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The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from over 700 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.
Return-to-office mandates are once again the talk of the town, with companies from Amazon to AT&T set to crack down on remote work in the new year – in some cases, demanding that workers show up in person five days a week.
But how did the office recovery shape up in December 2024? We dove into the data to find out.
December is typically a quiet month for offices, with many Americans taking time off for the holidays to enjoy vacations and family gatherings. So, it may come as no surprise that office visits in December 2024 dropped to their lowest point of the year.
Compared to December 2019, office visits in December 2024 lagged by 39.2% – a bigger visit gap than that seen in either November (37.8%) or October (34.0%), as employees likely embarked on extended “workations” and enjoyed greater WFH flexibility during the holiday season. Put another way, December 2024 office foot traffic clocked in at 60.8% of pre-pandemic (December 2019) levels.
Still, offices were busier this December than last – in December 2023, the recovery compared to December 2019 stood at just 57.2%.
New York and Miami once again led the regional return to office (RTO) charge with Yo5Y visit gaps of 19.6% and 20.9%, respectively – though both cities’ Yo5Y numbers were weaker than those seen in either October or November.
Atlanta (-34.1%) and Dallas (-35.2%) also outperformed the nationwide average for Yo5Y office foot traffic. And with Dallas-based companies like AT&T and Southwest Airlines starting to enforce stricter in-office policies in the new year, the Texas hub may experience even more accelerated recovery in the coming months. (AT&T also has a strong presence in Atlanta, which may also benefit from the company’s crackdown.)
Meanwhile, San Francisco, which has long lagged in post-pandemic office recovery, finally pulled out of last place in December 2024 with a Yo5Y visit gap of 48.0%, just edging out Chicago. The impressive YoY office visit growth seen by the West Coast hub in recent months – likely fueled in part by Salesforce’s recent RTO mandate – appears to have finally left a tangible mark on the city’s Yo5Y ranking.
Year over year (YoY), visits to office buildings nationwide were up 6.4% in December 2024 – showing that despite seasonal setbacks, office visits remain overall on an upward trajectory. Atlanta (13.7%) and Boston (12.1%) led the way for YoY office recovery, followed by Washington, D.C. (10.6%) and San Francisco (10.4%).
As additional RTO mandates go into effect in the new year, the office recovery needle may move once again. Will additional companies jump on the full-time in-office bandwagon – or will hybrid work models continue to dominate?
Follow placer.ai’s data-driven office index reports to find out.
David’s Bridal and JCPenney have both emerged from bankruptcy proceedings with revitalized operational strategies. We took a closer look at the latest visit trends for the brands and uncovered how the demographics of their audiences have changed along with their real estate footprints.
David’s Bridal closed a significant number of stores in the second half of 2023 as part of its Chapter 11 bankruptcy proceedings, leading to a year-over-year (YoY) drop in visits in the first half of 2024. But although the impact of the previous year’s rightsizing weighed on YoY visit growth, the second half of the year marked a turning point. Lapping the mid-2023 period of aggressive store closures, visits rebounded in August 2024 (3.5% visit growth YoY), and stayed close to or exceeded the previous year’s levels through the end of 2024 (6.3% visit growth YoY), signaling a stabilization in consumer traffic.
David’s Bridal's YoY visits per location numbers showcase the brand's resilience even more clearly. Visits per location were near or exceeded 2023 levels for most of 2024, and saw significant lifts in summer and fall – the most popular wedding seasons. This trend suggests that the retailer’s slimmed-down store fleet remains relevant in the bridal and occasion-attire space, particularly during critical retail moments – and highlights the chain’s ability to drive increased traffic to a smaller real estate footprint. More recent initiatives such as the October 2024 launch of a revamped loyalty program and a December 2024 partnership with delivery giant DoorDash also bode well for the brand’s growth potential in 2025.
