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

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

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

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

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

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

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


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

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

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

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

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

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

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


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

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


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

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

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

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

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

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

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

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

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

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

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

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

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