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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.
Has the remote work war run its course? For a while last year, it seemed like not a day went by without another headline proclaiming the demise of WFH. And as return-to-office mandates continued to pile up (et tu, Zoom?), the debate over offsite work productivity grew ever more rancorous.
But amidst all the noise, a new hybrid reality appears to have taken hold, offering both companies and employees the benefits of a mixed model. Yes, productivity can thrive outside the office – but there is something about the intangible spark that ignites when people interact with one another in person that has proven crucial to business success. So while recent survey data shows a precipitous drop in fully remote work over the past three years, most companies aren’t requiring people to go back to the office full time.
With these trends in mind, we dove into the data to explore the state of office foot traffic as the year drew to a close. How did December 2023 office visits compare to pre-COVID? And what impact did the holiday season have on the demographic profile of the typical office-goer?
Last month, buildings in our Nationwide Office Index received 36.5% fewer visits than they did in December 2019 – reflecting a continuation of the same general holding pattern that has seen foot traffic hovering around 40.0% of pre-COVID levels, with some minor fluctuations.
But delving further into the data for key commercial hubs nationwide highlights the persistence of important regional differences – with New York City emerging as last month’s clear office recovery winner. In December 2023, the Big Apple experienced a year-over-four-year (Yo4Y) visit gap of just 19.2% – the smallest seen by the city in some time. At the other end of the spectrum lay San Francisco, with a Yo4Y visit gap of 53.1%.
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But December is a bit of an outlier, work-wise. It’s the heart of the holiday season – kicked off by Thanksgiving at the end of November, and bookended by New Year’s Eve on the other side. And foot traffic data shows a small but distinct shift in the demographic profiles of office buildings’ captured markets – i.e. the areas their visitors come from – during the last month of the year.
Nationwide, and in major cities like New York and San Francisco, office-goers tend to come from relatively affluent areas with greater-than-average shares of one-person households. But over the final three months of 2023, both of these metrics in office buildings’ captured markets gradually declined. November office visitors were more likely to come from larger and lower-HHI households than October visitors – and December visitors were more likely to come from such households than November ones. This may reflect the greater flexibility of higher-HHI employees to work from home more often during the holiday season. It may also reflect a greater tendency on the part of singles to take extended trips to visit family during the holidays, and plug in from afar.
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Hybrid work may be here to stay, but employees and companies will likely continue to negotiate the exact terms of the new model in the months and years ahead. Are the remote work wars really over? And what will office recovery look like in the new year?
Follow placer.ai/blog to find out.

With their experiential vibes and treasured blends of well-known brands and local gems, high-street retail corridors are experiencing something of a renaissance. Iconic shopping districts like Fifth Avenue and SoHo in New York City, Rodeo Drive in Beverly Hills, and Newbury Street in Boston are seeing steady influxes of luxury and high-end apparel brands. And economic headwinds notwithstanding, consumers continue to flock to these important retail destinations to shop, grab a bite to eat, and take in all the sights and sounds they have to offer.
So with the new year upon us, we dove into the data to see how major urban shopping districts nationwide fared this holiday season. How did visits to these corridors in the final months of 2023 compare to last year? And who are the consumers driving the high-street revival?
Over the past six months, visits to major urban shopping districts have been consistently higher than they were last year. And as the holiday season kicked into gear, the year-over-year (YoY) growth trajectory trended upwards – indicating a robust turnout during this holiday period.
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To examine some of the factors behind this growth, we analyzed the demographic profiles of the captured markets of POIs (points of interest) corresponding to major high-street corridors throughout the country.
The analysis shows that throughout the U.S., high-street shopping districts hold special appeal for affluent audiences – and for consumers belonging to Spatial.ai’s PersonaLive’s “Educated Urbanite” psychographic segment. This segment encompasses well-educated young singles that live in dense urban areas and make relatively high salaries. Given the demographic profile of their visitors, it’s no wonder that high-street corridors are finding success while expanding their luxury and high-end apparel portfolios.