JCPenney accelerated a years-long fleet consolidation strategy when it emerged from bankruptcy in 2020 and completed the bulk of its rightsizing campaign by the end of 2021. In 2023, the retailer announced a $1 billion, multi-year reinvestment plan to make massive improvements to operations and the customer experience.
The strategic reinvestment appears to be working: Last year, JCPenney steadily closed its YoY visit and visits per location gaps, which shrank to just -3.0% and -1.8%, respectively in Q4 ‘24 – signaling a sustained foot traffic turnaround for the brand.
Several of JCPenney’s recent initiatives likely played a part in the brand’s upward foot traffic trajectory. During fiscal Q3, the brand invested $51 million in store operations – part of the $1 billion earmarked in 2023 – and saw positive results from a Thursday Night Football promotion and a revamped loyalty program. This indicates that JCPenney may be able to sustain its foot traffic momentum with additional campaigns and continued investment in its stores – and with the chain's recently announced merger with Forever 21, 2025 is looking particularly bright.
While both chains’ foot traffic is on the rise, analysis of David’s Bridal’s and JCPenney’s trade areas reveals a key difference in the two companies’ audience strategies.
In Q4 ‘22, the median household income (HHI) in the captured markets of David’s Bridal and JCPenney was lower than in their potential markets – meaning that both chains attracted visitors from the lower-income households within their wider trade areas. But by Q4 ‘24, David’s Bridal captured market had a higher HHI than its potential market – meaning that it was now attracting the more affluent residents within its trade area. Meanwhile, the median HHI in JCPenney’s captured market continued to fall short of the median HHI in its potential market – although both its captured and potential market HHI has increased over the years.
The now elevated median HHI of David’s Bridal’s captured market suggests that the brand’s rightsizing efforts are driving traffic from a higher-income audience to its remaining locations. And given the relatively high price of wedding gowns, the chain’s recent popularity among more affluent consumers offers another indication of David’s Bridal newfound strength. JCPenney, on the other hand, has stated its commitment to maintaining accessible price points in order to best serve “America’s working families” as the chain continues to attract the lower-income shoppers within its trade area.
The successful turnaround of JCPenney and David’s Bridal – despite their appeal to very different audiences – showcases the various paths available for retail resurgences in today’s consumer landscape.
David’s Bridal and JCPenney serve as powerful examples of how strategic rightsizing and targeted investments can drive a foot traffic turnaround. Both brands have leveraged smaller, optimized real estate footprints and successful promotional activity to boost visits per location and appeal to their target audiences.
For more data-driven retail insights, visit Placer.ai.
About the Placer 100 Index for Retail & Dining: The Placer 100 Index for Retail and Dining is a curated, dynamic list of leading chains that often serve as prime tenants for shopping centers and malls. The index includes chains from various industries, such as superstores, grocery, dollar stores, dining, apparel, and more. The goal of the index is to provide insight into the wider trends impacting the retail, dining and shopping center segments.
In December 2024, retail and dining visitation slowed slightly, with overall visits to the Placer 100 Retail & Dining Index down 0.8% year over year (YoY). The December dip was likely due in part to an extra Saturday last year – the busiest day of the week for many retail and dining chains.
But comparing overall visits in November and December 2024 to the same months in 2023 shows that visits to the Placer 100 Index remained on par with 2023 levels (+0.0%) during the last two months of the year. So despite headwinds and a shorter shopping season (just 28 days between Thanksgiving and Christmas, compared to 33 last year), brick-and-mortar retail and dining establishments ultimately attracted the same number of holiday season visits, all told, as they did last year.
Ever since the launch of Chili’s Big Smasher Burger promotion in late April 2024, YoY visits to Chili’s have been on the rise, buoyed by diners eager to indulge in a full-service experience at a QSR price point. And in December 2024, the chain once again topped the Placer 100 rankings, with visits to the chain up an impressive 21.0% YoY – fewer Saturdays notwithstanding.
