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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).


Over the past two weeks, the home industry has been abuzz with news from the remnants of Bed Bath & Beyond. A retailer that stood as the leader among specialty players continues to try and find new life in physical retail despite the closure of the original chain and its subsidiaries. After a year back in business, buybuy BABY, under new management, announced that it would be closing its 10 reopened locations.
Over at Beyond Inc., the new holding company for Overstock.com and the newly reformed Bed Bath & Beyond brand, they announced new partnerships with both Kirkland’s and The Container Store. The former partnership is going to help bring the brand back to physical retail with the creation of five Bed Bath & Beyond “neighborhood” small format stores, with locations to be announced; stores will be scouted, developed and operated by Kirkland’s. In the partnership with The Container Store, Beyond Inc. made a financial investment in the retailer and will allow The Container Store to leverage the brand’s assets, name, assortment and data; shop-in-shops also appear to be a part of this new partnership.
The home industry has been incredibly challenged in the post-pandemic period (below). However, as the category became further consolidated over the past few years, these new partnerships could help to revitalize all three brands, all of which have a strong brand identity with consumers. These partnerships also allow the brands to harness their strengths to benefit multiple banners.

How closely aligned are these brands? Kirkland’s tends to focus on furniture and furnishings, The Container Store handles all things organization, and the Bed Bath & Beyond brand name still carries weight as the undisputed leader in all things home.
Looking at PersonaLive’s demographic and psychographic segmentation of visitors to all three brands in 2022, before Bed Bath & Beyond’s closure the next year, there are some clear alignments and also opportunities to reach new visitors through the partnerships. Kirkland outperformed Bed Bath & Beyond with suburban cohorts such as Wealthy Suburban Families, Upper Suburban Diverse Families and Blue Collar Suburbs.
Through the lens of The Container Store, it provides a lot more opportunity for Beyond Inc. to reach higher concentrations of visitors from segments such as Ultra Wealthy Families, Educated Urbanites and Young Professionals. Looking at the partnerships with both Kirkland’s and the Container Store as a collective strategy, Beyond Inc. can capitalize on the migration to suburban communities by consumers and higher income households with the new brand.

Another positive sign for the partnerships is the high levels of cross visitation between the retailers before the closing of Bed Bath & Beyond. In 2022, Bed Bath & Beyond’s final full year of operation, 20% of visitors to Kirkland’s and almost a quarter of visitors to The Container Store cross visited Bed Bath & Beyond.

In theory, both partnerships will allow Bed Bath & Beyond to return to physical retail in alignment with both consumers and the current retail landscape. Industry specific retailers and incredibly important to the health and long term success of the industry, and the idea of welcoming back a beloved brand is exciting. It should be interesting to see the new small format stores and installations as the debut and look at the impacts of the partnership on the broader home category.

The holiday shopping season is nearly upon us – and one category that always benefits from holiday sales is apparel. So with Q4 underway, we checked in western wear leader Boot Barn and discount footwear chain DSW (Design Shoe Warehouse, owned by Designer Brands, Inc.) to see how they fared in Q3 2024 – and what awaits them as Black Friday approaches.
Boot Barn and DSW – two very different shoe retailers – have been thriving in recent months. Since May 2024, the two chains have seen sustained monthly year-over-year (YoY) visit growth, finishing out Q3 2024 with visit upticks of 10.8% (Boot Barn) and 10.5% (DSW).

For Boot Barn in particular, Q3’s robust visit growth was at least partially driven by the chain’s aggressive expansion strategy: Between July 2023 and June 2024, Boot Barn opened some 50 new stores – and plans to open dozens more over the coming year. But foot traffic data also shows that the chain has succeeded in growing its footprint without significantly diluting traffic at existing locations. During Q3, the average number of visits to each Boot Barn location dipped just slightly below 2023 levels (2.8%), even as YoY visits to the chain surged by 10.8%.