In Q4 2023, the captured markets of Fifth Avenue, SoHo, and Times Square all featured higher median household incomes (HHIs), and greater shares of the “Educated Urbanite” segment than New York’s statewide baselines. Each of these quintessential New York City landmarks, however, drew a somewhat different visitor base.
Fifth Avenue, with its array of museums, luxury high-rises, and expensive department stores, drew the most affluent crowd, with a captured market median HHI of $105.6K – some 35.7% above the statewide median. SoHo, for its part, known for designer apparel stores, trendy cafes, and whimsical tourist attractions (Museum of Ice Cream, anyone?), attracted the largest share of “Educated Urbanites.” And Times Square, a top Big Apple attraction with broad popular appeal, boasted a visitor profile closest to statewide baselines.
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A look at the visitor profiles of major California shopping districts reveals a similar trend. The captured markets of Beverly Hills’ Rodeo Drive, Santa Monica’s 3rd Street Promenade, Hayes Valley in San Francisco, and Abbot Kinney in Los Angeles all had higher median HHIs in Q4 2023 than the statewide median of $85.7K. Of these, the captured market with the highest median HHI was that of Hayes Valley in San Francisco – an unsurprising finding given the relative affluence of the Bay Area. Not far behind was Rodeo Drive, with a median HHI of $113.9K.
Hayes Valley also led the charge for “Educated Urbanites,” with no less than 61.4% of the population of its captured market – nearly two-thirds – belonging to this segment. But all four of the analyzed high-street corridors were significantly over-indexed for this demographic compared to the California baseline of 13.1%.
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Looking at urban shopping districts in other major cities nationwide – including Newbury Street in Boston, Fulton Market in Chicago, and Walnut Street in Philadelphia – shows that the unique draw of these corridors for young, affluent singles isn’t confined to New York and Chicago. In all three corridors, the median HHIs and shares of “Educated Urbanites” in the captured markets
also exceeded statewide baselines – oftentimes by a wide margin.
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Evolving work routines and post-COVID population shifts continue to present municipalities and other civic stakeholders with significant challenges. But the revival of high-street retail corridors shows that cities are up to the task. How will major urban shopping districts fare in the new year? And how will their audiences continue to evolve?
Follow Placer.ai’s data-driven retail foot traffic analyses to find out.

How did the brick-and-mortar divisions of Walmart, Target, and other leading retailers perform this holiday season? Which days drove the most visits, and how did foot traffic performance this year compare to 2022? We dove into the data to find out.
Looking at daily visits to Target, Walmart, mid-tier department stores (including Macy’s, JCPenney, Kohl’s Belk, and Dillard’s), luxury department stores (including Saks Fifth Avenue, Neiman Marcus, Bloomingdale’s, and Nordstrom) and Best Buy reveals several common trends.
In all cases, retail visits began to creep up over the days leading up to Thanksgiving (Monday through Wednesday) as consumers took advantage of early Black Friday discounts. And the visit increase on Black Friday 2023 relative to the Q4 daily average was larger than in 2022 – perhaps thanks to budget-conscious consumers holding out for the steep discounts offered the day after Thanksgiving. The Christmas Eve Eve (December 23rd) and Super Saturday spikes were also particularly pronounced in 2023, likely thanks to the combination of both retail events falling on the same day this year.
All retailers and retail segments analyzed also saw smaller surges on Boxing Day (December 26th) 2023 when compared to 2022, likely due to calendar differences. Christmas fell on a Sunday in 2022, so December 26th was declared a federal holiday in lieu of December 25th, and many private-sector employers likely gave time off as well – giving consumers the opportunity to hit the stores and enjoy after-Christmas sales. But Boxing Day still drove visit peaks across the board in 2023 (albeit not smaller peaks than in 2022) – indicating that Boxing Day is now a U.S. phenomenon as well.
