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Article
Restaurant Outlook 2024: Year of New Location Expansion Plans?
R.J. Hottovy
Jan 13, 2024

As discussed last week, 2023 was a year that forced restaurant operators to stay agile amid inflationary headwinds and changes in consumer behavior, daypart shifts, new approaches to drive-thru, and population migration changes. This week’s ICR Conference also gave us a chance to speak with the management team from more than 25 restaurant chains as well as their investors to better understand their lessons from 2023 and how they plan to apply them in 2024.

Despite most chains reporting that visits are still down on a year-over-year basis, there was a sense of optimism among many of the operators we spoke to. Many acknowledged that there were still pressures weighing on consumer spending, but that the strategies put in place during 2023 to stabilize visitation trends had been working (including an emphasis on value, elevated experience, adopting new restaurant formats to better address a wider range of commercial property types, and new menu innovations). Several management teams acknowledged that the contractor availability and equipment supply chain bottlenecks that had plagued new store openings in 2023 had started to dissipate, with several chains planning to resume or even exceed their pre-pandemic pace of restaurant openings (although many admitted that new store buildout costs are still running 25%-30% higher than they were 5 years ago). Given the higher costs involved with new store openings (and the risk of opening a location in a subpar site), there was a heavy emphasis on harnessing new data sources to better understand migration trends, trade area demographics, and incumbent competition when making site selection opportunities (and thank you to customers like Dave & Buster’s and Chuy’s for highlighting how they are incorporating Placer data into these decisions).

Below, we discuss a few key trends that restaurant operators and their commercial real estate partners should be thinking about as we move into 2024.

Restaurants Ready to Grow Again

Perhaps it shouldn’t be surprising at an event where several restaurant operators were looking to raise capital, but the overarching theme from most management teams that we spoke to this week was that they were ready to accelerate unit expansion plans. Expansion strategies differed by concept, but most operators planned to open new locations across a combination of existing and new markets. With respect to new markets, many operators told us they were prioritizing South and Southeastern markets for new market expansion, echoing what we heard from McDonald’s and others last year. Below, we’ve presented the latest data from Placer’s Migration Trends Report which shows total population changes by market from November 2019-November 2023. Indeed, our data confirms that many South (Phoenix, Texas) and Southeast (Central Florida, Carolinas) markets were among the highest growth populations in the U.S. over the past four years.

That said, with so many restaurant operators targeting these regions, we heard from several executives about the importance of fully understanding the makeup of the markets. Said another way, just because a market has seen meaningful population growth, it doesn’t necessarily mean it’s a candidate for expansion. Below, we’ve presented the same migration map as above (2019-2023 population growth), but with a origin/destination household income filter. A red dot on this map indicates that a market saw the average household income fall because of migration, while a green dot indicates that a market saw an increase in household income. Here, we see a slightly different story, as many higher growth populations actually saw a decline in household income due to migration. We also see the impact of the urban/suburban migration shift that we’ve discussed in the past, with many smaller markets across the Carolinas and Central Florida seeing the highest household income growth versus 2019.

Below, we’ve attempted to bring the two charts together and identify markets that have not only seen population growth but also a significant increase in household income. We see markets like Las Vegas and other areas in Central Florida and the Carolinas region score well using this methodology, but a number of other markets like Boise City, ID, Lakeland, WI, and Spokane, WA also seeing increases in population but also an increase in their average household income.

Most U.S. markets have gone through significant changes post-pandemic both in terms of population size and population makeup.  At the end of the day, it's important for restaurants and retailers to not only understand both of these factors when evaluating new markets for growth. We’ve certainly seen success stories–Portillo’s continues to thrive in Texas, for example–but we’ve also seen cases where restaurant openings haven’t been as successful in newer markets because of migration changes.

Eatertainment Demand Remains Strong

We spoke about trends in the eatertainment category last year with the conclusion being that these concepts were still key in driving traffic to commercial properties (despite facing tougher year-over-year comparisons from the great reopening we saw in 2022). There was a palpable sense of optimism among the eatertainment concepts we spoke to at the event, whether they were more focused on entertainment (including Dave & Buster’s, Puttshack, and Pinstripes) or interactive dining (Kura Revolving Sushi Bar or GEN Korean BBQ).  