DSW, for its part saw significant YoY visit growth throughout Q3, despite a store count that has remained relatively stable. As a store that offers shoppers access to high-quality, name-brand products at affordable prices, DSW lets consumers trade down while splurging at the same time.
DSW isn’t called a warehouse for nothing. The typical DSW store spans about 25,000 square feet (though the chain has begun experimenting with smaller formats) – compared to just 12,000 - 14,000 for Boot Barn. But despite the smaller size of Boot Barn’s locations, visitors to the western wear chain tend to spend more time in-store than visitors to DSW. Since 2022, average visitor dwell times at Boot Barn have ranged between 34.9 and 35.8 minutes, while dwell times at DSW have hovered between 32.1 and 32.8 minutes.
Customers at DSW may be more likely to know in advance what they’re looking for, making a bee-line for the discounted footwear they’ve been waiting to get their hands on. Visitors to Boot Barn, on the other hand, may spend more time browsing the brand’s wider selection of merchandise.
The difference in visitor dwell times may also be partially due to Boot Barn’s firmer positioning as a weekend destination: Over the past twelve months (October 2023 - September 2024), 59.5% of visits to Boot Barn took place between Fridays and Sundays, compared to 56.3% for DSW.
Still, visitors to both chains tend to remain in-store for more than half an hour – revealing a highly engaged customer base eager to explore the brands’ varied offerings.

With a strong Q3 2024 under their belts, what can DSW and Boot Barn expect this holiday season?
Looking at weekly fluctuations in visits to Boot Barn and DSW in 2022 and 2023 – compared to yearly weekly averages – reveals another striking difference between the two chains: Visits to Boot Barn peak in November and December each year, as customers descend upon the chain to purchase western-themed gifts for loved ones. DSW, on the other hand, sees greater visit boosts in spring, perhaps buoyed by shoppers updating their wardrobes in anticipation of warmer weather.

But zooming in on the two chains’ busiest days of the year tells a somewhat different story. Even though DSW experiences a more muted holiday shopping season, the shoe leader – like Boot Barn – draws its biggest crowds of the year on Black Friday. On November 24th, 2023, visits to DSW jumped 134.5% compared to the chain’s daily average for the 12-month period from October 2023 to September 2024 – a smaller spike than that seen by Boot Barn, but significant nonetheless.
After that, however, the chain’s visitation patterns diverged. For DSW, the next eight busiest days of the year were all Saturdays in Spring – including the Saturday before Mother’s Day (May 11th) and the Saturday before Easter (March 30th). For Boot Barn, on the other hand, December shopping days – including Super Saturday (December 23rd) – drove the biggest foot traffic spikes.

With holiday shopping just around the corner, DSW and Boot Barn both appear poised to enjoy a healthy Q4 – each in their own way. Which other footwear and apparel brands are likely to succeed this holiday season?
Follow Placer.ai's data-driven retail 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.
Malls have come a long way since their introduction to the world in the 1950s. These gleaming retail hubs promised shoppers a taste of the American dream, offering a third place for teens, families, and everyone in between to shop, socialize, and hang out.
And though malls have faced challenges in recent years, as e-commerce and pandemic-induced store closures led to shifts in consumer habits, the outlook is brightening. Malls have embraced innovation, incorporating enhanced entertainment, dining, and experiential offerings that attract a diverse range of visitors and redefine their purpose.
This white paper takes a look at the recent location intelligence metrics to gain an understanding of the changes taking place at malls across the country – including both indoor malls and open-air shopping centers. The report explores questions like: Why do malls experience foot traffic bumps during the summer months? How much of an impact do movie theaters have on mall visits, and what can mall operators learn from the Mall of America and American Dream malls’ focus on experiential entertainment?
Mall visitation is highly seasonal, with strikingly consistent monthly visitation patterns. Each year, visits decline somewhat in February, pick up in March, and begin to trend upward again in May – before peaking again in August. Then, after a slower September and October, foot traffic skyrockets during the holiday season, spiking dramatically in December.
