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It’s been quite a year for coffee and beverage chains. Heading into the year, we thought the category would see strong visitation trends due to store expansion, return-to-work, menu innovation, migration, and new approaches to promotional strategies. By and large, that has played out, with mid-single-digit visitation growth on a year-over-year basis (excluding January, which was negatively impacted by inclement weather across much of the country, and April, which was impacted by a calendar shift that resulted in four weekends this year versus five in the year-ago period).

Of course, the category has been much more nuanced. Category-leader Starbucks has seen visits moderate, which played a part in one of the more notable leadership changes in the restaurant industry history. However, as we’ve discussed over the past several years, the shift to drive-thru focused coffee and beverage chains has accounted for much of the growth. Below, we’ve presented visits per location for eight of the leading coffee and beverage chains. Drive-thru chains like Dutch Bros., Scooter’s Coffee, 7 Brew Coffee, and Biggby Coffee all remain well above their pre-pandemic visit per location trends, even as they continue to aggressively expand unit openings. On the other hand, traditional players like Starbucks, Dunkin’, Tim Hortons, and Caribou Coffee have all seen visit per location declines the past several years.

The success of these emergent competitors will likely result in further changes across Starbucks and other legacy coffee chains. New Starbucks CEO Brian Niccol has already made it clear that, going forward, Starbucks stores will have “a clear distinction between “to-go” and “for-here” service”, and we suspect other chains will follow suit.

For fashion-focused consumers, there’s never been more choices available to shop. While luxury brands and retailers are still viewed as the trend setters, there are many brands in the mid-tier luxury market gaining traction. At a time when perceived value is paramount to shopper decision-making, brands that provide a great experience and on-trend styles that won’t break a budget are winning visits.
Product knowledge, recommendations and styling tips can all be accessed in the digital and social world, which gives smaller brands a fighting chance at connecting with shoppers who may not have stores located near them. Those brands whose social presence also coincides with a physical shopping experience, they’re able to build a cult-like following.
Accessories is a market that’s even further fragmented when it comes to the number of consumer choices, specifically in areas like handbags. Brands that have found their niche in the mid-tier market, like Clare V. and Stoney Clover Lane, have been able to hedge against the headwinds facing most discretionary brands. Although each brand has a handful of locations in comparison to accessory behemoths, their unique selection, brand storytelling and ability to assimilate to local environments have helped them to garner quite the following.
In comparing both brands to other apparel and accessories sectors, they have outperformed the other areas handily throughout 2024. Certainly fashion is very cyclical; one day, a brand is hot, and within a few weeks the craze might be over. However, both of these brands have been around since before the pandemic and continued to climb.

Looking further into Stoney Clover Lane, the brand is known for its colorful nylon pouches, purses and luggage that consumers can customize with a broad assortment of patches. The brand has also had licensing partnerships with brands such as American Girl and Disney.
Its physical retail presence combines experiences and an expansive assortment where consumers can customize their bags in store with patches and also attend local events. The brand has the highest percentage of weekend visits compared to the competitive set, and it’s clear that it’s a destination retailer for visitors.

Stoney Clover Lane’s Nashville outpost, located in the popular 12 South neighborhood, offers the product customization as well as a performance stage to infuse some of the local culture into the store. Looking at the visitor journey for this location, there is a high level of cross visitation to hotels and restaurants, indicating that this store may serve as a destination for out-of-town travelers who want to shop the location. Placer’s Trade Area feature corroborates this, as there is a high concentration of visits from other Southern cities including Atlanta, Birmingham, Dallas and Miami.

Clare V. blends the iconic styles of Los Angeles and Paris into an accessories brand that feels inherently cool. Its retail locations feel like an art museum blended with your best friend’s closet and each store location incorporates the local feel of the neighborhood it inhabits, including iconic locations like the Brentwood Country Mart in Los Angeles.
Clare V.’s Chicago shop draws a more local crowd, with a high level of cross-vistation to and from home as well as transportation services. Other neighborhood shops, restaurants and venues like Wrigley Field also have high levels of cross-visitation for visitors to Clare V.. By entrenching itself into the local look and feel of the neighborhoods it occupies, this national brand still feels like a well kept secret for those passing by. In comparing the trade area of the Chicago location in 2024 and 2023, the brand has been able to expand its reach further in Western Chicago Suburbs this year.