We’ve updated the eatertainment versus casual dining category visit per location analysis we’ve presented in the past below. Although eatertainment’s visit per location outperformance narrowed versus casual dining during Q4 2023, we believe this is a byproduct of seasonality (shift to sit-down dining during the holiday season) and expect the gap to widen once again during Q1 2024.

Most of the eatertainment concepts we spoke to at the ICR conference planned a two-pronged approach to unit expansion in 2024: infilling existing markets and establishing a beachhead in newer markets. Most concepts in this category were planning to grow their store bases by at least double-digit growth rates in 2024, with some like Pinstripes are forecasting 30%+ unit growth this year. Other like Dave & Buster’s are planning to focus on remodeling activity on top of new unit openings to modernize their locations. As demand for eatertainment remains strong among consumers and mall owners, we anticipate that this will remain one of the past growing categories in dining during 2024.

Casual Dining Connecting with Millennials

Casual dining concepts often have a reputation of catering to an older population. However, Darden’s management team called out several demographic trends that should benefit its different brands (including Olive Garden, Longhorn Steakhouse, Cheddar’s, Yardhouse, and others). First, while the percentage of the population in their peak earning years (typically between the ages of 35 and 55) had been on a downward trend for much of the 2000s and part of the 2010s, we’ve seen a reversal of this trend in recent years, which should stimulate demand for full-service dining. Second, the company noted that it over-indexes to millennials. Our data reinforces this, as the potential trade area audience profile by age cohort for Olive Garden (below) indicates a higher percentage of population between the ages of 30-49, encapsulating much of the millennial age range (roughly 27-42 years old today). Last year, we noted that some of the shift to earlier dining times may have been due to changing demographic trends in cities, with an increase in younger families in urban markets needing earlier dining times. Darden's commentary offers further validation of these trends and offers hope for other casual dining chains as this generation cohort continues to enter their peak earning years.

Last year, we noted that some of the shift to earlier dining times may have been due to changing demographic trends in cities, with an increase in younger families in urban markets needing earlier dining times. Darden's commentary offers further validation of these trends and offers hope for other casual dining chains as this generation cohort continues to enter their peak earning years.

Article
Can a Shopping Center be Too Fun for Grocery?
Caroline Wu
Jan 13, 2024

Grocery anchors proved to be a saving grace for many a shopping center during COVID. With apparel and dining shut down and only essential retailers allowed to open, many centers suddenly found that having a superstore/mass merchant like Walmart or Target, a warehouse like Costco or Sam’s Club, or a grocery store on the premises helped to steady some of the waves of traffic fluctuations. Whether it was as part of a specific center or more broadly adding grocery-anchored centers to a portfolio, REITs started looking more closely at the role of grocery in their centers. Indeed, we have written about the inclusion of specialty grocery stores and ethnic grocery stores in shopping centers being even rather quotidian these days. We’ve also written about the redevelopment of shopping centers that include food halls as part of their renaissance.  

So it was rather surprising that Bristol Farms’ concept Newfound Market, which opened at the Irvine Spectrum in March 2022, recently announced that it is closing. The initial concept was to be “very much about experience…diving in deep on food and beverage…curated, yet everyday.”  It was to feature seven of Bristol Farms’ own chef-created restaurant brands.

We take a look at some Placer statistics to see what might have accounted for reduced traffic for what sounded like an amazing concept. As a control, we compared the Bristol Farms in Irvine to one in nearby Newport Beach. We see that when Newfound Market first opened, it had nearly twice the traffic of the one in Newport Beach. This could be due to overall excitement about the chef-driven concepts, wanting to check out a new grocery store, or other factors. However, traffic for Newfound Market began dwindling in Fall 2022, and fell even further in Fall 2023, likely leading to its closure.

If we look at variance, we see that during the same time period, traffic grew for Irvine Spectrum Center as a whole (note it was one of our spectacular callouts for holiday shopping 2023 in terms of year-over-year growth), and traffic was fairly steady for the Newport Beach branch of the Bristol Farms.

How much did the number of Newfound Market shoppers change over time?  We compared the Bristol Farms Newfound Market Shopper from Apr.-Dec. 2022 with that of the shopper from Apr.-Dec. 2023. During that time, there were over 150K fewer visits and around 100K fewer visitors. Visit frequency also decreased from 1.54 to 1.4 (below).