Fitness clubs also figured prominently on December’s Placer 100 list, as did budget mainstay Aldi – underscoring the continued robust demand for no-frills, value-oriented grocery offerings. Notably, Family Dollar saw a 4.2% YoY increase in average visits per location – potentially reflecting the success of parent company Dollar Tree’s rightsizing efforts. Meanwhile, Big Lots saw a 5.2% YoY visit bump, likely fueled by strong consumer interest in its liquidation sales.
But value wasn’t the only winner of this year’s holiday season. Upscale department store Nordstrom enjoyed a substantial YoY visit uptick in November and December 2024 – with overall visits to the chain rising 6.5%. This stands in sharp contrast to the wider department stores sector, which experienced a 3.2% decline during the same period.
A look at the demographic profile of Nordstrom’s captured market shows that the chain’s success is likely due in part to its affluent – and young – customer base. In November and December 2024, the median household income of the census block groups (CBGs) from which Nordstrom drew its shoppers – weighted to reflect the share of visitors from each CBG – stood at $113.1K, significantly higher than the $81.3K median for the wider department store space. Nearly a third of Nordstrom's captured market (27.4%) was composed of “Ultra Wealthy Families” – compared to 9.5% for the sector as a whole. And unlike other department stores, which were slightly less likely than average to attract “Young Professionals,” that segment made up 9.7% of Nordstrom’s captured market, well above the nationwide baseline of 5.8%. As Gen-Z leads the charge back to malls, Nordstrom’s robust foothold among younger consumers bodes well for its future success.
Like many department stores, Nordstrom relies on the holiday season to bolster its annual bottom line – in 2024, November and December visits accounted for nearly a quarter (22.5%) of the chain’s total visits for the year. A strong performance during these critical months is a positive signal of good things to come – and with the chain being taken private by its founding family, we may see moves aimed at further solidifying Nordstrom’s position in the months ahead.
Despite fewer shopping days, the 2024 holiday shopping season proved resilient – with overall visits to the Placer 100 Retail & Dining Index remaining on par with 2023 levels. While value chains continued to dominate the rankings, upscale retailers like Nordstrom also enjoyed significant success. What trends will the Placer 100 Index uncover in the new year?
Visit placer.ai to find out.
About the Mall Index: The Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Malls demonstrated their resilience once again in 2024, will traffic to the three shopping formats essentially on par with 2023 levels despite the ongoing consumer headwinds. Indoor malls and open-air shopping centers even saw slight increases – of 1.5% and 1.7% year-over-year (YoY), respectively – while outlet malls experienced a minimal visit decline of 0.4%.
So although YoY visits dipped at all three mall formats in December 2024 – likely due to the month having one less Saturday than December 2023 – malls appear well positioned going into 2025.
The 2024 traffic performance of each format may be correlated with the income levels of the format’s visitor base. Open-air shopping centers, which received the largest YoY visit boost, also attracted the most affluent visitors who were likely less impacted by the ongoing consumer headwinds. Meanwhile outlet malls – which saw slight YoY traffic dips – drew visitors from areas with the lowest household income.
The holidays are particularly busy for shopping centers as consumers shop Black Friday discounts, meet mall Santas, buy gifts, and hang out with family and friends. But comparing average daily visits between Black Friday (November 11th) and New Years Eve (December 31st) with average daily visits during the rest of the year (January 1st to November 28th) reveals that the holiday boost is not distributed equally across the three mall formats.
Outlet malls received the largest Holiday-driven visit boost and Indoor malls came in at a close second, with visits during the holiday season up 59.3% and 57.0%, respectively. Open-air shopping centers lagged behind the other two formats, with daily visits up just 31.4% compared to the rest of the year.
Diving deeper into the data reveals that weekdays receive the largest lift, with weekday traffic at indoor and outlet malls during the holiday season up 63.0% and 66.4%, respectively, compared to the non-holiday season daily average.