It’s been about a month since Labor Day, so let’s take a look and see how return-to-office (RTO) has been faring year-to-date. A majority of states saw fairly sizable bumps in year-over-year office traffic at the beginning of the year. The return in the state of Washington was particularly pronounced in the first four months of the year, with a 40% increase in January 2024 compared to January 2023.

Texas saw a bit of a decrease in May, June, and August. Overall, Houston and Dallas account for more of the office visits, followed by Austin.

Houston drove a decrease in office visits in the months of May, June, and August, while office visits were largely flat in September, with the exception of Austin, which showed a decline compared to the prior year.

There are multiple reasons potentially driving some of the decreases in Houston. The devastation of Hurricane Harvey in 2017 resulted in a long recovery. Many large companies along the I-10 chose to reduce their office footprint. However, per Avison Young, vacancy rates are lower at trophy assets.

Interestingly, those commuting 10-25 miles away have a lower RTO rate than those living 0-5 miles away, 5-10 miles away, or 25+ miles away. The first two make sense as we generally see higher RTO rates among those living within a closer commuting distance.

Dallas sees a similar pattern, though those who live within 5 miles have returned to office at a considerably higher rate at 85% than those farther afield.

One of the more intriguing patterns we are seeing is in Austin, Texas. Here, the RTO rate is actually higher the longer the commute. This seems rather counterintuitive, as in most locations, highest RTO rates are found the closer one lives to the office. New York is more typical, as we see that people are more likely to come into the office the closer they live.


Austin may, in fact, be a victim of its own success. Per Placer’s Migration Dashboard, its population has skyrocketed in the past few years. With more demand comes higher prices, and as a result, people are forced to move farther out in their quest for homes or more land. On the other hand, Austin traffic is not nearly as bad as some major cities like Los Angeles or New York, so living 25+ miles may not be as daunting a prospect when it comes to commuting.

Another huge factor? The move from California to Austin, Texas for Tesla's HQ means that it is now Austin’s largest employer, surpassing H-E-B, and Tesla CEO Elon Musk has made it clear that he expects his employees to fully return to office. Both visits and visitors to Giga, Texas have exploded.


With Q4 2024 just underway, retailers are already gearing up for the all-important holiday season. A condensed shopping window – just 27 days between Thanksgiving and Christmas this year – is prompting many to launch early deals and promotions. And though consumers remain cautious, shoppers are expected to spend more this year than they did in 2023.
But what can recent visitation trends tell us about how this year’s holiday season will really play out? We dove into visit data for various retail categories and chains to try and predict what’s in store for the all-important fourth quarter of 2024.
A look at the overall state of brick-and-mortar retail this year offers a glimpse into what we can expect this holiday season.
Since January 2024, monthly retail foot traffic has generally been on an upswing, with YoY visits up most months since January 2024 – and foot traffic higher than in 2022 or 2019 (pre-pandemic). This steady rise in retail visits signals strong consumer engagement in 2024, setting the stage for what may turn out to be a robust Q4.

Holiday promotions are kicking off early this year, offering customers more time to take advantage of deals and helping retailers navigate supply chain and logistics challenges. And though early sales are nothing new, 2024’s shorter holiday shopping season may suffuse them with more significance than ever.
In 2023, Thanksgiving fell on November 23rd, leaving consumers with 32 days in which to do their holiday shopping. But this year, the holiday will be on November 28th, shortening the period between Thanksgiving and Christmas by five days. To make up for lost time, retailers and consumers alike may embrace an early shopping frenzy, potentially detracting from the power of milestones like Black Friday, Super Saturday, and Christmas Eve Eve.
But a look at consumer behavior during special calendar days this year suggests that traditional retail milestones still very much resonate with customers. On Mother’s Day, Memorial Day, and Labor Day, key industries saw YoY visit boosts, though the magnitude of the increases varied across categories.
On Mother’s Day, for example, the beauty and wellness sector saw a 3.2% YoY increase in visits – highlighting the category’s enduring popularity for grateful offspring seeking to give mom a special gift. But on Memorial Day, department stores had their time in the sun, overshadowing other segments with a 7.2% YoY visit boost.
Overall, these occasions proved particularly effective at driving consumer engagement this year. So whether by targeting big days like Black Friday or planning extended holiday campaigns, the 2024 holiday season gives retailers a great chance to benefit from consumer excitement.