December 27th, 28th, and 29th saw a greater increase relative to the daily Q4 average in 2023 compared to 2022, culminating in a larger New Years Eve Eve (December 30th) spike. The December 30th surge may be because this year’s December 30th fell on a Saturday, which is a major shopping day in its own right. But the increase in the days prior to New Years Eve Eve, when after-Christmas sales were in full force, could indicate that consumers are still particularly attune to sales events.
Still, despite the similarities across retail categories, foot traffic data also reveals some important differences between the segments.
Visits to Target began to increase in November 2023 relative to October as the retailer offered “Four Weeks of Early Black Friday Deals,” starting October 29th. And like the other categories analyzed, Target saw its first small visit peak of the season on the Wednesday before Thanksgiving (also known as Turkey Wednesday thanks to the massive Grocery visit spikes on the day). Visits on the day before Thanksgiving were up by 21.5% and 22.1%, in 2022 and 2023, respectively, despite foot traffic on an average Wednesday tends to be lower than the Q4 daily average – indicating that “Turkey Wednesday” also holds retail significance for grocery-adjacent categories.
Visits then spiked on Black Friday and returned to seasonally normal levels on Saturday. Throughout December, foot traffic continued to swell, with every week exceeding the previous week’s visit performance. The intensity of the visit growth picked up the week before Christmas, with Christmas Eve Eve/Super Saturday seeing a significant jump. Finally, Target visits on Boxing Day and the week following Christmas also exceeded the Q4 daily average as consumers took advantage of end-of-season sales and looked for festive attire for their New Year’s Eve celebrations.

The holiday season visit pattern at Walmart differs from those at Target in several instances. The superstore’s Turkey Visit spike was significantly more pronounced than Target’s, likely thanks to Walmart’s more extensive grocery offerings. Walmart also saw smaller spikes on Black Friday – perhaps due to the retailer’s famous “everyday low prices,” which may reduce the appeal of specific sales events. The Christmas Eve Eve/Super Saturday surge were also lower than for Target, but the Super Saturday increase relative to Black Friday spike was more pronounced, with some consumers probably visiting Walmart for last-minute groceries ahead of their Christmas dinners.
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Visits to luxury department stores (Saks Fifth Avenue, Neiman Marcus, Nordstrom, and Bloomingdale’s) followed the general retail foot traffic trends, with larger peaks on Black Friday and on Christmas Eve Eve/Super Saturday in 2023 compared to 2022. Boxing Day 2023 drove a smaller visit spike relative to last year, but foot traffic was still 98.2% higher than the Q4 2023 daily average – indicating that the day is still emerging as an important retail milestone, especially for pricier segments.
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Mid-tier department stores (Macy’s, Kohl’s, JCPenney, Belk, and Dillard’s) saw more significant spikes on Black Friday and Christmas Eve Eve/Super Saturday, and smaller spikes on Boxing Day. Luxury’s department stores’ biggest post-Christmas visit peak was on Boxing Day, but mid-tier department stores experienced their largest end-of-year increase on New Year’s Eve Eve (December 30th).
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Best Buy saw the strongest Q4 visit spike on Black Friday out of all the retailers and retail segments analyzed, with foot traffic up a whopping 510.9% compared to its Q4 2023 daily average. The electronics leader also had the largest Christmas Eve Eve/Super Saturday bump – with visits up 188.1% – and Boxing Day boost, with traffic up 112.9% compared to the Q4 daily average. The visit surges over the holiday season’s retail milestones indicate that demand for electronics remains strong – even as some consumers may be putting off large purchases due to economic headwinds.
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The holiday season drove significant retail foot traffic across categories, with every segment displaying its own unique Q4 visitation pattern. How will these sectors perform in the year ahead?
Visit placer.ai/blog to find out.

