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Starbucks, the largest coffee chain in the world, and Dutch Bros, one of the fastest growing in the country, are major players in the hot and cold beverage space. With Q3 2024 in the rearview mirror, we took a closer look at the visitation patterns to both chains to see how they are faring – and what might lie ahead for both brands.
Starbucks is one of the most dominant names in coffee across the world, with thousands of stores in the United States alone. Between July 2023 and July 2024, the chain added more than 500 stores to its domestic fleet, bringing its U.S. store count to 16,730. And though Starbucks has faced its share of challenges, these store additions helped keep overall traffic to the coffee leader on par with 2023 levels throughout the summer – though visits dipped somewhat in September as consumers went back to their routines.
But digging deeper into the visit data shows that even as Starbucks saw overall foot traffic growth stall in Q3, the number of short visits to the chain – i.e. those lasting less than 10 minutes – increased. In August and September 2024, the chain drew 8.5% and 4.7% more short visits, respectively, than in the same periods of 2023 – revealing how important these quick stops are for the chain.
In-app ordering, which together with drive-thru orders made up about 70% of sales at the chain as of January 2024, may be contributing to the short visit trend. Still, new CEO Brian Niccol is looking for ways to return the chain to its roots as the third place, and the chain may yet implement shifts to encourage longer visits in the coming months.

Dutch Bros has been one of the most impressive coffee chains to watch over the past few years. The Oregon-based chain has been on an expansion tear – opening more than 150 stores between Q2 2023 and Q2 2024 – and has seen the elevated monthly visits to match. Between June and September 2024, visits to Dutch Bros increased between 13.7% and 16.9%, highlighting the chain’s success at growing its audience.
But like at Starbucks, short visits outperformed longer ones at Dutch Bros – and by a lot. In September 2024, for example, overall visits to the chain grew by 13.7% – but visits lasting less than 10 minutes shot up by 26.6%.
The strength of these short visits, for both Starbucks and Dutch Bros, suggests a shift towards convenience, with both chains utilizing drive-thru services and in-app ordering to accommodate busy consumers.

Digging down deeper into the data shows that for both Starbucks and Dutch Bros, these all-important short visits follow a distinct weekly pattern.
While longer visits (≥10 minutes) to both chains peaked in Q3 2024 on Saturdays, shorter visits were more evenly distributed throughout the week, peaking on Fridays. Overall, 34.1% of long visits to Starbucks, and 37.8% of long visits to Dutch Bros, took place on the weekends in Q3 2024 – compared to 28.1% and and 28.7%, respectively, for shorter visits.
Unsurprisingly, customers may be more likely to grab a quick coffee to go during the work week. And with the return to office still underway, quick visits may be enjoying a boost fueled by commuters in need of a quick cubicle pick-me-up.

As Starbucks works to adapt to shifting consumer preferences, understanding when customers spend more time in-store can help the brand reconnect with its roots as a community hub. And Dutch Bros can continue to enhance the quick-service experience that has fueled its growth. How will the two chains continue to perform in what remains a competitive coffee environment?
Follow Placer.ai for the latest data-driven dining insights.

In recent years, Americans have gotten serious about fitness. Even as consumers tightened their purse strings, they found room in their budgets for the ultimate affordable indulgence: A (relatively) low-cost gym membership that, once paid, offers customers unlimited access to club facilities.
How did Planet Fitness, the nation’s largest value gym perform in Q3 2024? We dove into the data to find out.
Planet Fitness has been on a roll. In Q2 2024, the chain reported a 4.2% system-wide increase in same store sales and the addition of 18 new gyms to its fleet. (Though Planet Fitness operates clubs outside the U.S., the vast majority of its some 2600 locations are domestic).
Foot traffic data shows that the chain continued to thrive through Q3, with year-over-year (YoY) monthly visit upticks ranging from 4.1% to 11.6% – outperforming the wider industry. And while the value gym giant finally raised the price of its basic membership this summer for the first time in more than thirty years, the move does not seem to have dented Planet Fitness’ growth trajectory – though it’s still early days.