While all retail categories participate in the holiday season's flurry of sales, promotions, and limited-time offers, a select few shine especially bright during this period. These segments’ strong performance can often make up for quieter stretches earlier in the year.
Department stores are prime examples of holiday season winners. An analysis of weekly visits throughout 2023 shows that department stores experience one of the most impressive visits spikes of the holiday season. In the week leading up to Christmas, visits to department stores surged 113.4% compared to a 2023 weekly average – highlighting the segment’s success at positioning itself as a go-to destination for holiday shopping.
Another standout during the holiday season is the hobbies, gifts, and crafts category. Unlike department stores, this category sees a more evenly-distributed rise in foot traffic across Q4, with peaks leading up to Halloween, Thanksgiving, and Christmas. This pattern reflects the popularity of holiday-related decorations and gifts, which drive increased visits during these festive periods.
These two powerhouse categories – department stores and hobbies, gifts, and crafts – are poised to dominate the 2024 holiday season, just as they did last year. And with consumer spending expected to rise and foot traffic showing no signs of slowing, both categories have significant potential for even greater success this year.

The upcoming holiday season looks on track to be a big one. Despite the shorter shopping window, retailers are taking steps to maximize shopping opportunities with early promotions. And against the backdrop of this year’s robust consumer engagement – especially around milestones – Q4 is shaping up to be a festive season indeed.
Will retailers rise to the challenge? Follow Placer.ai to see how this holiday season unfolds.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Grocery stores have been on an upward foot traffic trajectory as of late, and Trader Joe’s – with its cult-like following – is often near the top of the pack.
We dove into the location analytics for the chain, exploring its nationwide performance and visitor trends in its home state of California, to uncover what’s behind the grocer’s ongoing success.
Despite positive signs that food-at-home inflation is stabilizing, many consumers are still feeling the pinch of high grocery costs. And with the help of its wide range of premium-quality, private-label products, Trader Joe’s offers an upscale experience at prices that are attractive to value-conscious grocery shoppers.
Perhaps bolstered in part by several new locations, Trader Joe’s year-over-year (YoY) visit growth has outperformed the wider grocery category every month of 2024 so far. And the chain appears to be doubling down on its expansion strategy, with two dozen new stores planned through the end of 2024.
By continuing to meet consumer demand for value and quality, and through the ongoing expansion of its fleet, Trader Joe’s is likely to sustain foot traffic growth in the near future.

In addition to competitive pricing and a growing real estate footprint, examining visitor dynamics in California – Trader Joe’s largest market by far – suggests that the chain may be driving success by becoming more shoppers’ principal grocery destination.
Between January and August 2024, California Trader Joe’s experienced YoY visit growth ranging from 3.2% to 11.1% – while YoY foot traffic to the wider grocery segment ranged from -2.7% to 4.6%. And over the same period, the share of Trader Joe’s visitors that also frequented other leading California grocery chains decreased significantly – indicating that TJ’s is making inroads with some of its toughest competition in the state.
Between January and August 2023, for example, 50.1% of visitors to a California Trader Joe’s also visited Ralphs – a share that dropped to 47.1% during the equivalent period of 2024. Similar patterns could be observed for VONS, Sprouts Farmers Market, and even California’s grocery visit leader, Safeway.
This suggests that a growing percentage of Trader Joe’s shoppers may be relying on the chain for more of their essentials – rather than visiting TJ’s in addition to a traditional grocery store.