And while these trends follow similar patterns every year, comparing monthly visits throughout 2019, 2023, and 2024 (YTD) to each year’s own January baseline shows that this seasonality is growing more pronounced - especially for indoor malls.
Following a lackluster 2023, visits to both indoor malls and open-air shopping centers peaked higher in March 2024 than in 2019. And this summer, indoor malls in particular saw a much larger visit boost than in previous years. In August 2024, for example, visits to indoor malls were 27.3% higher than in January 2024 – a substantially higher baseline jump than that seen either in August 2019 (17.0%) or in August 2023 (12.0%). And though open-air shopping centers experienced a smaller summer visit boost, they too saw a bigger bump this year than in 2019 or in 2023.
But malls aren’t just seeing larger visit spikes this year relative to their January baselines – they are also drawing bigger crowds than they did in 2023.
Between June and August 2024, indoor malls and open-air shopping centers both experienced year-over-year (YoY) visit growth. Indoor malls saw the largest YoY foot traffic boost (3.7%) – perhaps owing in part to 2024’s record-breaking heat, which led many patrons to seek refuge in air conditioned spaces. Still, open-air shopping centers, which feature plenty of air conditioned stores and restaurants, also enjoyed a YoY visit boost of 2.8% during the analyzed period.
Malls’ strong summer baseline and YoY foot traffic growth built upon the strong performance seen during most of 2024 so far, leading to the question: What is driving malls’ positive momentum? We delve into some of the factors propelling these changes below.
One offering that continues to play a significant role in driving foot traffic to malls is on-site movie theaters. Summer blockbuster releases, in particular, help attract crowds to theaters, in turn boosting overall visits to malls.
Much like malls, movie theaters have also proven their resilience over the past few years. While pundits fretted about the theater’s impending death, production houses were busy releasing blockbuster after blockbuster and shattering box-office records at an impressive clip. And while 2023 was certainly a banner year for blockbuster summer releases, 2024 has had its fair share of stunning box-office successes, leading to major visit boosts at theaters across the country.
Analyzing visits to malls with and without movie theaters highlights the impact of these summer Hollywood hits. Between June and August 2024, malls with theaters saw bigger visit boosts compared to a monthly year-to-date (YTD) average than malls without – an effect observed both for indoor malls and for open-air shopping centers.
For both mall types, the gap between centers with and without movie theaters was most pronounced in July 2024, likely owing to the release of Inside Out 2 in mid-June as well as the July releases of Deadpool & Wolverine and Twister. But in June and August 2024, too, centers with movie theaters sustained particularly impressive visit boosts – a solid sign that movie theaters and malls remain a winning combination.
Malls with movie theaters also drew higher shares of evening visits (7:00 PM - 10:00 PM) this summer than those without. Between June and August 2024, for example, evening outings accounted for 22.9% of visits to open-air shopping centers with movie theaters – compared to 18.2% of visits to centers without theaters. Indoor malls with theaters also saw a larger share of evening visits than those without – 18.1% compared to 15.0%.
This increase in evening traffic is likely driven by major summer movie releases and the flexibility of summer schedules, with many visitors – including families – taking advantage of late-night outings without the concern of early wakeup calls. These summer visitation trends benefit both theaters and malls, opening up opportunities for increased sales through concessions, promotions, and evening deals that attract a more relaxed and engaged crowd.
Analyzing the demographics of malls’ captured markets also reveals that centers with movie theaters are more likely to attract certain family-oriented segments than those without. (A mall’s captured market consists of the mall’s trade areas – the census block groups (CBGs) feeding visitors to the mall – weighted according to each CBG’s actual share of visits to the mall.)
Between June and August 2024, for example, 14.2% of the captured markets of open-air shopping centers with movie theaters were made up of “Wealthy Suburban Families” – compared to 9.7% for open-air shopping centers without theaters.
Indoor malls saw a similar pattern with regard to “Near-Urban Diverse Families”: Middle class families living in and around cities made up 9.0% of the captured markets of indoor malls with movie theaters, compared to 7.1% of the captured markets of those without.