Planet Fitness takes pains to emphasize its commitment to being a “Judgement Free Zone” – and casual gym-goers make up a significant portion of its visitor base. In Q3 2024, 44.3% of visitors hit the club, on average, less than twice a month.
But Planet Fitness also has a significant – and growing – share of die-hard gym buffs who visit the club at least eight or ten times a month - i.e. at least twice a week. In Q3 2024, a full 16.8% of visitors to Planet Fitness came to the gym at least eight times a month on average – up from just 12.9% in 2019 and 15.3% in 2022. And 11.9% visited the chain ten or more times a month – up from 8.6% in 2019 and 10.6% in 2022.
Though casual visitors are also important for any fitness club’s bottom line, a strong and thriving community of highly committed members is an important foundation for future growth.

Gym visit frequency, however, varies throughout the United States. Analyzing the share of highly committed visitors to Planet Fitness reveals significant differences between states.
New Mexico led the pack in Q3 with 13.9% of visitors frequenting the gym, on average, at least ten times a month – followed by Rhode Island (13.1%) and California (12.7%). On the other end of the spectrum lay Montana, where just 6.0% of club goers were highly committed visitors in Q3, followed by Iowa (7.7%) and Vermont (8.0%).
This data highlights how gym engagement can be influenced by regional factors such as lifestyle, climate, and access to alternative fitness options – suggesting that Planet Fitness and similar chains may benefit from tailoring their marketing and membership strategies to local trends and preferences.

The holiday season isn’t a particularly busy one for gyms – which usually see traffic begin to slow down in September before picking up again in the new year. But if Planet Fitness’ solid September 2024 performance is any indication, the chain may be in for a busier fourth quarter this year than last. Will Planet Fitness continue to deliver as the year draws to a close?
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.

In a market ruled by value and convenience, traditional full-service restaurants (FSRs) have faced an uphill slog. But even in 2024, some FSRs are flourishing. We dove into the data to explore factors driving success at three very different full-service chains: First Watch, Chili’s Grill & Bar, and Outback Steakhouse.
First Watch first burst onto the scene in 1983 with a single restaurant in California – and now boasts some 544 locations across 29 states. With offerings ranging from Superfood Kale Salads to more traditional pancakes and bacon and eggs, First Watch has emerged as a prime destination for diners seeking to enjoy a leisurely breakfast with family and friends.
And foot traffic data shows that First Watch, still firmly in expansion mode, is continuing to grow its audience. Between June and September 2024, First Watch saw consistent year-over-year (YoY) visit growth, outperforming both the full-service restaurant category and other diners & breakfast spots.

One factor that may be helping to propel First Watch’s success is the relative affluence of its customer base. Analyzing the income breakdown of First Watch’s trade area shows that in Q3 2024, nearly ten percent (9.7%) of households in the chain’s captured market earned $200K+ per year, compared with 6.5% for diners & breakfast chains and 6.9% for the wider FSR space. On the flip side, only 43.9% of households in First Watch’s captured market had annual incomes below $75K, compared to just over 50.0% for both analyzed segments.
Amidst concerns surrounding food inflation, rising labor costs, and discretionary spending cutbacks, First Watch’s wealthier customer base may be helping to shield it from some of the value pressures that have weighed on other restaurants – contributing to its resilience.

Another FSR that has been experiencing outsized visit growth this year – at least since April – is Chili’s Grill & Bar. Following a tepid start to the year, Chili’s launched its much-vaunted Big Smasher Burger on April 29th, 2024, and hasn’t looked back since.
The new offering, added to Chili’s 3 For Me value menu, presented a full-service value challenge to QSR favorites like the Big Mac. And in Q2 2023, the item helped drive a 14.8% increase in same-store sales.
Since the big launch, weekly YoY visits to Chili’s have been consistently elevated – kept aloft with the help of viral hype around Chili’s long standing Triple Dipper offering, as well as the new secret Nashville Hot Mozz offering that became so popular it spawned a halloween costume.
Unlike First Watch, Chili’s has found success by embracing its role as a value chain. The median household income (HHI) of Chili’s captured market in Q3 2024 was $73.1K – below the nationwide median of $76.1K, and on par with that of the wider FSR space ($73.7K – By way of comparison, the median HHI of First Watch’s captured market was $85.6K in Q3).
And a closer look at the demographic make-up of Chili’s captured market shows just how broad the appeal of the chain is. In Q3 2024, Chili’s visitor base was over-represented for a wide range of segments across age and income groups – from “Wealthy Suburban Families” to “Young Urban Singles”, “Suburban Boomers’, and residents of “Blue Collar Suburbs”. By delivering high-quality meals at affordable prices, Chili’s has solidified its place as an everyman’s chain, offering value comparable to that of quick-service restaurants.