The holidays don’t just drive an increase in traffic – dwell time at malls also tends to be longer between Black Friday and New Years Eve when compared to the rest of the year. Visit length at indoor and outlet malls increased by an average of 4.7 minutes, while dwell time at open-air shopping centers grew by an average of 3.1 minutes.
Malls’ holiday success proves once again that shopping centers continue to play an important role in the wider retail landscape. How will indoor malls, open-air shopping centers, and outlet malls perform in 2025?
Visit placer.ai to find out.
With 2024 firmly in the rearview mirror, we look back on the year’s retail foot traffic trends and what they may signal for 2025. Read on for a closer analysis of the retail categories and states that excelled at driving growth.
Overall retail visits increased year-over-year for most months of 2024, with many of the sporadic visit gaps likely due to extraneous circumstances as opposed to any real consumer slowdown.
Last year’s largest YoY retail visit gap – in January 2024 – could be attributed to severe winter weather in large parts of the country. And the April, September, and December YoY visit dips are likely partially due to calendar shifts, with April 2024 affected by the Easter calendar shift and September and December disadvantaged by having one less Saturday than in 2023.
Still, looking at 2024 as a whole revealed that the year did outperform 2023, with overall retail visits up 0.4% – suggesting that consumer behavior remains resilient and that 2025 could mark a further turnaround if cooling inflation meets consumer expectations.
But diving deeper into the data reveals significant variation among the major retail categories. Discount & dollar stores (2.8% YoY growth) and superstores (1.7% YoY growth) came out ahead of the pack, highlighting consumers’ demand for value in the face of high prices and economic uncertainty. Meanwhile – and as might be expected in a period of financial strain – many discretionary retail categories lagged in 2024. The Furniture & Home Furnishings category in particular saw the steepest decline with negative visit trends from January to July 2024, but the category did finish strong with a 3.5% YoY increase in Q4 2024 visits – a promising sign for 2025.
Last year’s retail foot traffic gains were also unevenly distributed geographically.
While most states saw modest YoY visit growth, Maine (2.2%) and North Dakota (2.0%) topped the list in 2024. Notably, foot traffic in both states showed resilience during even the most challenging periods of the year.
In Maine, a recent increase in inbound domestic migration may have contributed to the state’s foot traffic success. Meanwhile, North Dakota’s large share of superstore and discount & dollar store traffic was likely behind its overall retail visit growth in 2024.
Analyzing 2024 retail trends revealed that consumers navigated uncertainty while showcasing resilience — a promising foundation for the new year. Will this momentum continue in 2025?
Visit Placer.ai to find out.
Florida emerged as a domestic relocation hotspot during the pandemic – and analyzing domestic migration trends over the past four years reveals that most newcomers to Florida have stayed in the Sunshine State. We dove into the data to find out just how big a piece of the domestic relocation pie went to Florida – and see where the newcomers came from, where they chose to settle, and which Florida destinations attracted the most affluent new residents.
Domestic migration picked up over the pandemic, as many Americans liberated from the constraints of in-person work chose to move to areas with more space, a lower cost of living, and better outdoor recreational opportunities.
The map below highlights the states that received net inbound domestic migration between July 2020 and July 2024, with the percentages representing the share of inter-state positive net migration welcomed by each state during the analyzed period.
As the map shows, Florida was one of the major beneficiaries of the recent domestic migration boom. Between July 2020 and July 2024, Florida received 24.7% of positive intra-state migration in the United States. (In other words, 24.7% of inbound net migration to states with overall positive net migration went to Florida.) Texas, another oft-discussed pandemic relocation hub, came in second, receiving a significantly smaller 17.6% of the total inter-state positive net migration pie.