2023 was a year that forced restaurant operators to stay agile. Inflation was top-of-mind for most consumers throughout the year, resulting in a trade-down to value-oriented restaurants (or trading out to value grocery chains, dollar stores, and convenience stores). That said, value wasn’t the only factor driving visits, as new menu innovations (Taco Bell was a standout) or marketing partnerships (McDonald’s Famous Orders and “adult” happy meals helping the chain to outperform from a visitation perspective). While we’ve seen visitation trends for the morning daypart improve due to a steady recovery in return to office trends, we continue to see visits during late morning and early afternoon for coffee and QSR chains due to changes in consumer routines (not to mention a resurgence in late night dining). This has also prompted several chains to refine their approach to drive-thrus and pick-up windows (Shake Shack, Chipotle, Taco Bell, among several others). On top of these trends, we’ve seen massive changes in restaurant trade areas, driving many chains to rethink their expansion plans (including an emphasis on South and Southeast, which have seen population growth due to migration).
McDonald’s new exploratory restaurant concept CosMc’s sits at the intersection of several of these trends. The smaller-format (approximately 2,800 square feet, compared to 4,000-4,500 square feet for the average McDonald’s), drive-thru only concept opened its doors last month in Bolingbrook, IL, and is part of a “limited test run”. Its menu heavily focuses on beverages, including four “Signature Galactic Boosts” (featuring Sour Cherry Energy Boost and Island Pick-Me-Up Punch drinks), iced teas and lemonades (such as a Tropical Spiceade and Blackberry Mist Green Tea), slushes and frappes (including a Chai Frappe Burst and Popping Pear Slush), and coffee-based products (highlighted by the S’Mores Cold Brew and Turmeric Spiced Latte). While beverages are the focal point, there are also a variety of breakfast and snack food options, including a Spicy Queso and Creamy Avocado Tomatillo breakfast sandwiches, McPops (filled doughnuts), Savory Hash Brown Bites, and Pretzel Bites. In addition to the experimental fare, the menu also features a host of traditional breakfast sandwiches and beverage offerings.
Given the early buzz, we decided to check out the concept for ourselves this week. It was immediately apparent how much interest CosMc’s was drawing, as the drive-thru lane spanned roughly 80 vehicles upon arrival (which required use of a separate parking lot at the Maple Park Place shopping center, which also features Burlington, Ross Dress for Less, Dollar Tree, Aldi, and Best Buy stores).

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While its unique menu has rightfully generated a significant amount of attention, it’s also clear that McDonald’s is also using CosMc’s as a test for other potential drive-thru only locations in the future. Customers order from dynamic menu boards and cashless payment devices are used to expedite the payment process. Visitors wait at the menu board until their order is ready, and then pickup windows are assigned when the order is ready.
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Admittedly, it’s tough to make definitive conclusions about CosMc’s with the location being open for only a few weeks. Placer’s data suggests that CosMc’s saw more than double the number of visits that a typical McDonald’s saw chainwide during December 2023 (despite being open only since Dec. 7) and more than triple the number of visits per square foot (given CosMc’s smaller, roughly 2,500 square feet footprint). However, it’s also worth noting that CosMc’s visitation numbers would likely have been much higher if the location had additional capacity to satisfy the overwhelming demand.
Still, Placer offers some other ways to evaluate CosMc’s early trends. Based on 2019 Census Block Group data, CosMc’s trade area size (using a 70% of visit threshold) was just over 155 square miles during December 2023 (below). This is roughly 2.5 times the size of the trade area for the average McDonald’s location during December 2023 (62 miles) and significantly larger than the average trade area for most coffee brands (25-35 miles for more urban focused brands to 50-60 miles for more suburban/secondary market brands). In fact, the closest recent comparison we could find for CosMc’s was Raising Cane’s Post Malone and Dallas Cowboys restaurant collaboration, which had an impressive 264-mile trade area during its initial month of opening (though also helped by cross-traffic from Dallas Cowboys home game visitors from across the state of Texas). In some ways, there were also similarities between CosMc's and the Hello Kitty Cafe Trucks, which the Placer.ai Blog team wrote about last September.