There was a slight dip in the average household income of the visitor.

There was a marked decrease in the proportion of Ultra Wealthy Families coming in 2023, and somewhat of a decrease of Wealthy Suburban Families.

Interestingly, the trade area has expanded from 2022 to 2023, as shown by the increase in red dots from further afield.

And indeed, Placer analysis reveals that the trade area increased by 28 square miles. On one hand, this is a plus, showing that there is a magnetic draw to a wider audience. On the other hand, given that most grocery stores live on weekly visits from a much tighter trade area, this could indicate that a trip to Irvine Spectrum and/or the Bristol Farms Newfound Market began to fall under the umbrella of a “destination” visit, rather than a regular “essential” visit. Over time, those locals who associate the Irvine Spectrum more with a Ferris Wheel might not have grocery shopping there as top-of-mind, and those who come from further away have already tried out the food hall.

The average visit frequency to Bristol Farms Newfound market was 1.54 from Apr.-Dec. 2022 and 1.40 from Apr.-Dec. 2023. In contrast, the average visit frequency to the top four most-trafficked Bristol Farms was closer to 3-4 visits, a rate more than double. Most telling is when we look at the bar chart below and see that the number of one-time visitors versus 30+ time visitors at Newfound Market is almost in direct contrast to its four other peers, who have a much higher proportion of their visits in the 10+ range.

This by no means negates the fact that grocery stores and food halls can be wonderful additions to shopping centers. For instance, 99 Ranch opened at Westfield Oakridge around the same time period (March 2022) and to date it has proven to have a steady stream of traffic. Keep in mind that Oakridge is more of your neighborhood mall with typical mall retailers, hence more likely to be part of a weekly or monthly routine.

Comparing year-over-year variance, the 99 Ranch at Oakridge has also overindexed on a percentage basis compared to the overall mall. The grocery store draws from a trade area of 58 square miles, with an average of 2.86 visits.

Article
Backcountry: Another DTC Brand Accelerates its Push into Physical Retail
Caroline Wu
Jan 13, 2024

With sales of mountain passes up and eager skiers and snowboarders ready to hit the slopes, let’s take a look at how Backcountry has been performing of late. This brand may be familiar to many, as it has been an online retailer for the past 27 years. Lately, though, the retailer has made a foray into brick-and-mortar stores in areas where they have a strong concentration of online customers, with the store count currently up to 9 nationwide.

The Palo Alto store opened in Spring 2023. Visitation trendlines show that this store at the Stanford Shopping Center has jumped to be neck-and-neck with the Seattle store in Dec 2023.

The majority of Backcountry shoppers come from very high-income households, such as Ultra Wealthy Families, Educated Urbanites, and Sunset Boomers (using PersonaLive data for select store trade areas).

Backcountry opened its first physical store downstairs from its corporate headquarters in Park City, UT in 2021. The impetus for opening a brick-and-mortar store was to “deepen connections with its customers.” In addition to the Palo Alto store, Backcountry also opened its first east coast outpost on 14th St in Washington DC during spring 2023, one of the hot retail corridors we wrote about. The newest entrant is a 23,000 square-foot flagship location open at the Grove in Los Angeles in July, which will provide gear for all sorts of popular outdoor activities, such as hiking, camping, water sports, running and climbing.

Article
Christmas Day Dining Recap
We take a closer look at nationwide dining trends on Christmas, focusing on full-service restaurants with significant national or regional presence. Which brands are most popular on Christmas, and how does this popularity differ by region of the country?
Lila Margalit
Jan 11, 2024
4 minutes

The holidays conjure up warm, cozy images of families sitting around artfully-set tables and enjoying delicious home-cooked meals. But for many people, Christmas Day is also a time to eat out. And while many restaurants are closed on December 25th, several national and regional chains keep their doors open for patrons eager to enjoy a nice, stress-free meal with loved ones – without the clean-up. 

So with the holiday season in the rearview mirror, we dove into the data to explore nationwide December 25th dining trends – focusing our analysis on more than 100 chains, mostly full-service, with significant national or regional presence. Which brands are most popular on Christmas Day? And what differences can be observed in different regions of the country? 