Most of Florida’s recent population influx dates back to the Covid era – diving deeper into the monthly data reveals that the biggest jump in migration over the past four years took place between late 2020 and early 2022. And although inbound migration slowed somewhat in 2023 and 2024, the Sunshine State’s net migrated percent of population compared to a July 2020 baseline remained steady at about 2.5% to 3.1% (depending on the season). This means that 2.5% to 3.1% of Florida’s residents have moved there over the past four years – indicating that most people who moved to Florida at the height of the pandemic have remained in the Sunshine State.
So where is Florida getting its new residents from?
Analyzing net migration to Florida by state of origin reveals that Florida received net positive migration from most of the country during the analyzed period – but the influx from some states was particularly significant.
The map below charts the share of net migration to and from Florida by state of origin or destination between July 2020 and July 2024. The purple represents states from which Florida received net positive migration – more people moved to Florida from those states than the other way around – and the percentage indicates each state's share of the total net positive migration to Florida. The yellow represents states which received net positive migration from Florida – more people moved to those states from Florida than vice versa – with the percentage showing each state's share of the total net negative migration from Florida.
As the data shows, much domestic migration to the Sunshine State came from the Mid Atlantic region – with relatively expensive New York and New Jersey standing out as the biggest feeder states – as well as from Illinois and California, two more high-cost-of-living states. Illinois and the Mid Atlantic states also tend to have relatively cold winters. Meanwhile, Florida mostly lost residents to neighboring states and to Texas, with a much smaller share of its net negative migration going to Alaska, Michigan, Montana, Wyoming, and the Dakotas.
It is likely, then, that Florida’s affordability and mild winters served as significant migration draws.
People may be moving to Florida from all over the United States. But where are they moving to in the Sunshine State? Mapping domestic migration trends onto Florida’s metro areas reveals that most of the inbound domestic migration is concentrated in Central Florida. Indeed, just three Central Florida metro areas – Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven – accounted for nearly half (41.5%) of the total net positive migration to Florida during the analyzed period.
Although the Tampa, Orlando, and Lakeland metro areas are contiguous, the demographic profiles of new residents settling in the three CBSAs are quite different. For example, Tampa, which boasts the highest median household income (HHI) of the three metro areas ($65.1K, compared to $61.1K for Orlando and $55.1K for Lakeland), also drew the greatest share of domestic migrants from affluent areas (median HHI > $100K).
Each of the three central Florida CBSAs also attracted newcomers from different areas of the country. Tampa exhibited the most diversity, with its top 5 CBSAs of origins representing under 50% of total net migration to the metro area. Orlando, on the other hand, received almost 50% of its net domestic migration between July 2020 and July 2024 from just two metro areas: New York and Miami. And for Lakeland, over 50% of the inbound net migration came from within the Sunshine State – including 31.6% from the Orlando CBSA and 9.5% from the Tampa metro area.
It is likely, then, that newcomers to Tampa are coming mostly from wealthy areas throughout the country, while Orlando draws slightly less affluent – but still relatively high-income – newcomers from dense urban areas. Meanwhile, Lakeland appears to attract local Floridians who may be looking for a more affordable living situation without moving too far away from their current communities.
Thanks to its mild winters, affordability, and lifestyle appeal, Florida emerged as a major pandemic relocation destination, and recent migration data reveals that many of those who moved in between 2020 and 2024 have stayed in the Sunshine State. In particular, the central Florida hubs of Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven attracted an outsize share of new Florida residents, with each metro area showcasing unique inbound migration patterns.
What will domestic migration patterns look like in 2025?
Visit Placer.ai to find out.
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.
New year, new retail opportunities. And though 2023 is firmly in the rearview mirror, the economic headwinds that characterized much of the year have yet to fully dissipate. But every challenge also brings with it new opportunities, and many retailers are adapting to meet their customers' changing wants and needs.
This white paper analyzes location intelligence for 10 brands poised to succeed in 2024. Some, like low-cost apparel and home furnishing stores, are benefitting from consumer trade-down. Others are expanding into rural or suburban areas to meet customers where they are. Read on for some of 2024’s retail winners.