Given that McDonald’s also appears to be targeting a younger demographic with CosMc’s, we thought we’d also look at the age breakdown for the potential market trade area (the population living within the trade area for the CosMc’s store). McDonald’s collective potential market trade area largely mirrors U.S. trends given its reach (the company has previously stated that 85% of the population in its top five markets–the U.S., France, the U.K., Germany and Canada–are within three miles of a McDonald’s location), it’s interesting that the potential market trade area for CosMc’s does skew to a younger audience, particularly the 22–29-year-old cohort.
By the end of 2024, McDonald’s plans to open an additional 10 CosMc’s test units, including locations in the Dallas-Fort Worth and San Antonio markets (notably some of the fastest growing markets in the U.S.). Does CosMc’s have the potential to be something more than a 10-unit test over a longer horizon? McDonald's has attempted to differentiate its coffee business in the past with its McCafe menu and standalone McCafe locations in international markets, but competition with Starbucks and others made it difficult for the company to distinguish McCafe as a standalone retail brand in the U.S. CosMc's is interesting from this perspective, as it may allow the company to build a brand more naturally and stand out with a younger audience (which appears to be working). It’s unlikely that future CosMc’s will look or operate like the pilot location in Bolingbrook. Nevertheless, the excitement around new products, an expansive trade area, and potential to connect with younger audience make it a worthwhile test (especially with 2024 shaping up to be a strong year for unit growth within the coffee category).

In December 2023, Placer.ai released two white papers: How Physical Stores Help DNBs Thrive and East Coast Migration Hubs. Below is a taste of our findings. To read more data-driven consumer research, visit our library.
DNBs – Digitally Native Brands – refer to retailers that began their retail journey exclusively online, selling their product line direct-to-consumers through their owned digital channel. But although all these businesses start out as a pure e-commerce play, many DNBs eventually move offline, choosing to leverage the various benefits of brick-and-mortar channels to grow their business even further.
Analyzing year-over-year (YoY) data for Q3 2023 shows that, while many retailers struggled, DNB leaders such as Vuori, Allbirds, Everlane, and Warby Parker all saw significant growth in quarterly visits per venue. Many of these brands also underwent significant expansions, but the increase in visits per venue reveals that many of the DNBs are seeing more crowded stores despite the increase in number of overall venues. The success of these brands in operating stores that consumers want to keep visiting – even in times of economic headwinds – suggests that DNBs are particularly well positioned to take advantage of the diverse benefits of offline stores.
How Physical Stores Help DNBs Thrive uses location intelligence to reveal the different brick-and-mortar strategies helping DNBs broaden their reach, build their brand, and acquire new audiences. Several DNBs are building massive store fleets, while others focus on a couple well-placed stores – and some focus on temporary pop-ups to reap the benefits of physical stores without the long-term commitment.
Read the full report here to discover the diverse methods that digitally native brands are enlisting to to drive growth through brick-and-mortar expansion.
Much has been written about the recent population outflows from New York, Massachusetts, and other northeastern states. But many states on the East Coast – including Maine, Vermont, Rhode Island, Delaware, North and South Carolina, and Florida – are actually seeing influxes of newcomers.
Each of these states – and each of the metropolitan areas attracting relocators within them – offers its own set of benefits. But those willing to make the move often fit a similar profile – younger individuals or families looking for a more favorable housing market, better schools, or more job opportunities.
East Coast Migration Hubs looks at several states and metro areas on the East Coast to explore the factors driving migration to these emerging hubs. Using location data to understand who is moving, and harnessing Niche’s Neighborhood Grades dataset to identify differences between origin and destination areas, the report seeks to shed light on recent domestic migration trends in the Eastern United States.
Read the full report here to discover the factors driving domestic migration to several popular relocation destinations on the East Coast.
For more data-driven consumer research, visit our library.

Last year was marked by inflation and consumer cutbacks as shoppers adjusted to price hikes across key retail and dining categories. But despite the challenges, many categories and retailers not only weathered the storm but positively thrived under the ongoing headwinds.
