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It’s been an eventful week for the QSR Burger category, with much of the focus on this week’s quarterly updates focusing on events that took place after Q3 2024 ended. Let’s start with McDonald’s, where an E.Coli outbreak overshadowed what was largely a positive quarter of visitation gains, where the chain had reversed the visitation declines that it saw during the driven year-over-year visitation increases through its $5 Meal Deal and Collector’s Edition promotion (below).

According to the company, the $5 Meal Deal “continued drawing customers back into our restaurants throughout the quarter, maintaining an average check north of $10 and being profitable for our franchisees.” Importantly, McDonald’s management also called out that the $5 Meal Deal is gaining traction among low-income consumers and that it “successfully [grew] traffic share with this group for the first time in over a year.” Our data indicates this as well. Over the past several months, we’ve looked at McDonald’s cross visitation trends with Aldi as a barometer of its traction with lower-income consumers. The percentage of McDonald’s visitors that also visited an Aldi had been steadily increasing through Q2 2024, but we did see a reversal of this trend in Q3 2024, suggesting that more consumers are finding value at the chain. The company remains committed to having the $5 Meal Deal on its menus until December as it works towards “sustainable guest count-led growth.”

McDonald’s E. Coli outbreak did have a negative impact on visitation trends, but these trends may be short-lived. Our data indicated a 6.5% decline in year-over-year visits nationwide on Wednesday, Oct. 25 (the day after the E. Coli outbreak investigation was announced), 10%-11% declines from Oct. 26-Oct. 28, and 7%-8% declines from Oct 29-30. It’s natural to compare this situation to Chipotle’s E. Coli outbreak in 2015, where visitation trends were severely impacted for many months. However, there are meaningful differences between McDonald’s and Chipotle’s cases. First, McDonald’s was quickly able to identify and communicate the source of the outbreak–slivered onions from a Colorado Springs facility at supplier Taylor Farms, which were immediately removed from the company’s supply chain–while also ruling out its beef patties as a source, which has helped to keep the outbreak relatively contained. Second, in addition to an E. Coli outbreak, Chipotle also faced a norovirus outbreak, calling into question the safety of the chain’s entire supply chain. These differences help to explain why we may already be seeing visitation declines inflect at McDonald’s.

McDonald’s Collector’s Edition was not the only nostalgia-driven promotion driving visits in recent weeks, as Wendy’s Krabby Patty Burger and Pineapple Under the Sea Frosty celebrating SpongeBob's 25th anniversary drove a meaningful lift in visits (below). In fact, this might be the most successful limited-time-offer promotion that we’ve seen across the QSR sector since McDonald’s Adult Happy Meal in October 2022. Importantly, this promotion innovated on existing core menu items without adding complexity. Given the strong visitation lift, we expect more nostalgia-themed promotions in the year ahead.


Affecting everything from merchandise sales to local bars to entire neighborhoods, the economic effect of the Los Angeles Dodgers’ road to the World Series cannot be disputed.
After a comeback from 5-0 to win 7-6 against the New York Yankees, the Dodgers kept everyone on the edge of their seats. With history made by Freddie Freeman’s walk-off grand slam to win Game 1, fans will have moments seared in their memories for decades to come. Dodgers fans are willing to shell out big to celebrate their champions. Fanatics reported that after winning Wednesday night, “the Dodgers set a Fanatics sales record for first-hour sales of a team's merchandise, across any sport, after claiming a championship.” The top five players for merchandise sales were Ohtani, Freeman, Betts, Yamamoto, and Kershaw.
Local bars in various parts of L.A. that featured Dodgers games saw an uptick in year-over-year traffic most weeks, particularly in recent weeks leading up to the National League Championship and the World Series. Spontaneous parades erupted in locations such as Whittier Blvd in East L.A., in Downtown L.A., and near Dodger Stadium in Elysian Park.

We’ve previously written about the Shohei Effect on hotels like the Miyako that features the mural “LA Rising” by Robert Vargas, but now after a World Series championship, the Boys in Blue are set to go even higher into the stratosphere of fandom. We looked at the foot traffic to Dodger Stadium and to Little Tokyo, and no surprise there’s definitely an uptick to the latter on game days, especially on Saturdays. Vargas is currently working on a mural of the late Fernando Valenzuela in Boyle Heights, and Angelenos will likely be flocking in droves to come see “Fernandomania Forever” when it is unveiled.
One interesting finding is that visitation was actually higher during some of the regular season games than for the World Series Games 1 and 2 that took place in LA. One reason may be the sky high prices. Per reseller Ticket IQ, “the average price for a World Series ticket on the secondary market was $3,887, the second most expensive average since it started tracking data in 2010.” For some fans, it was a dream of a lifetime, one that some were willing to “sell a kidney” to attend.