Until around four years ago, New Balance sneakers were commonly seen on the feet of suburban dads – not exactly a recipe for high fashion. But all that began to change in 2019 when the company began collaborating with Teddy Santis, who eventually became New Balance’s creative director. Since then, the brand’s popularity has surged among Gen Z and X and is now one of the fastest-growing sneaker companies in the industry, despite the increasing competition in sneaker space. In 2023, foot traffic to New Balance stores grew 3.3% year-over-year (YoY) and the brand has firmly established itself as ultimate retro cool.
Diving into the demographics of New Balance stores’ captured market trade area reveals the success of the chain’s rebranding. In 2023, New Balance’s trade area included larger shares of “Ultra Wealthy Families,” “Young Professionals,” and “Educated Urbanites” than the average shoe store’s trade area – highlighting New Balance’s successful reinvention as a brand for the young and hip.
The home improvement space is dominated by Lowe’s and Home Depot – but Harbor Freight Tools is quickly making a name for itself as a go-to destination for affordable tools and supplies.
Over the past few years, Harbor Freight Tools has expanded rapidly, with many of its new stores opening in smaller towns and cities. And the expansion appears to be paying off, with visits up YoY during every month of 2023. And although the chain is now operating with a significantly larger store fleet, the average number of visits per venue has generally increased – indicating that the company is expanding into markets where it is meeting a ready demand.
Over a decade after Mackelmore dropped his smash hit “Thrift Shop” in 2012, second-hand stores are still enjoying their time in the limelight. Shoppers, driven by a desire to reduce waste, find unique styles, and to save a few dollars at the till, continue to flock to thrift stores. And Winmark Corporation, which operates five secondhand goods chains – including apparel brands Plato’s Closet (young adult clothes), Once Upon a Child (children's clothes and toys), and Style Encore (women's clothing) – has benefited from the strong demand. Visits to the three Winmark clothing banners increased an average of 5.3% YoY in 2023.
The median household income (HHI) in the trade areas of Winmark’s apparel chains tends to be lower than the median HHI in the wider apparel category – so budget-conscious consumers are driving at least some of the company’s growth. With more consumers looking for ways to cut back on spending in 2024, the demand for second-hand clothes is expected to grow even further – and Winmark is likely to continue reaping the benefits.
HomeGoods, a treasure hunter's dream, is the discount home furnishing retailer owned by off-price retail giant TJX Companies. The chain, which operates over 900 brick-and-mortar stores, recently closed its e-commerce platform to focus on its physical locations – where foot traffic grew 6.0% between 2023 and 2022.
HomeGoods carries kitchen and home decor items along with furniture, and may be benefiting from the relative strength of the houseware segment, driven in part by an increase in at-home entertainment. And in a surprising twist, this low-cost retailer attracts more affluent visitors than visitors to the home furnishing segment overall. The median household income (HHI) in HomeGoods’ trade area stood at $84.7K/year compared to a $78.5K median HHI in the trade area of the average home furnishing chain. As economic uncertainty and the resumption of student loan payments impact consumers, wealthier shoppers seeking a budget-friendly home refresh are likely to continue choosing HomeGoods over pricier alternatives.
Florida-based Bealls, Inc., which got its start as a small town five-and-dime in 1915 in Bradenton, Florida, now operates over 600 stores across the country. The company, which saw an impressive 9.0% YoY increase in visits in 2023, recently consolidated its two largest banners – Burkes Outlet and Bealls Outlet – under the Bealls name.
One reason for Bealls’ success could be its appeal to rural consumers. Over the past five years, the share of households falling into Spatial.ai: PersonaLive’s “Rural Average Income” segment has steadily increased, growing from 12.6% in 2019 to 15.1% in 2023. With rural shoppers continuing to command ever-more attention from retailers, the increase in visits from this segment bodes well for Bealls in 2024.