This increase in foot traffic from middle-class and wealthy family segments can be a boon for malls and retail tenants – driving up food court profits and bolstering sales at stores with kid-friendly offerings.
Malls have long positioned themselves as destinations for summer entertainment as well as retail therapy, holding – in addition to back to school sales – events like Fourth of July celebrations and even indoor basketball and arena football games. And during the summer months, malls attract visitors from further away.
Between June and August 2024, indoor malls drew 18.2% of visitors from 30+ miles away – compared to just 16.7% during the first five months of the year. Similarly, open-air shopping centers drew 19.6% of visits from 30+ miles away during the summer, compared to 17.1% between January and May.
Extended daylight hours, summer trips away from home, and more free time are likely among the contributors to the summer draw for long-distance mall visitors. But in addition to their classic offerings – from movie theaters to stores and food courts – malls have also invested in other kinds of unique experiences to attract visitors. This next section takes a look at two mega-malls winning at the visitation game, to see what sets them apart.
The Minneapolis-based Mall of America opened in 1992, redefining the limits of what a mall could offer. The mall boasts hundreds of stores, games, rides, and more – and is constantly expanding its attractions, cementing its status as a top destination for retail and entertainment.
Between June and August 2024, Mall of America experienced a 13.8% YoY visit increase, far outperforming the 3.7% visit boost seen by the wider indoor mall space. And as a major tourist attraction – the mall hosted a series of Olympic-themed events throughout the summer – it also drew 41.6% of visits from 30+ miles away. This share of distant visitors was significantly higher than that seen at the mall during the first five months of 2024, and more than double the segment-wide summer average of 18.2%.
The Mall of America also seems to be attracting more upper-middle-class families during the summer than other indoor malls: Between June and August 2024, some 18.0% of Mall of America’s captured market consisted of “Upper Suburban Diverse Family Households” – a segment including upper-middle-class suburbanites – compared to just 11.1% for the wider indoor mall segment. The increased presence of these families at the Mall of America may be driven by the variety of events offered during the summer.
In 2019, the American Dream Mall in New Jersey opened and became the second-largest mall in the country. Since the mall opened its doors, it has also focused on blending retail and entertainment to draw in as wide a range of visitors as possible – and summer 2024 was no exception.
The mall hosted the Arena Football League Championship, ArenaBowl XXXIII, on Friday, July 19th. The event successfully attracted a higher share of visitors traveling from 30+ miles away compared to the average summer Friday – 35.4% compared to 25.7%.
Visits to the mall on the day of the championship were also 13.6% higher than the Friday visit average for the period between June and August 2024, showcasing the mall’s ability to draw in crowds by hosting major events.
Malls – both indoor and open-air – continue to evolve while playing a central role in the American retail landscape. Increasingly, malls are emerging as destinations for more than just shopping – especially during the summer – driving up foot traffic and attracting visitors from near and far. And while much is often said about the impact of holiday seasons on mall foot traffic, summer months offer another opportunity to boost mall visits. Malls that can curate experiences that resonate with their clientele can hope to see foot traffic growth – in the summer months and beyond.
New York City is one of the world’s leading commercial centers – and Manhattan, home to some of the nation's most prominent corporations, is at its epicenter. Manhattan’s substantial in-office workforce has helped make New York a post-pandemic office recovery leader, outpacing most other major U.S. hubs. And the plethora of healthcare, service, and other on-site workers that keep the island humming along also contribute to its thriving employment landscape.
Using the latest location analytics, this report examines the shifting dynamics of the many on-site workers employed in Manhattan and the up-and-coming Hudson Yards neighborhood. Where does today’s Manhattan workforce come from? How often do on-site employees visit Hudson Yards? And how has the share of young professionals across Manhattan’s different districts shifted since the pandemic?
Read on to find out.
The rise in work-from-home (WFH) trends during the pandemic and the persistence of hybrid work have changed the face of commuting in Manhattan.