As we enter November, the holiday season is already in full swing across the country. We’re likely to see the consumer’s embrace of seasonal decorations soon, just as we saw in the fall season. The retail industry has already lived through one major promotional event in October, and it’s time to take the temperature on physical retail foot traffic as we head into the busiest part of the season.
One thing that jumped out upon initial review was the foot traffic from department stores, excluding off-price retail. Looking at the four full weeks of October 2024, traffic to full line department stores was flat to last year, compared to the same period last year when traffic was down 8% to 2022 in October (store counts are about even to last year). Visits to luxury department stores show a similar story; traffic in 2023 was down 9% in October and trended down 2% this year. Coming from a sector of retail that has been challenged for years, this slight improvement is worthy of celebration.

Just how important is October’s contribution to holiday shopping visits? For full line department stores, October accounted for 22% of total holiday season visits in both 2022 and 2023; October traffic for luxury department stores was 24% of total holiday traffic in 2022 and 23% in 2023. That means that there’s still almost ¾ of total visitation still left for retailers to capture over the next two months. However, with traffic trending better in 2024 than in 2023 for department stores overall, this year might actually be a proof point for pull forward holiday demand.

Looking at visitation by retailers within the two sectors, Dillard’s, unsurprisingly led the charge for full line department stores in visitation growth. JCPenney also saw a lot of trend improvement compared to last year, as did Macy’s in the back half of the month. The only major retailer that has underperformed 2023 in October was Kohl’s. Through the lens of luxury department stores, Bloomingdale’s and Nordstrom grew traffic in the low to mid-single digits in October, with Neiman Marcus only down slightly to 2023 levels.

Another interesting insight Placer’s data uncovered; department stores are more of a destination for consumers this year. Looking at Macy’s cross-visitation specifically in October, the percent of visitors to Macy’s that traveled home after visiting was almost 50 basis points higher than in 2023. Our data also showed a lower percentage of cross visitation between Macy’s and other department stores this year compared to last October. Department stores may be doing a better job of capturing consumers' attention and better aligning themselves with the needs of their shoppers. This is in contrast of what we're seeing in essential retail categories such as grocery stores and superstores, where consumers are willing to cross shop multiple retailers; this underscores just how different consumer behavior is by category.

What does this signal about the remainder of the “true” holiday season? It’s hard to tell as we stand today, but the trend improvement across department stores this year gives us some optimism about consumers flocking to physical stores this year. But, it’s important to give consumers a reason to visit as many times as possible, especially as retail fatigue sets in from shopping earlier in the season. Value is still going to be the top driver of visitation this year, but unique products, services and experiences are still important to capturing the joy of the season.

If you’ve ever wished you could root for your alma mater from afar, attend a World Series, or blast into space, Cosm may have the solution. This immersive technology company combines state-of-the art stadium experiences with dining and bar service. Think a smaller version of the Sphere, a larger version of an IMAX theater, with the simulation of being at an actual stadium all while enjoying the comforts of a booth with food brought to you.
For fans of large screen immersive experiences, this venue allows you to be enveloped by the aquatic performers of Cirque du Soleil's “O”, feel like you’re on the 50-yard line for the Ohio State versus Penn State football game, or be a pioneering astronaut seeing the earth from space in “Orbital.”
Since it opened at the end of June this year, popular showings have included “Seek,” which takes you on a journey through the cosmos, as well as sports favorites like the New York Jets versus Pittsburgh Steelers game. Game 2 of the World Series had a sell-out crowd as those who chose not to buy tickets for thousands of dollars still had the joy of celebrating in an arena venue with hundreds of other fans, with the feeling of being behind the dugout.

The Los Angeles Times describes Cosm as “part planetarium, part mini-Sphere,” so instead of needing to travel to Griffith Observatory or Las Vegas, one can just jet down the 405 to Inglewood to have a similar experience. So, who’s visiting Cosm? Roughly 3 in 10 (29%) have a hold income (HHI) of $50K-$99.9K. Nearly 1 in 5 (19%) have a HHI of $25K-$49.9K. These two household income segments over index compared to the CA household incomes (shown in gray).

In terms of demographics, per Spatial.ai PersonaLive, Near-Urban Diverse Families, Educated Urbanites, and Melting Pot Families make up the top 3 segments.


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.

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.