Ollie’s Bargain Outlet was built for this economy. The chain saw a 13.0% YoY increase in visits in 2023, thanks in part to its popularity among a wide array of budget-conscious consumers. Ollie’s has found success with rural shoppers while maintaining its appeal among value-oriented suburban segments – and the chain’s diverse audience base seems to be setting it apart from other discount retailers.
A closer look at the chain’s captured market data, layered with the Spatial.ai: Personalive dataset, reveals that Ollie’s trade area includes larger shares of the “Blue Collar Suburbs” and “Suburban Boomer” segments when compared to the wider Discount & Dollar Stores category. As the chain plots its expansion, focusing on suburban and rural areas may help Ollie’s meet its customers where they are.
Trader Joe’s has managed to do what few stores can. The company does not invest in marketing, has no online shopping options, and loyalty programs? Forget about it. But despite this unusual approach to running a business, the California native has enjoyed consistent success over the years, with a 12.4% YoY increase in visits in 2023.
Trader Joe’s is particularly popular among younger shoppers, perhaps thanks to the company’s focus on sustainability and social responsibility – as well as its famously low prices. Analyzing the chain’s trade area using the AGS: Panorama dataset reveals that Trader Joe’s attracts more “Emerging Leaders” and “Young Coastal Technocrats” (segments that describe highly educated young professionals) than the average grocery chain. With Gen Z particularly concerned about putting their money where their mouth is, Trader Joe’s is likely to sustain its momentum in 2024 and beyond.
Convenience stores are growing up and evolving into bona-fide dining destinations. And Foxtrot, a Chicago-based chain with 29 stores across Texas, Illinois, Washington, Maryland, and Virginia, is one c-store redefining what a convenience store can be. The chain, which announced a merger with Dom’s Kitchen in November 2023, offers an upscale convenience store experience and is particularly known for including local brands in its product assortment as well as its excellent wine curation and dining options.
Visitors to the chain were significantly more likely to fall into AGS: Behavior & Attitudes dataset’s “Wine Drinker” or “Nutritionally Aware” segments than visitors to nearby convenience stores. The company plans to ramp up store openings, particularly in the suburbs, where convenience and a good bottle of wine might just find the perfect home as a welcome distraction from the daily grind.
Jersey Mike’s is one of the fastest-growing franchise dining chains in the country, operating over 2,500 locations in all 50 states. The sandwich chain has seen its popularity take off over the past few years, with 2023 visits up 14.1% YoY and plans to open 350 new stores in 2024.
The company has long prioritized affluent class suburban customers – and visitation data layered with the Experian: Mosaic dataset reveals that Jersey Mike’s has indeed succeeded in attracting this audience. The percentage of “Booming with Confidence” and “Flourishing Families” (both affluent segments) in Jersey Mike’s trade area was larger than in the trade areas of the average sub sandwich chain. As Jersey Mike’s continues its expansion, focusing on suburban areas may continue to serve the chain well.
The East Coast may not be the first region that pops to mind when thinking about tropical smoothies – but New Jersey-based Playa Bowls is making it work. The company was founded by avid surf enthusiasts determined to bring the flavors of their favorite surfing towns stateside.
Playa Bowls has enjoyed strong visit numbers in 2023, with overall visits up 23.0% and average visits per venue up 17.1% YoY – and part of the chain’s success may be driven by its ability to draw wealthier customers to its stores. The Experian: Mosaic dataset reveals that the “Power Elite” segment is overrepresented in the company’s trade areas: The share of households falling into that segment from Playa Bowl’s captured market exceeded their share in the company’s potential market. As the chain continues expanding its domestic footprint, it seems to have found its niche among a wealthy customer base.
The past year saw a wide range of challenges facing brick-and-mortar retailers as economic fears continued to shake consumer confidence. But there are plenty of bright spots as the new year gets underway. These ten brands prove that the retail world never stands still, and that the next opportunity is just around the corner.