Aussie-themed Outback Steakhouse – Bloomin’ Brands’ biggest chain – is another full-service restaurant that is successfully weathering the storm. Like other FSRs, Outback has faced its fair share of challenges over the past few years, with rising costs and spending cutbacks taking a toll on the chain’s performance. But in Q3 2024, the average number of visits to each Outback Steakhouse location increased 0.5% YoY, even as overall traffic to the chain fell 1.7% in the wake of strategic rightsizing moves that included the shuttering of a number of underperforming locations. By contrast, the average number of visits per location in the wider FSR space dropped 1.2%, while overall foot traffic to the segment fell 2.1%. Outback Steakhouse’s ability to sustain a YoY visit-per-location uptick in Q3, even if a minor one, shows that its rightsizing efforts are paying off.
And drilling down deeper into regional data for the chain shows that in some areas of the country, Outback Steakhouse is positively thriving. In California, Outback’s third-largest market in terms of store count, the chain saw a YoY visit increase of 5.3% – significantly higher than the statewide FSR average of 1.1%. In Washington and Oregon, Outback Steakhouse experienced even more substantial visit increases – 9.0% and 9.6%, respectively – even as full-service restaurants generally languished. And in all three states, the number of Outback Steakhouse locations has remained basically unchanged over the past year, meaning that these increases reflect the growing draw of the chain’s existing venues.

First Watch, Chili’s Grill & Bar, and Outback Steakhouse are very different full-service chains – but each of them is thriving in its own way. How will the three brands fare as the holiday season picks up steam?
Follow Placer.ai’s data-driven dining 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.

Quick-service restaurants (QSRs) have faced headwinds in 2024, from higher costs to increased competition. But some brands are weathering the storm particularly well. We dove into the data to check in with two of the nation’s most prominent restaurant companies – Restaurant Brands International (RBI) and Yum! Brands – to see how their biggest chains, Burger King (RBI) and Taco Bell (Yum!), performed in Q3 2024.
Burger King, RBI’s largest restaurant chain, has been the focus of a major modernization effort, dubbed the “Royal Reset”, that includes a series of restaurant remodels and equipment and technology upgrades. Burger King has also been rightsizing – closing underperforming restaurants to shore up the chain’s overall strategic positioning.
And foot traffic data shows that these initiatives are paying off. In Q3 2024, overall visits to Burger King dipped 1.7% YoY – but the average number of visits to each Burger King location increased slightly (0.4%). This per-location uptick may have been fueled, in part, by the chain’s summer “$5 Your Way” value meal special, which kept YoY visits elevated through July. And some major markets – including Texas, Illinois, Washington, and Connecticut – performed even better, with average visit-per-location growth ranging from 1.5% - 5.1% YoY.

Taco Bell is Yum! Brands’ largest chain – accounting for over 70.0% of visits to the company’s U.S. restaurants in Q3 2024. And the Tex-Mex leader is another QSR that is standing strong in 2024. Throughout the summer, Taco Bell experienced YoY visit growth ranging from 1.2% to 2.2% – and though the chain saw a minor 1.9% YoY dip in September, this may be due to the month having one fewer Friday than the equivalent period of 2023. (Friday is Taco Bell’s busiest day of the week). Even accounting for this dip, visits to Taco Bell were up 0.6% YoY overall in Q3 2024.
One factor that has likely helped Taco Bell weather recent QSR storms has been its strength in executing special promotions. In July, the Tex-Mex leader attracted big crowds with a limited-time offer commemorating the 20th anniversary of the chain’s popular Baja Blast beverage. And in October 2024, the restaurant marked National Taco Day (Tuesday, October 1st) with ten hours of $1 tacos – fueling a substantial traffic spike: On the big day, visits rose 14.7% above the chain’s daily year-to-date (YTD) average, and 18.4% above the chain’s Tuesday YTD average.

