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Department stores across the country have been evolving to meet changing consumer wants and needs, and Macy’s & Bloomingdale’s are no exception. Owned by the same company – Macy’s, Inc – these two brands have been recalibrating their store fleets and experimenting with new formats.
We took a closer look at visitation trends to both brands to understand how they diverge, analyze their respective strengths, and explore what might be ahead for both.
In recent years, Macy’s, Inc. has focused on optimizing its store fleet, a long-running project that gained momentum with the 2023 appointment of former Bloomingdale’s executive Tony Spring as CEO. This change coincided with a turnaround strategy involving the closing of some 30% of the brand’s traditional department stores; the expansion of Macy’s small-format model; and the addition of more Bloomingdale’s locations.
And a look at foot traffic trends at Bloomingdale’s shows that the high-end brand is indeed experiencing an uptick in demand, making it ripe for expansion. For much of the period between January and July 2024, Bloomingdale’s saw YoY monthly visit increases, with only January, April, and July seeing YoY declines. January’s drop was likely due to the inclement weather that weighed on retailers nationwide, while the April 2024 YoY downturn may have been due in part to the comparison to an April 2023 that had five weekends. And though July 2024 as a whole saw visits down 1.5% YoY, a look at weekly foot traffic to Bloomingdale’s shows that throughout most of that month and into August, the chain continued to draw more visits than in 2023.
Macy’s, for its part, had a slower start to 2024 – with YoY monthly visits down through April 2024. But in May and June, Macy’s visit gap closed, with foot traffic just above 2023 levels. And though Macy’s also saw monthly YoY visits decline in July, the chain’s weekly foot traffic has remained at or above 2023 levels since the middle of the month – likely spurred by back-to-school shopping and sales.
With the upcoming holiday season expected to bring a surge in foot traffic, both Macy’s and Bloomingdale’s are well-positioned to capitalize on these opportunities and potentially drive further growth.

Analyzing the median household incomes (HHI) of Macy’s and Bloomingdale’s captured markets shows how Macy’s, Inc.’s revitalization strategy is helping the company further diversify the range of options available for shoppers of all kinds underneath its umbrella.
Between January and July 2024, for example, luxury-focused Bloomingdale’s attracted visitors from areas with the highest median HHI of the three brands – $122.2K, well above the nationwide average of $76.1K. Bloomingdale’s affluent audience may be less prone to inflation-driven cutbacks than the average American, contributing to the chain’s stronger positioning this year.
By contrast, Macy’s shoppers came from areas with a median HHI of $82.4K, while visitors to Macy’s small-format stores (some 13 locations nationwide) came from areas with a median HHI of $78.5K – just above the nationwide baseline. By expanding its small-format footprint, Macy’s may succeed at increasing its draw among more average-income shoppers.
This income variation underscores the broad retail potential of each chain, ensuring that consumers can find options that cater to their specific needs across Macy’s diverse offerings.

Analyzing the psychographic characteristics of Macy’s and Bloomingdale’s captured markets can shed additional light on how the chain’s turnaround strategy may help it reach new audiences. Macy’s traditional department stores already draw a diverse mix of consumers. But the addition of new Bloomingdale’s locations will help the company make further inroads into affluent segment groups like “Ultra Wealthy Families” – which makes up a whopping 32.0% of Bloomingdale’s captured market. At the same time, Macy’s smaller-format stores will offer the company greater access to the more modest-income “City Hopefuls” and “Near-Urban Diverse Families”, as well as the upper-middle-class “Upper Suburban Diverse Families”.

Macy’s and Bloomingdale’s continue to adapt to shifting consumer preferences by focusing on their strengths in specific markets and among their demographic segments, and by expanding its small-format stores. With the holiday season approaching, can both chains continue to drive visits?
Visit Placer.ai to keep on top of the latest data-driven retail news.

Summer 2024 has seen fierce competition among fast food and dining chains, with many embracing limited-time offers (LTOs) to attract customers and drive visits. As restaurant price wars continue unabated, these promotions are proving crucial in keeping consumer interest alive.
We dove into the visit performance of four brands – McDonald’s, Burger King, Taco Bell, and Smoothie King – to see how their LTOs are driving visits.
On June 25th, 2024, McDonald’s launched a limited-time offer, allowing customers to purchase a McDouble or McChicken, a 4-piece Chicken McNuggets, small fries, and a small soft drink for just $5. Originally intended to run for about a month, the promotion was so successful that it was extended through August. Foot traffic began to trend upwards following the promotion’s launch, with visits during the week of June 24th up 2.5% compared to the chain’s weekly average between April 1st and August 5th. And foot traffic to McDonald’s has remained consistently elevated in the weeks since.