Now, with a new year offering fresh opportunities for growth, what are the retail and dining segments positioned for success in 2024? We dove into the data to find out.
Last year’s high grocery prices led to a surge in foot traffic to affordable supermarket chains – but food-away-from-home inflation also seems to have driven visits to high-end grocers. Visits to chains such as New York-based Uncle Giuseppe’s, Illinois-based Cermak Fresh Market, and California-based Lazy Acres saw consistent year-over-year (YoY) visit increases as consumers sought specialty ingredients to recreate restaurant-quality dishes at home. Rising interest in sustainability, natural products, and organic ingredients – especially among Gen-Z – likely helped drive traffic growth as well.
But the success of specialty grocers isn’t just coming from singles willing to splurge on the latest influencer-backed food trend – trade area demographic data reveals that families with children are overrepresented in the captured market trade area of all three specialty grocers analyzed. With restaurant prices likely increasing slightly in 2024, consumers looking to feed their families tasty dishes without breaking the bank – or shoppers feeding the growing demand for natural food products – will likely keep visits to specialty grocers high in the coming year.
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Along with the rise in specialty grocers selling natural and organic ingredients, restaurants focusing on whole, healthy foods are also seeing a boost – and the segment is positioned for further growth in 2024. Consumers are flocking to concepts such as Mendocino Farms, honeygrow, and Crisp & Green that boast fresh ingredients and made-from-scratch dishes – and these chains are all expanding to meet the growing demand.
Visits to healthy dining concepts are no longer reserved for special occasions – weekday foot traffic is also on the rise, with all three dining brands analyzed seeing a YoY rise in the share of Monday to Friday visits. With employees slowly but surely returning to the office and looking to grab a nutritious lunch mid-day or meet up with friends for a balanced dinner on their way home, demand for health-focused dining concepts is likely to continue growing in 2024.

Dave’s Hot Chicken was one of 2023’s biggest dining success stories, and the chain was not the only fried chicken franchise attracting significant foot traffic. Raising Cane’s, which has been on a roll for several years, and Huey Magoo’s Chicken Tenders – which serves grilled chicken and other fare alongside its signature fried tenders – are also taking the country by storm.
Foot traffic to the chains surged in 2023, driven in part by aggressive expansions. But zooming into November 2023 data reveals that average visits per venue are also up YoY, despite all three brands’ much larger store fleets – indicating that the fried chicken boom is meeting a ready demand. It seems, then, that while some diners will favor healthy foods in the new year, other consumers are likely to continue driving visits to fried chicken chains in 2024.
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Fried chicken isn’t the only indulgence positioned to thrive in 2024. Other affordable luxuries raked in visits last year and are likely to continue seeing growth in the year ahead.
Although inflation appears to be cooling, prices across many goods and services still remain elevated, with some shoppers still putting off large purchases. But consumers are willing to splurge on small treats that won’t break the bank, and tasty snacks and food items – from craft doughnuts to gourmet deli sandwiches to specialty coffee concoctions – could provide the perfect affordable and guilt-free pick-me-up. Parlor Doughnuts, Pickleman’s Gourmet Cafe, and Dutch Bros. Coffee are some of the chains that benefited from this trend in 2023 and will likely continue to grow in the new year.
The trade areas of the three chains analyzed all include a larger-than-average share of “non-family households” – people living with unrelated individuals. As high housing costs continue to lead more U.S. adults to live with roommates, the number of consumers looking to escape their daily grind with an affordable indulgence is likely to increase in 2024 – and drive even larger visit surges to chains offering budget-friendly treats.
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Non-comestible affordable indulgence such as tanning salons, hair-removal parlors, and eyelash salons are also seeing a rise in visits that will likely continue in the coming year. Deka Lash, Tan Republic, Glo Tanning, and LaserAway are some of the chains that saw their YoY visits increase significantly in 2023, and the growth does not appear to be slowing down.