The Pacific West Takes the Lead

Nationwide, visits to dining chains nationwide were down 59.7% on December 25th, 2023, compared to a Q4 2023 daily average. But digging down deeper into the different areas of the country reveals significant regional differences. 

The Pacific states – including California, Washington, Oregon, Alaska, and Hawaii – saw a drop of just 33.8% in dining visits on Christmas Day compared to the region’s Q4 2023 daily average. Next in line were the various regions of the South, where December 25th foot traffic dropped between 51.2% and 56.9%, followed by the Mountain states. And on the other end of the spectrum lay New England, where visits were down 83.3% compared to a Q4 baseline. Other areas of the Northeast and Midwest also experienced foot traffic dips in excess of 70.0% – indicating that residents of these areas are less likely to dine out on the holiday. 

Map: US regions, Pacific states lead christmas day dining visits, based on analysis of 129 restaurant chains with significant national or regional presence.

Christmas Day is Breakfast Day

But which chains are most popular on December 25th? Analyzing the distribution of holiday visits among 25 leading Christmas Day restaurant destinations shows that three all-day breakfast chains – Waffle House, IHOP, and Denny’s – dominated the Christmas Day dining market this year. 

Together, these 24/7 eateries, which tend to experience significant holiday visit bumps, accounted for an impressive 70.4% of holiday dining foot traffic. After a leisurely morning of presents and hot cocoa, it seems, nothing quite hits the spot like waffles, pancakes, and other breakfast favorites. And with affordable prices, seasonal menus, and special holiday vibes (complete with pajama-clad customers), these restaurants offer plenty of holiday cheer. 

But breakfast chains aren’t the only dining venues that draw Christmas Day crowds. Red Lobster, the popular seafood chain, cornered 4.9% of this year’s December 25th dining foot traffic. And Applebee’s, Black Bear Diner, Golden Corral, and TGI Fridays each received between 2.0% and 3.0% of Christmas Day visits.

 

Pie Chart: Waffle House, IHOP, and Denny's Drive Christmas Day Dining Visits, based on analysis of relative visit share for 25 national and regional restaurant chains with locations open on Dec. 25th

A Variety of Local Favs

Drilling down deeper into the data for holiday visit trends shows that each state has its own favorite Christmas Day destination. In no fewer than 21 states nationwide – including New York, Texas, Michigan, and Florida – IHOP topped the chart. Denny’s and Waffle House, for their parts, each led the charge in 11 states, with Waffle House dominating the Christmas Day scene in much of the South. 

But in some places, other chains topped the Christmas Day rankings. In Iowa, Minnesota, and North Dakota, people flocked to Perkins Restaurant & Bakery – the casual-dining chain known for its iconic pies and pancakes. In Wyoming and South Dakota, Red Lobster drew the biggest crowds. And in Oregon, Shari’s – a chain with some 80 locations in the western region of the country – attracted the most holiday visits.

Map: IHOP tops Christmas Day Visit Share Rankings in 21 States, based on analysis of 129 restaurant chains with significant national or regional presence.

More Leisurely Meals

Foot traffic data also reveals, unsurprisingly, that visitors to the three Christmas Day leaders – Waffle House, IHOP, and Denny’s – spent more time in the restaurants on Christmas Day than they usually do. Some 17.3% of Christmas Day Waffle House visits lasted more than one hour – compared to 14.7% on an average day in 2023. IHOP and Denny’s also saw significant holiday increases in dwell time. 

Graph Christmas Day Diners Linger Longer over their meals

If You Stay Open, They Will Come

Though many restaurants are closed on December 25th, chains that do stay open – especially all-day breakfast eateries – draw significant crowds. How will holiday winners like Waffle House, IHOP, and Denny’s continue to fare as people settle back into their post-holiday routines? And how will Christmas Day dining trends evolve nationwide in the years to come? 

Follow placer.ai/blog to find out.

Article
Placer.ai Office Index: December 2023 Recap
Find out how December 2023 office visits compared to pre-COVID trends and what impact the holiday season had on the demographic profile of the typical office-goer.
Lila Margalit
Jan 10, 2024
4 minutes

The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.

Has the remote work war run its course? For a while last year, it seemed like not a day went by without another headline proclaiming the demise of WFH. And as return-to-office mandates continued to pile up (et tu, Zoom?), the debate over offsite work productivity grew ever more rancorous. 