Like McDonald’s, Burger King has also been leaning into value-driven promotions, launching the "$5 Your Way" value meal on June 10th, 2024. And the promotion seems to be driving visits in a significant way. While weekly YoY visits to the chain have fluctuated throughout 2024, they jumped 3.8% YoY during the week of June 10th, and have remained consistently elevated since. Burger King, recognizing the power of the value meal, has chosen to keep the special running until October.
And following its recent rightsizing efforts, Burger King isn’t resting on its laurels. Building on the success of its $5 value meal, the chain also launched a limited-time, extra-spicy menu update on July 18th. This new offering appears to have helped keep visits elevated: After waning slightly during the week of July 8th, foot traffic to Burger King picked up once again during the week of the launch.

Tex-Mex favorite Taco Bell kicked off the 20th anniversary of its popular lime-flavored drink, Baja Blast, with a special "Bajaversary" promotion on July 29th, 2024, offering free drinks and freezes both in-store and on the app. The deal seems to have resonated strongly with customers, with visits growing by 12.3% year-over-year (YoY) for the week of July 29th. Daily visits also experienced a major increase – on the day of the special, visits surged by 17.1% compared to the YTD Monday visit average and were 5.9% higher than the overall YTD visit average.

The Summer Olympics were a major event, with millions of viewers tuning in to watch athletes at their best. And many fast food chains jumped on the Olympics bandwagon, offering discounts, deals, and limited-time menu items inspired by the event.
Smoothie King, known for its health-focused beverages, was one such brand with an Olympics special. The chain offered 32-oz smoothies for just $5 on Friday, July 26th, 2024, to coincide with the Olympic kickoff. The deal ran for one day only and fueled a significant foot traffic boost. Visits to Smoothie King on July 26th were 22.9% higher than the YTD Friday visit average – highlighting the effectiveness of well-timed, event-based offers.

For now at least, it seems that LTOs – particularly those focused on offering diners more bang for their buck – are reigning supreme in the fast-food space.
Will these promotions continue to drive foot traffic and maintain customer engagement?
Visit Placer.ai for the latest data-driven dining news.

With Q3 2024 underway, we checked in with beauty chains Ulta Beauty and Sally Beauty Supply, owned by Sally Beauty Holdings, Inc. How did they fare in the first half of the year? And what are some of the factors driving their success?
We dove into the data to find out.
Ulta Beauty thrived in 2022 and 2023, propelled by the lipstick effect – which sees consumers splurging on low-cost indulgences when times are tight – and by the post-pandemic consumer obsession with wellness. And though the beauty giant’s visit growth has moderated somewhat in recent months, it continues to see year-over-year (YoY) foot traffic growth.
Between January and July 2024, Ulta consistently outperformed the wider beauty segment, with monthly YoY visit increases ranging between 2.8% and 11.2%. On a quarterly basis, visits to the chain jumped 6.6% YoY in Q2 2024. Though some of Ulta’s visit growth can be attributed to the chain’s growing store count, the average number of visits to each Ulta location also increased 4.6% YoY in Q2 2024.

Sally Beauty Supply – the hair care-oriented beauty chain with more than 3,100 stores nationwide – is another beauty brand to watch this year. In 2022, Sally Beauty announced a store optimization plan that included the shuttering of more than 300 stores. And foot traffic data shows that the chain’s rightsizing efforts are paying off.
Comparing quarterly visits to Sally Beauty to a Q2 2022 baseline shows that after declining throughout 2023, overall visits to the chain have begun to pick up once again – with Q2 2024 foot traffic up 3.6%.

One factor that appears to be driving success for both Ulta and Sally Beauty is their unusually broad appeal. Analyzing the two chains’ captured markets with data from Spatial.ai’s PersonaLive and STI: PopStats shows that though there are differences between Ulta and Sally Beauty’s captured markets, both brands draw large shares of customers from across demographic groups.
Overall, the median household income of Ulta’s captured market is higher than that of Sally Beauty – $78.6K, compared to $67.1K. Ulta’s distinct mix of prestige and budget products is especially likely to draw Wealthy Suburban Families, while Sally Beauty’s offerings hold special appeal for Small Towns.
But both brands’ captured markets include higher-than-average shares of the Blue Collar Suburbs and Near-Urban Diverse Families segment groups – showing that despite their differences, Ulta and Sally Beauty both boast diverse customer bases.

