores and Superstores, both of which made inroads into the affordable grocery space during the year.
The Grocery category, too, saw a 4.3% jump in visits last year compared to 2022, as well as a slight uptick in Q4 visits. And even the discretionary Dining sector held its own, with a 2.1% year-over-year (YoY) annual increase in foot traffic, and a Q4 quarterly visit gap of just 1.8%.
Fitness had a particularly strong 2023, buoyed by consumers’ sustained interest in self-care and wellness. Since the pandemic, gym memberships have graduated from a discretionary expense to something of a necessity – an important investment in health and wellbeing. The category has also likely continued to benefit from the post-COVID craving for experiences.
And quarterly data shows that the Fitness segment is positively flourishing. Throughout most of Q4 2023, Fitness venues experienced YoY weekly visit growth ranging from 8.8% to 12.2%. (The unusual visit spike and dip during the last two weeks of the quarter are due to calendar discrepancies: The week of December 18th, 2023 is being compared to the week of December 19th, 2022, which included Christmas Day – while the week of December 25th, 2023 is being compared to the week of December 26th, 2022, which did not).
Drilling down into the data for several leading fitness chains shows that there’s plenty of success to go around. Crunch Fitness – ranked by Entrepreneur as 2024’s top fitness franchise – led the pack with a remarkable 28.2% YoY annual increase in visits, partly fueled by the steady expansion of its fleet. And while other value gyms like Planet Fitness also saw robust visit growth, the boost wasn’t limited to budget options. Given the Fitness sector’s already-impressive 2022 performance, the category’s strong YoY showing is especially noteworthy.
Beauty & Self Care was another category to benefit from 2023’s obsession with wellness – as well as the “lipstick effect”, which sees consumers treating themselves to fun, affordable luxuries when money’s tight. Driven in part by the evolving preferences of Gen Z consumers, cosmetics leaders have embraced wellness-focused approaches to cosmetics that prioritize self-care and self-expression. This strategy continues to prove successful: Throughout Q4 2023, Beauty & Self Care chains saw steady YoY weekly visit growth, especially in November and early December – perhaps highlighting Beauty’s growing role in the holiday shopping frenzy.
One brand leading the cosmetics pack in 2023 was Ulta Beauty – which drew growing crowds with its diverse product selection. Everybody loves makeup, and Ulta makes sure to have something for everyone – from discount fare to more upscale products. Buff City Soap, which now pairs its signature offerings with experiential vibes at some 270 locations across 33 states, also experienced YoY annual visit growth of 14.7%. And Bath & Body Works, which made the Wall Street Journal’s list of best-managed companies for 2023, also saw visit strength, with an overall increase in annual foot traffic, even as Q4 visits saw a slight decline.
If wellness was a key retail buzzword in 2023, value was an equally discussed topic. And Discount & Dollar Stores – ideal destinations for cash-strapped consumers seeking bargain merchandise – made the most of this opportunity. Shoppers frequented these chains year-round for everything from groceries to home goods, propelling the category firmly into the mainstream.
And in Q4 2023, shoppers flocked to discount chains in droves to snag food items, stocking stuffers, and other holiday fare – fueling near-uniform positive YoY foot traffic growth throughout the quarter. The week of October 30th seems to have kicked off the Discount & Dollar holiday shopping season, perhaps showcasing the segment’s growing role as a Halloween candy and costume hotspot.
Every discount chain is somewhat different – and the success of the various Discount & Dollar chains can be attributed to a range of factors. Dollar Tree and Dollar General likely benefited from the broadening and diversification of their grocery selections – while Ollie’s (“Get Good Stuff Cheap!”) solidified its position as a place to find relatively upscale items at a bargain. All three chains – and particularly Dollar General and Ollie’s – also grew their footprints over the past year. Family Dollar (also owned by Dollar Tree) also came out ahead on an annual basis – despite the comparison to a strong 2022.
Of all the Discount & Dollar chains, Five Below saw the biggest surge in foot traffic, partly as a result of its increasing store count. But the retailer’s offerings – affordable toys, party supplies, and other fun splurges – also appear to have been tailor-made for 2023’s retail vibe.
During the fourth quarter of the year, Superstores saw a slight YoY increase in visits – including during the all-important week of Black Friday, beginning on November 20th. (This week was compared with the week of November 21st, 2022, which also included Black Friday). Like Discount & Dollar chains, Superstores saw an appreciable YoY visit uptick during the week of Halloween.
On an annual basis, Superstore mainstays Walmart and Target experienced visit increases of 2.8% and 4.7%, respectively. But while all the major category players enjoyed a successful year, membership warehouse chains’ YoY visit numbers were especially strong. As perfect venues for mission-driven shopping expeditions, Costco, Sam’s Club, and BJ’s likely drew shoppers eager to load up on both inexpensive gifts and essentials.
The traditional Grocery sector also held its own during Q4 2023. Notably, grocery stores saw positive visit growth for most weeks of November and December, a period encompassing the critical Turkey Wednesday milestone – no small feat given the disruptions experienced by the category.
Unsurprisingly, it was discount grocery chains that saw some of the greatest YoY visit growth, as shoppers – including higher-income segments – sought to counter inflation with lower-priced food-at-home alternatives. Whether through opportunistic buying models, private label merchandising, or no-frills customer experiences, value supermarkets proved once again that even quality specialty items don’t have to carry high price tags.
Eating out can be expensive – and when money’s tight, restaurants and other discretionary categories are often first to feel the crunch. But the Dining category seems to have emerged from 2023 relatively unscathed, with overall yearly visits up 2.1% compared to 2022 despite the modest YoY weekly visit gaps in Q4 2023. And given the myriad challenges out-of-home eateries had to contend with in 2023 – from inflation to labor shortages – even the minor weekly gaps are quite an attainment. (As noted, the last two weeks of the quarter reflect calendar discrepancies).
Foot traffic data shows that dining success could be found across sub-categories. Wingstop, Shake Shack, and Jersey Mike’s Subs rocked Fast Casual and QSR, with annual YoY visit growth ranging from 11.8% to 20.3%, partly fueled by the chains’ growing footprints. Full-Service Restaurants also had their bright spots, including all-you-can-eat buffet star Golden Corral and two steak venues: Texas Roadhouse and LongHorn Steakhouse.
And in the Coffee, Breakfast, and Bakeries space, Playa Bowls led the charge. The superfruit bowl chain’s affordable, wellness-oriented treats seem to have been created with 2023 in mind – and during the year Playa Bowls expanded its fleet while also seeing double-digit increases in comparable store sales. Steadily expanding Biggby Coffee and Dutch Bros. Coffee also saw significant YoY foot traffic growth.