But amidst all the noise, a new hybrid reality appears to have taken hold, offering both companies and employees the benefits of a mixed model. Yes, productivity can thrive outside the office – but there is something about the intangible spark that ignites when people interact with one another in person that has proven crucial to business success. So while recent survey data shows a precipitous drop in fully remote work over the past three years, most companies aren’t requiring people to go back to the office full time.   

With these trends in mind, we dove into the data to explore the state of office foot traffic as the year drew to a close. How did December 2023 office visits compare to pre-COVID? And what impact did the holiday season have on the demographic profile of the typical office-goer?

December Holding Pattern Amidst Regional Differences

Last month, buildings in our Nationwide Office Index received 36.5% fewer visits than they did in December 2019 – reflecting a continuation of the same general holding pattern that has seen foot traffic hovering around 40.0% of pre-COVID levels, with some minor fluctuations. 

But delving further into the data for key commercial hubs nationwide highlights the persistence of important regional differences – with New York City emerging as last month’s clear office recovery winner. In December 2023, the Big Apple experienced a year-over-four-year (Yo4Y) visit gap of just 19.2% – the smallest seen by the city in some time. At the other end of the spectrum lay San Francisco, with a Yo4Y visit gap of 53.1%. 

Graph: In December 2023 Nationwide Office Visits were 36.5% lower than pre-COVID levels, but regional differences persisted. (some offices located in greater NYC and Dallas included

Who Goes to the Office in December?

But December is a bit of an outlier, work-wise. It’s the heart of the holiday season – kicked off by Thanksgiving at the end of November, and bookended by New Year’s Eve on the other side. And foot traffic data shows a small but distinct shift in the demographic profiles of office buildings’ captured markets – i.e. the areas their visitors come from – during the last month of the year. 

Nationwide, and in major cities like New York and San Francisco, office-goers tend to come from relatively affluent areas with greater-than-average shares of one-person households. But over the final three months of 2023, both of these metrics in office buildings’ captured markets gradually declined. November office visitors were more likely to come from larger and lower-HHI households than October visitors – and December visitors were more likely to come from such households than November ones. This may reflect the greater flexibility of higher-HHI employees to work from home more often during the holiday season. It may also reflect a greater tendency on the part of singles to take extended trips to visit family during the holidays, and plug in from afar.

Graph: As the Holidays Set in, visitors to office buildings were more likely to come from bigger, less affluent households. Based on STI: PopStats data and placer.ai captured trade area data. including buildings from greater NYC region

Key Takeaways

Hybrid work may be here to stay, but employees and companies will likely continue to negotiate the exact terms of the new model in the months and years ahead. Are the remote work wars really over? And what will office recovery look like in the new year?

Follow placer.ai/blog to find out.

Article
Major Urban Shopping Districts – Holiday Season Recap
With the new year upon us, we dove into the data to see how major urban shopping districts nationwide fared this holiday season. How did visits to these corridors in the final months of 2023 compare to last year? And who are the consumers driving the high-street revival? 
Lila Margalit
Jan 9, 2024
4 minutes

With their experiential vibes and treasured blends of well-known brands and local gems, high-street retail corridors are experiencing something of a renaissance. Iconic shopping districts like Fifth Avenue and SoHo in New York City, Rodeo Drive in Beverly Hills, and Newbury Street in Boston are seeing steady influxes of luxury and high-end apparel brands. And economic headwinds notwithstanding, consumers continue to flock to these important retail destinations to shop, grab a bite to eat, and take in all the sights and sounds they have to offer. 

So with the new year upon us, we dove into the data to see how major urban shopping districts nationwide fared this holiday season. How did visits to these corridors in the final months of 2023 compare to last year? And who are the consumers driving the high-street revival? 

Visits on an Upswing

Over the past six months, visits to major urban shopping districts have been consistently higher than they were last year. And as the holiday season kicked into gear, the year-over-year (YoY) growth trajectory trended upwards – indicating a robust turnout during this holiday period.

 

Graph: Monthly visits to major urban shopping districts have been on an upswing

Affluent, Educated Urbanites Driving Growth

To examine some of the factors behind this growth, we analyzed the demographic profiles of the captured markets of POIs (points of interest) corresponding to major high-street corridors throughout the country. 