Still, visitors interact with the two beauty chains differently. During the 12-month period ending in July 2024, some 32.1% of visits to Sally Beauty lasted less than 10 minutes – compared to just 15.3% of visits to Ulta.
Sally Beauty’s far greater share of visits under ten minutes may be partly a result of its hair-focused product mix. In Q2 2024, some 64.8% of Sally Beauty’s net sales were in the hair color and care segments, while just 8.1% were in skincare and cosmetics. Ulta’s offerings, by contrast, are very much centered on cosmetics. And while shoppers buying hair care products may be more likely to take advantage of options like BOPIS (buy online, pick up in-store), those on the hunt for makeup may be more intent on trying out products and browsing in-store. Beauty professionals, who make up a larger share of Sally Beauty’s customer base than that of Ulta’s, may also be more inclined to use this service.
On the flip side, Ulta drew a much higher share of extended visits (30+ minutes) during the analyzed period – 31.8%, compared to 20.7% for Sally Beauty. In addition to browsing the aisles and trying new products, many Ulta customers likely remain longer in-store to avail themselves of the chain’s varied in-store salon services.

Ulta and Sally Beauty have different offerings – and serve different customer bases. But the success and broad appeal of both brands shows that in the beauty space of 2024, there’s plenty of room at the top.
For more data-driven insights, visit Placer.ai.

Discount & dollar stores had a strong Q2 2024, as consumers continued to prioritize value amid persistent high prices. We dove into the data for category leaders Dollar General and Dollar Tree to take a closer look at the drivers of these chains’ most recent success.
Dollar General – the nation’s largest dollar store player – opened nearly 200 stores last quarter, surpassing 20,000 U.S. locations. And Dollar Tree, the second-biggest dollar store chain by real estate footprint, stands at over 8,300 locations, including more than 100 new additions in the first months of 2024.
These chains’ significant fleet expansions continue to fuel foot traffic growth. Both Dollar General and Dollar Tree saw consistently positive YoY visit growth during the first seven months of 2024. Only in April 2024 did Dollar Tree’s YoY foot traffic appear to falter, likely as a result of decreased YoY demand for its traditional holiday merch due to an Easter calendar shift.
On a quarterly basis, YoY visits to Dollar General and Dollar Tree in Q2 2024 rose 13.1% and 8.4%, respectively. Over the same period, the two chains also experienced YoY increases in the average number of visits to each of their locations (10.3% for Dollar General and 3.7% for Dollar Tree), indicating that visits to individual stores remained robust as the brands grew.
And both brands plan on continuing to expand in the near future. Dollar General expects to open a total of 730 new stores in 2024, while Dollar Tree announced the takeover of 170 99 Cents Only Stores to complement the banner’s other openings. These strategic initiatives should continue to drive foot traffic gains for both brands in the coming months.

What’s behind Dollar General and Dollar Tree’s visit success? A look at changes in visitor interaction with the two chains suggests that for both dollar leaders, rising customer loyalty has played an important role.
Since July 2022, the share of visitors frequenting the two brands on a regular basis has been on an upward trajectory. In July 2024, 35.5% of Dollar General visitors frequented the chain at least three times during the month – up from 34.1% in July 2022. This increase in visitor frequency may be due in part to Dollar General’s inroads into the grocery space – giving consumers even more of a reason to visit the chain for daily essentials on a regular basis.
And though Dollar Tree’s somewhat more modest fleet drives a slightly smaller share of repeat visitors, it too has seen an increase in frequent visitors while investing in diversified offerings at various price-points – including consumables. In July 2024, 16.6% of Dollar Tree’s visitors also visited the chain at least three times, up from 13.9% in July 2022.
For both chains, visitor frequency is driven in part by seasonality, with loyalty upticks in December and May, likely driven by holiday season and Mother’s Day shoppers. Still, Dollar Tree, which remains a more traditional dollar store than Dollar General, experiences more dramatic seasonal visit peaks than its prime competitor – and its loyalty also follows a more pronounced seasonal pattern.

With the biggest players in the discount & dollar category seemingly going strong, will the second half of 2024 bring even more success to this retail space?
Visit Placer.ai to find out.