All four chains’ trade areas included a larger share of Gen-Z visitors (aged 18-24) than the share of 18-24 year olds nationwide. And since, despite inflation, younger shoppers tend to spend more than the average American on beauty and self care – and Gen Z’s spending power is only expected to grow in the coming year – personal grooming chains are well positioned to succeed even further in 2024.
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Another personal care-adjacent segment slated for growth in 2024 is themed fitness. Gyms and studios that focus on a particular type of activity or fitness regimen – such as climbing, yoga, pilates, or HIIT are seeing their visits skyrocket, with both the number of monthly visits and the average visit frequency on the rise YoY.
The rising popularity of themed fitness concepts may be aided by the sense of community fostered by many of these chains. Touchstone Climbing organizes meetup groups geared towards specific audiences, while F45 Training prides itself on facilitating a sense of purpose and belonging among its members. And yoga and pilates classes have long been recognized for their capacity for connection-building.
With loneliness on the rise and many consumers looking to incorporate a fun, social element into their fitness routines, the demand for themed fitness concepts will likely keep on growing in 2024.
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Cost-effectiveness does not necessarily mean cheap. And while some retail segments to watch in 2024 stand out for their low price points, other segments that offer consumers a particularly strong value proposition also appear well positioned to thrive in the coming year. Chains such as Theory, Anthropologie, and Marine Layer all saw YoY increases in monthly visits every month of 2023, perhaps aided by the “quiet luxury” trend that drove demand for high-quality, non-ostentatious fashion. And while these brands may not offer the cheapest price, the focus on good craftsmanship and premium fabrics may help consumers feel better about shelling out a little more for each item.
All three brands analyzed have a significant presence in California. Diving into their captured market in the Golden State reveals that visitors to these upscale apparel retailers tend to be wealthier and are more likely to live alone when compared to the average California resident. So even as many companies look to cater to the increasing share of budget-conscious consumers, other retailers willing to invest in quality materials and offer a premium customer experience can still thrive in 2024 by meeting the needs of more affluent audiences.
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From healthy foods to fried fare, and from affordable treats to higher-priced apparel, the diversity of retail and dining segments to watch in 2024 highlights the many opportunities for success in the coming year. Where will visits skyrocket? Which brands will hit it out of the park?
Visit placer.ai/blog to find out.

This report leverages location intelligence data to analyze the auto dealership market in the United States. By looking at visit trends to branded showrooms, used car lots, and mixed inventory dealerships – and analyzing the types of visitors that visit each category – this white paper sheds light on the state of car dealership space in 2023.
Prior to the pandemic and throughout most of 2020, visits to both car brand and used-only dealerships followed relatively similar trends. But the two categories began to diverge in early 2021.
Visits to car brand dealerships briefly returned to pre-pandemic levels in mid-2021, but traffic fell consistently in the second half of the year as supply-chain issues drove consistent price increases. So despite the brief mid-year bump, 2021 ended with overall new car sales – as well as overall foot traffic to car brand dealerships – below 2019 levels. Visits continued falling in 2022 as low inventory and high prices hampered growth.
Meanwhile, although the price for used cars rose even more (the average price for a new and used car was up 12.1% and 27.1% YoY, respectively, in September 2021), used cars still remained, on average, more affordable than new ones. So with rising demand for alternatives to public transportation – and with new cars now beyond the reach of many consumers – the used car market took off and visits to used car dealerships skyrocketed for much of 2021 and into 2022. But in the second half of last year, as gas prices remained elevated – tacking an additional cost onto operating a vehicle – visits to used car dealerships began falling dramatically.
Now, the price of both used and new cars has finally begun falling slightly. Foot traffic data indicates that the price drops appear to be impacting the two markets differently. So far this year, sales and visits to dealerships of pre-owned vehicles have slowed, while new car sales grew – perhaps due to the more significant pent-up demand in the new car market. The ongoing inflation, which has had a stronger impact on lower-income households, may also be somewhat inhibiting used-car dealership visit growth. At the same time, foot traffic to used car dealerships did remain close to or slightly above 2019 levels for most of 2023, while visits to branded dealerships were significantly lower year-over-four-years.