In Q2 2019, nearly 60% of employee visits to Manhattan originated off the island. But in Q2 2021, that share fell to just 43.9% – likely due to many commuters avoiding public transportation and practicing social distancing during COVID.
Since Q2 2022, however, the share of employee visits to Manhattan from outside the borough has rebounded – steadily approaching, but not yet reaching, pre-pandemic levels. By Q2 2024, 54.7% of employee visits to Manhattan originated from elsewhere – likely a reflection of the Big Apple’s accelerated RTO that is drawing in-office workers back into the city.
Unsurprisingly, some nearby boroughs – including Queens and the Bronx – have seen their share of Manhattan worker visits bounce back to what they were in 2019, while further-away areas of New York and New Jersey continue to lag behind. But Q2 2024 also saw an increase in the share of Manhattan workers commuting from other states – both compared to 2023 and compared to 2019 – perhaps reflecting the rise of super commuting.
Commuting into Manhattan is on the rise – but how often are employees making the trip? Diving into the data for employees based in Hudson Yards – Manhattan’s newest retail, office, and residential hub, which was officially opened to the public in March 2019 – reveals that the local workforce favors fewer in-person work days than in the past.
In August 2019, before the pandemic, 60.2% of Hudson Yards-based employees visited the neighborhood at least fifteen times. But by August 2021, the neighborhood’s share of near-full-time on-site workers had begun to drop – and it has declined ever since. In August 2024, only 22.6% of local workers visited the neighborhood 15+ times throughout the month. Meanwhile, the share of Hudson Yards-based employees making an appearance between five and nine times during the month emerged as the most common visit frequency by August 2022 – and has continued to increase since. In August 2024, 25.0% of employees visited the neighborhood less than five times a month, 32.5% visited between five and nine times, and 19.2% visited between 10 and 14 times.
Like other workers throughout Manhattan, Hudson Yards employees seem to have fully embraced the new hybrid normal – coming into the office between one and four times a week.
But not all employment centers in the Hudson Yards neighborhood see the same patterns of on-site work. Some of the newest office buildings in the area appear to attract employees more frequently and from further away than other properties.
Of the Hudson Yards properties analyzed, Two Manhattan West, which was completed this year, attracted the largest share of frequent, long-distance commuters in August 2024 (15.3%) – defined as employees visiting 10+ times per month from at least 30 miles away. And The Spiral, which opened last year, drew the second-largest share of such on-site workers (12.3%).
Employees in these skyscrapers may prioritize in-person work – or have been encouraged by their employers to return to the office – more than their counterparts in other Hudson Yards buildings. Employees may also choose to come in more frequently to enjoy these properties’ newer and more advanced amenities. And service and shift workers at these properties may also be coming in more frequently to support the buildings’ elevated occupancy.
Diving deeper into the segmentation of on-site employees in the Hudson Yards district provides further insight into this unique on-site workforce.
Analysis of POIs corresponding to several commercial and office hubs in the borough reveals that between August 2019 and August 2024, Hudson Yards’ captured market had the fastest-growing share of employees belonging to STI: Landscape's “Apprentices” segment, which encompasses young, highly-paid professionals in urban settings.
Companies looking to attract young talent have already noticed that these young professionals are receptive to Hudson Yards’ vibrant atmosphere and collaborative spaces, and describe this as a key factor in their choice to lease local offices.
Manhattan is a bastion of commerce, and its strong on-site workforce has helped lead the nation’s post-pandemic office recovery. But the dynamics of the many Manhattan-based workers continues to shift. And as new commercial and residential hubs emerge on the island, workplace trends and the characteristics of employees are almost certain to evolve with them.
The restaurant space has experienced its fair share of challenges in recent years – from pandemic-related closures to rising labor and ingredient costs. Despite these hurdles, the category is holding its own, with total 2024 spending projected to reach $1.1 trillion by the end of the year.
And an analysis of year-over-year (YoY) visitation trends to restaurants nationwide shows that consumers are frequenting dining establishments in growing numbers – despite food-away-from-home prices that remain stubbornly high.