Burger King and Taco Bell found success in Q3 2024 through limited-time promotions – and in the case of the former, a strategic focus on rightsizing while updating existing stores. How will RBI and Yum!’s biggest brands perform in Q4?
Follow Placer.ai’s data-driven restaurant 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.

Starbucks’ preliminary fiscal Q4 2024 (July-September 2024) results--including a 10% decline in comparable transactions in its North America segment--reinforce that the company has "drifted from its core", as new Starbucks CEO Brian Niccol discussed following the release. The results also come at a time when other coffee and beverage chains are seeing year-over-year visit increases, reinforcing that new product innovations aren't connecting with consumers–management explained that “accelerated investments in an expanded range of product offerings coupled with more frequent in-app promotions and integrated marketing to entice frequency across the customer base did not improve customer behaviors.” (The difference between our visit per location figure and Starbucks’ reported number is likely due to lower coverage of urban stores in our platform).

As we wrote when Niccol assumed the CEO role in August, Starbucks’ transformation won’t happen overnight, but the data behind Niccol’s early strategies at Chipotle still hints at a successful turnaround. Niccol's plan to improve the Starbucks customer experience, remove bottlenecks and operational complexities (including a more streamlined menu), and refine Mobile Order and Pay is a sound strategy, but it will take time to implement. Positively, we believe that Starbucks has a strong foundation to work from. Below, we show the monthly visitor per location trend line since the beginning of 2022. While declines in visit frequency is something the company will work to address with its current initiatives, the number of visitors coming into each location generally remains strong (down only 2%-3% per month on average thus far in 2024). Assuming the company can execute Niccol’s plan to reduce bottlenecks and operation complexities, Starbucks’ wide visitor reach should drive improved engagement and visit frequency.

As we also pointed out a few months ago, we believe that Starbucks’ success in smaller underpenetrated markets have been somewhat overlooked. We analyzed Starbucks’ unit expansion opportunities in detail in September 2022, and we’ve seen progress on this initiative since then. Starbucks’ recent store development effects have been focused on “Tier 2 and Tier 3 cities where we see population growth and forecast both underserved demand and high incrementality.” We’ve revisited our visit per location data for Starbucks’ Top 25 designated market areas (DMAs) versus non-Top 25 DMAs over the last 12 full months below, and similar to our last update, Starbucks is seeing higher visits per location in its non-Top 25 markets. Many of these non-Top 25 DMA stores have been opened in the past 12-18 months, which suggests improved metrics as operational complexities are reduced and these locations enter the same-store sales base.


Photo Image Credit: Orange County Register
We know there’s appetite for Six Flags Fright Fest, Universal Studios Halloween Horror Nights, Knotts’ Scary Farm, and Halloween Screams at Walt Disney World, but one innovative car wash takes you to another level, inviting you to go on a “nightmarish journey that turns an ordinary car wash into a realm of terror.” Big Wave Car Wash in Anaheim is one of the locations, and it’s immediately clear that this spooky spectacular is a hit. Compared to another local car wash competitor, we see that the addition of the scary performers nearly triples Big Wave’s traffic, especially Thursday-Sunday with the October kickoff.


We compared the Spatial.ai PersonaLive segments for Big Wave and Drive Thru Express Car Wash from January-September 2024 vs from October 1-19, 2024. In the month of October alone, we saw over 4x more visits from Near-Urban Diverse families and from Melting Pot Families to the haunted carwash compared to the entire rest of the year. Among Young Urban Singles, there was a 2.5x multiplier for just the three weeks in October compared to January-September. And while Ultra Wealthy Families normally only make up 1% of the visits, during this spooky spectacular, they accounted for 5%. Now you know where to go when junior is bored–head for the haunted car wash!


No surprise, the trade area drawn during the month of October is significantly larger as people come from a total trade area of 53 sq miles during this event (October 1-19, 2024 in red), compared to 12 sq miles the rest of the year (January-September 2024 in blue).


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.