The situation remains dynamic – with some reports of prices creeping back up – so the auto dealership landscape may well continue to shift going into 2024.
With car prices soaring, the demand for pre-owned vehicles has grown substantially. Analyzing the trade area composition of leading dealerships that sell used cars reveals the wide spectrum of consumers in this market.
Dealerships carrying a mixed inventory of both new and used vehicles seem to attract relatively high-income consumers. Using the STI: Popstats 2022 data set to analyze the trade areas of Penske Automotive, AutoNation, and Lithia Auto Stores – which all sell used and new cars – reveals that the HHI in the three dealerships’ trade areas is higher than the nationwide median. Differences did emerge within the trade areas of the mixed inventory car dealerships, but the range was relatively narrow – between $77.5K to $84.5K trade area median HHI.
Meanwhile, the dealerships selling exclusively used cars – DriveTime, Carvana, and CarMax – exhibited a much wider range of trade area median HHIs. CarMax, the largest used-only car dealership in the United States, had a yearly median HHI of $75.9K in its trade area – just slightly below the median HHI for mixed inventory dealerships Lithia Auto Stores and AutoNation and above the nationwide median of $69.5K. Carvana, a used car dealership that operates according to a Buy Online, Pick Up in Store (BOPIS) model, served an audience with a median HHI of $69.1K – more or less in-line with the nationwide median. And DriveTime’s trade areas have a median HHI of $57.6K – significantly below the nationwide median.
The variance in HHI among the audiences of the different used-only car dealerships may reflect the wide variety of offerings within the used-car market – from virtually new luxury vehicles to basic sedans with 150k+ miles on the odometer.
Visits to car brands nationwide between January and September 2023 dipped 0.9% YoY, although several outliers reveal the potential for success in the space even during times of economic headwinds.
Visits to Tesla’s dealerships have skyrocketed recently, perhaps thanks to the company’s frequent price cuts over the past year – between September 2022 and 2023, the average price for a new Tesla fell by 24.7%. And with the company’s network of Superchargers gearing up to serve non-Tesla Electric Vehicles (EVs), Tesla is finding room for growth beyond its already successful core EV manufacturing business and positioning itself for a strong 2024.
Japan-based Mazda used the pandemic as an opportunity to strengthen its standing among U.S. consumers, and the company is now reaping the fruits of its labor as visits rise YoY. Porsche, the winner of U.S New & World Report Best Luxury Car Brand for 2023, also outperformed the wider car dealership sector. Kia – owned in part by Hyundai – and Hyundai both saw their foot traffic increase YoY as well, thanks in part to the popularity of their SUV models.
Analyzing dealerships on a national level can help car manufacturers make macro-level decisions on marketing, product design, and brick-and-mortar fleet configurations. But diving deeper into the unique characteristics of each dealership’s trade area on a state level reveals differences that can serve brands looking to optimize their offerings for their local audience.
For example, analyzing the share of households with children in the trade areas of four car brand dealership chains in four different states reveals significant variation across the regional markets.
Nationwide, Tesla served a larger share of households with children than Kia, Ford, or Land Rover. But focusing on California shows that in the Golden State, Kia’s trade area population included the largest share of this segment than the other three brands, while Land Rover led this segment in Illinois. Meanwhile, Ford served the smallest share of households with children on a nationwide basis – but although the trend held in Illinois and Pennsylvania, California Ford dealerships served more households with children than either Tesla or Land Rover.
Leveraging location intelligence to analyze car dealerships adds a layer of consumer insights to industry provided sales numbers. Visit patterns and audience demographics reveal how foot traffic to used-car lots, mixed inventory dealerships, and manufacturers’ showrooms change over time and who visits these businesses on a national or regional level. These insights allow auto industry stakeholders to assess current demand, predict future trends, and keep a finger on the pulse of car-purchasing habits in the United States.