Overall, monthly visits to restaurants were up nearly every month this year compared to the equivalent periods of 2023. Only in January, when inclement weather kept many consumers at home, did restaurants see a significant YoY drop. Throughout the rest of the analyzed period, YoY visits either held steady or grew – showing that Americans are finding room in their budgets to treat themselves to tasty, hassle-free meals.
Still, costs remain elevated and dining preferences have shifted, with consumers prioritizing value and convenience – and restaurants across segments are looking for ways to meet these changing needs. This white paper dives into the data to explore the trends impacting quick-service restaurants (QSR), full-service restaurants (FSR), and fast-casual dining venues – and strategies all three categories are using to stay ahead of the pack.
Overall, the dining sector has performed well in 2024, but a closer look at specific segments within the industry shows that fast-casual restaurants are outperforming both QSR and FSR chains.
Between January and August 2024, visits to fast-casual establishments were up 3.3% YoY, while QSR visits grew by just 0.7%, and FSR visits fell by 0.3% YoY. As eating out becomes more expensive, consumers are gravitating toward dining options that offer better perceived value without compromising on quality. Fast-casual chains, which balance affordability with higher-quality ingredients and experiences, have increasingly become the go-to choice for value-conscious diners.
Fast-casual restaurants also tend to attract a higher-income demographic. Between January and August 2024, fast-casual restaurants drew visitors from Census Block Groups (CBGs) with a weighted median household income of $78.2K – higher than the nationwide median of $76.1K. (The CBGs feeding visits to these restaurants, weighted to reflect the share of visits from each CBG, are collectively referred to as their captured market).
Perhaps unsurprisingly, quick-service restaurants drew visitors from much less affluent areas. But interestingly, despite their pricier offerings, full-service restaurants also drew visitors from CBGs with a median HHI below the nationwide baseline. While fast-casual restaurants likely attract office-goers and other routine diners that can afford to eat out on a more regular basis, FSR chains may serve as special occasion destinations for those with more moderate means.
Though QSR, FSR, and fast-casual spots all seek to provide strong value propositions, dining chains across segments have been forced to raise prices over the past year to offset rising food and labor costs. This next section takes a look at several chains that have succeeded in raising prices without sacrificing visit growth – to explore some of the strategies that have enabled them to thrive.
The fast-casual restaurant space attracts diners that are on the wealthier side – but some establishments cater to even higher earners. One chain of note is NYC-based burger chain Shake Shack, which features a captured market median HHI of $94.3K. In comparison, the typical fast-casual diner comes from areas with a median HHI of $78.2K.
Shake Shack emphasizes high-quality ingredients and prices its offerings accordingly. The chain, which has been expanding its footprint, strategically places its locations in affluent, upscale, and high-traffic neighborhoods – driving foot traffic that consistently surpasses other fast-casual chains. And this elevated foot traffic has continued to impress, even as Shake Shack has raised its prices by 2.5% over the past year.
Steakhouse chain Texas Roadhouse has enjoyed a positive few years, weathering the pandemic with aplomb before moving into an expansion phase. And this year, the chain ranked in the top five for service, food quality, and overall experience by the 2024 Datassential Top 500 Restaurant Chain.
Like Shake Shack, Texas Roadhouse has raised its prices over the past year – three times – while maintaining impressive visit metrics. Between January and August 2024, foot traffic to the steakhouse grew by 9.7% YoY, outpacing visits to the overall FSR segment by wide margins.
This foot traffic growth is fueled not only by expansion but also by the chain's ability to draw traffic during quieter dayparts like weekday afternoons, while at the same time capitalizing on high-traffic times like weekends. Some 27.7% of weekday visits to Texas Roadhouse take place between 3:00 PM and 6:00 PM – compared to just 18.9% for the broader FSR segment – thanks to the chain’s happy hour offerings early dining specials. And 43.3% of visits to the popular steakhouse take place on Saturdays and Sundays, when many diners are increasingly choosing to splurge on restaurant meals, compared to 38.4% for the wider category.