Midway through 2024, foot traffic to Lowe’s and Home Depot – the leaders in the home improvement space – is climbing. What’s driving these retailers’ recent visit growth? We dove into the data to find out.
After a meteoric rise in foot traffic during the pandemic, the home improvement segment has experienced a turbulent few years – one of the primary reasons being a cool housing market that has curbed demand for projects. But after a significant period of consistent YoY visit gaps, visits to Lowe’s and Home Depot in 2024 appear to be matching and even slightly surpassing 2023 levels.
Between Q3 2023 and Q2 2024, Lowe’s and Home Depot both saw their YoY visit gaps gradually narrow and then close – finishing out Q2 with modest YoY gains. This turnaround may have been partly due to modest lifts in new home sales at the start of 2024 compared to 2023 – spurring an uptick in home improvement projects in the following months.
And though YoY visits to both retailers experienced a decline in July 2024 – perhaps due to May and June’s YoY declines in new and existing home sales – recent indications that the housing market may be heating up may bode well for the home improvement category in the second half of 2024 and beyond.

In addition to an increase in YoY visits, the resurgence of cross-shopping behavior between Home Depot and Lowe’s further suggests that a turnaround may be unfolding in the home improvement space. Location analytics shows that during recent home improvement booms, cross shopping between the two retailers was common, perhaps as judicious consumers taking on large projects looked to explore their options.
In Q2 of 2020 and 2021 – periods of strong foot traffic for both retailers – a large share of Lowe’s visitors also visited Home Depot. And although Lowe’s maintains a smaller retail footprint than Home Depot, many of Home Depot’s visitors visited a Lowe’s store as well.
But in the years that followed, economic headwinds led many consumers to defer their projects, and cross-shopping behavior began to moderate. In Q2 2023, only 48.8% of visitors to Lowe’s also visited Home Depot, and just 44.8% of Home Depot’s visitors visited Lowe’s.
However, in Q2 2024, consumers’ home improvement cross-shopping showed signs of a potential change of course. During the period, cross shopping between the brands climbed to 51.5% for Lowe’s and 45.7% for Home Depot. A return to in-store comparison shopping could mean that consumers are again taking on higher-stakes home improvement projects, which justify a visit to both retailers.

After an extended period of YoY visit gaps, foot traffic to the home improvement leaders is on the rise. Will Lowe’s and Home Depot continue to build on these positive visitation trends?
Visit Placer.ai to find out.

With H2 2024 underway, we took a look at the foot traffic performance of superstores Walmart and Target, and membership warehouse clubs BJ’s Wholesale Club, Sam’s Club, and Costco. How did foot traffic compare to 2023’s visitation patterns? And what special events helped propel visits?
Superstores have been thriving – with YoY visits to retail giants Walmart and Target elevated consistently since May 2024. And though Target had a slower start to the year, YoY foot traffic to the chain picked up in Q2, and the retailer has been flourishing since. (Target and Walmart's April 2024 YoY foot traffic drops are likely attributable in part to calendar shifts: April 2023 had one more weekend than April 2024 – and one of them was Easter.)
Membership warehouse clubs have been faring even better, with Costco leading the pack in Q2. BJ’s and Sam’s Club also experienced strong visit growth, with July visits elevated by 5.6% YoY for both brands.

A closer look at the baseline change in quarterly visits since Q2 2019 further highlights the strong positioning of superstores and wholesale clubs in 2024. All five retailers drew more visits in Q2 2024 than they did pre-pandemic (Q2 2019).
But these visit increases have not been equally distributed across the retailers: While all of them experienced growth relative to a Q2 2019 baseline, membership warehouse visits have been outpacing those of superstores on a consistent basis since Q1 2023. As prime destinations for inexpensive, bulk buying, the segment has likely been buoyed by families and younger consumers seeking ways to save money on groceries and other basics amid high prices.

But superstores have also been having a moment. And one factor which may have contributed to Target’s Q2 2024 turnaround is its doubling down on loyalty: In April 2024, the chain revamped its Target Circle Rewards, adding, among other things, a new paid tier called Target Circle 360.
A key benefit of Target’s loyalty program, which is free to join for the regular tiers, is access to deep discounts during Target Circle Week. This year, the big sales event took place between July 7th and 13th – and examining foot traffic trends to the chain reveals that the promotion fueled a major visit boost: During the week of July 8th, weekly visits to Target were the highest they’ve been since the start of the year, and 6.8% higher than 2024’s weekly visit average. This year’s Circle Week visits also outperformed last year’s by 8.7%.
This demonstrates how the revamped loyalty program and exclusive sales events are successfully driving more customers to Target stores. And other retailers are taking note, with Walmart debuting its own major summer sales events and Costco and Sam’s Club battling it out for the most affordable prices – a major win for shoppers nationwide.

Superstores enjoyed elevated visitation patterns in Q2 2024. Will the superstore and wholesale club price wars continue? And with back-to-school shopping well underway, and the holiday shopping season quickly approaching, how will these retailers continue to perform?
Visit Placer.ai to keep up with the latest data-driven retail news.

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.