Diving deeper into the demographic characteristics of visitors to California Trader Joe’s provides further insight into the consumers driving the chain’s statewide YoY visit gains. Analyzing California TJ’s trade areas with data from STI: PopStats reveals that Trader Joe’s drives an outsized share of visits from singles – living on their own or with roommates.
Between January and August 2024, 26.5% of residents in Trader Joe’s California captured market lived in one-person households – compared to a statewide average of 22.9%. Meanwhile, 10.0% of the trade area residents were from non-family households – well above the state average of 8.0%.
This could be partially due to Trader Joe’s ongoing investment in college town locations, as well as its fail-safe frozen food selection – a winner with novice cooks pressed for time or space for meal-prep. Plus, Trader Joe’s boasts cheerfully-themed, seasonal products that change every few months, which may be particularly likely to resonate with college students that follow seasonal rhythms of their own.

Trader Joe’s continues to shine in the grocery space in part due to ongoing consumer demand for value and the chain’s expansion. And in California, a loyal and disproportionately single audience is a significant driver of foot traffic.
For updates and more grocery foot traffic insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Bowlero Corporation operates more than 350 bowling alleys nationwide, under a portfolio of brands that includes Bowlero and AMF – the company’s two largest chains. How have the bowling alleys performed this year?
We dove into the data to find out.
A look at year-over-year (YoY) visitation trends shows that after a January weather-induced slump and a lackluster three months between February and April 2024, YoY visits to both Bowlero and AMF Bowling Centers picked up major steam. Beginning in May, the two chains saw consistent monthly YoY visit growth ranging from 8.4% to 21.9%.
Fleet expansions undoubtedly contributed to the chains’ summer traffic jumps – but the visit increases were likely also driven by the reintroduction of Bowlero’s popular summer season pass – redeemable across the company’s portfolio of brands – which entitles customers to two free games daily at a center of their choosing. (A premium version can be used at any of the company’s locations.) The pass, which was valid from May 24th to September 2nd, proved to be such a runaway success this year that the company decided to launch a similar promotion for fall. This year’s record-breaking heat may have also contributed to the bowling alleys’ visit boosts – as consumers sought to cool down with indoor activities.

Bowlero and AMF are owned by the same company, but customers seem to interact with each brand slightly differently. Between January and August 2024, AMF attracted a higher share of frequent visitors than Bowlero – perhaps indicating the brand’s positioning as a destination for more serious bowlers and league participants.
On average, 21.4% of AMF’s visitors frequented the chain at least twice a month during the analyzed period – and 8.4% visited at least four times a month. Meanwhile, Bowlero, which touts itself as a “bowling/dining/nightlife experience,” drew smaller shares of frequent visitors – though 16.5% of Bowlero visitors turned out 2+ times a month on average during the analyzed period, and 5.7% visited at least four times a month.

Bowlero, which attracts more casual bowlers than AMF, is also a destination for families. Between January and August 2024, Bowlero’s captured market featured a higher-than-average share of households with children – 28.5%, compared to 26.5% for AMF and a nationwide baseline of 26.9%.
AMF, for its part, was more popular among singles: During the analyzed period, 28.6% of its captured market was made up of one-person households – more than both the nationwide baseline and that of Bowlero (26.7%).

Still, though Bowlero and AMF attract somewhat different audiences, drilling down further into the psychographic segmentation of their captured markets shows that bowling really is an all-American favorite pastime.
During the analyzed period, Bowlero’s was more likely to attract “Young Professionals” and “Near-Urban Diverse Families” – middle-class families living in and around cities – while AMF was more likely to attract upper-middle class, suburban families (“Upper-Suburban Diverse Families”) and households from “Blue Collar Suburbs”. But despite these differences, both chains attracted consumers from a variety of communities, highlighting their broad appeal.

Will consumers continue frequenting bowling alleys as the weather cools down – and will Bowlero’s autumn season pass be as successful as its summer one?
Follow Placer.ai’s data-driven analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

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.