Though rising costs have been on everybody’s minds, summer 2024 may be best remembered as the summer of value – with many quick-service restaurants seeking to counter higher prices by embracing Limited-Time Offers (LTOs). These LTOs offered diners the opportunity to save at the register and get more bang for their buck – while boosting visits at QSR chains across the country.
Limited time offers such as discounted meals and combo offers can encourage frequent visits, and Hardee’s $5.99 "Original Bag" combo, launched in August 2024, did just that. The combo allowed diners to mix and match popular items like the Double Cheeseburger and Hand-Breaded Chicken Tender Wraps, offering both variety and affordability. And visits to the chain during the month of August 2024 were 4.9% higher than Hardee’s year-to-date (YTD) monthly visit average.
August’s LTO also drove up Hardee’s already-impressive loyalty rates. Between May and July 2024, 40.1% to 43.4% of visits came from customers who visited Hardee’s at least three times during the month, likely encouraged by Hardee’s top-ranking loyalty program. But in August, Hardee’s share of loyal visits jumped to 51.5%, highlighting just how receptive many diners are to eating out – as long as they feel they are getting their money’s worth.
McDonald’s launched its own limited-time offer in late June 2024, aimed at providing value to budget-conscious consumers. And the LTO – McDonald’s foray into this summer’s QSR value wars – was such a resounding success that the fast-food leader decided to extend the deal into December.
McDonald’s LTO drove foot traffic to restaurants nationwide. But a closer look at the chain’s regional captured markets shows that the offer resonated particularly well with “Young Urban Singles” – a segment group defined by Spatial.ai's PersonaLive dataset as young singles beginning their careers in trade jobs. McDonald's locations in states where the captured market shares of this demographic surpassed statewide averages by wider margins saw bigger visit boosts in July 2024 – and the correlation was a strong one.
For example, the share of “Young Urban Singles” in McDonald’s Massachusetts captured market was 56.0% higher than the Massachusetts statewide baseline – and the chain saw a 10.6% visit boost in July 2024, compared to the chain's statewide H1 2024 monthly average. But in Florida, where McDonald’s captured markets were over-indexed for “Young Urban Singles” by just 13% compared to the statewide average, foot traffic jumped in July 2024 by a relatively modest 7.3%.
These young, price-conscious consumers, who are receptive to spending their discretionary income on dining out, are not the sole driver of McDonald’s LTO foot traffic success. Still, the promotion’s outsize performance in areas where McDonald’s attracts higher-than-average shares of Young Urban Singles shows that the offering was well-tailored to meet the particular needs and preferences of this key demographic.
While QSR, fast-casual, and FSR chains have largely boosted foot traffic through deals and specials, reputation is another powerful way to attract diners. Restaurants that earn a coveted Michelin Star often see a surge in visits, as was the case for Causa – a Peruvian dining destination in Washington, D.C. The restaurant received its first Michelin Star in November 2023, a major milestone for Chef Carlos Delgado.
The Michelin Star elevated the restaurant's profile, drawing in affluent diners who prioritize exclusivity and are less sensitive to price increases. Since the award, Causa saw its share of the "Power Elite" segment group in its captured market increase from 24.7% to 26.6%. Diners were also more willing to travel for the opportunity to partake in the Causa experience: In the six months following the award, some 40.3% of visitors to the restaurant came from more than ten miles away, compared to just 30.3% in the six months prior.
These data points highlight the power of a Michelin Star to increase a restaurant’s draw and attract more affluent audiences – allowing it to raise prices without losing its core clientele. Wealthier diners often seek unique culinary experiences, where price is less of a concern, making these establishments more resilient to inflation than more venues that serve more price-sensitive customers.
Dining preferences continue to evolve as restaurants adapt to a rapidly changing culinary landscape. From the rise in fast-casual dining to the benefits of limited-time offers, the analyzed restaurant categories are determining how to best reach their target audiences. By staying up-to-date with what people are eating, these restaurant categories can hope to continue bringing customers through the door.