The analysis shows that throughout the U.S., high-street shopping districts hold special appeal for affluent audiences – and for consumers belonging to Spatial.ai’s PersonaLive’s “Educated Urbanite” psychographic segment. This segment encompasses well-educated young singles that live in dense urban areas and make relatively high salaries. Given the demographic profile of their visitors, it’s no wonder that high-street corridors are finding success while expanding their luxury and high-end apparel portfolios.

New York City’s Iconic Corridors

In Q4 2023, the captured markets of Fifth Avenue, SoHo, and Times Square all featured higher median household incomes (HHIs), and greater shares of the “Educated Urbanite” segment than New York’s statewide baselines. Each of these quintessential New York City landmarks, however, drew a somewhat different visitor base. 

Fifth Avenue, with its array of museums, luxury high-rises, and expensive department stores, drew the most affluent crowd, with a captured market median HHI of $105.6K – some 35.7% above the statewide median. SoHo, for its part, known for designer apparel stores, trendy cafes, and whimsical tourist attractions (Museum of Ice Cream, anyone?), attracted the largest share of “Educated Urbanites.” And Times Square, a top Big Apple attraction with broad popular appeal, boasted a visitor profile closest to statewide baselines. 

Graph: major urban shopping districts in New York attract affluent, educated urbanites

California’s Main Drags

A look at the visitor profiles of major California shopping districts reveals a similar trend. The captured markets of Beverly Hills’ Rodeo Drive, Santa Monica’s 3rd Street Promenade, Hayes Valley in San Francisco, and Abbot Kinney in Los Angeles all had higher median HHIs in Q4 2023 than the statewide median of $85.7K. Of these, the captured market with the highest median HHI was that of Hayes Valley in San Francisco – an unsurprising finding given the relative affluence of the Bay Area. Not far behind was Rodeo Drive, with a median HHI of $113.9K.

Hayes Valley also led the charge for “Educated Urbanites,” with no less than 61.4% of the population of its captured market  – nearly two-thirds – belonging to this segment. But all four of the analyzed high-street corridors were significantly over-indexed for this demographic compared to the California baseline of 13.1%.

Graph: major urban shopping districts in California also attract affluent, Educated Urbanites

A Regional Roundup: Boston, Chicago, and Philadelphia

Looking at urban shopping districts in other major cities nationwide – including Newbury Street in Boston, Fulton Market in Chicago, and Walnut Street in Philadelphia – shows that the unique draw of these corridors for young, affluent singles isn’t confined to New York and Chicago. In all three corridors, the median HHIs and shares of “Educated Urbanites” in the captured markets 

also exceeded statewide baselines – oftentimes by a wide margin.

Graph: major shopping districts in other regions of the country also attract Educated Urbanites

Final Thoughts

Evolving work routines and post-COVID population shifts continue to present municipalities and other civic stakeholders with significant challenges. But the revival of high-street retail corridors shows that cities are up to the task. How will major urban shopping districts fare in the new year? And how will their audiences continue to evolve? 

Follow Placer.ai’s data-driven retail foot traffic analyses to find out.

Reports
INSIDER
Report
Hudson Yards: The On-Site Workforce of Manhattan's New Hub
Dive into the data to explore shifting work patterns among Manhattan’s on-site employees and examine emerging trends in the fast-growing Hudson Yards neighborhood.
October 8, 2024
4 minutes

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 Beat of the Borough

Return of the Commuter 

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

Spotlight on Hudson Yards

A Hyper-Hybrid Environment

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. 

New Buildings Worth The Commute

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.

Hudson Yards Young

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.

At Work In Manhattan: A Mix Of Old And New

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.

INSIDER
Pricing Strategies Driving Restaurant Visits in 2024
Dive into the data to explore the state of the restaurant industry in 2024 and see how leading chains are navigating the challenges posed by rising prices.
September 26, 2024
7 minutes

Dining in 2024 (So Far)

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. 

Dollar-Driven Dining Decisions 

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. 

Who Can Afford to Raise Prices?

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.

Shake Shack: Drawing Affluent Audiences 

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. 

Texas Roadhouse: Thriving Through Price Hikes

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.

QSR Limited-Time Offers (LTOs) to the Rescue

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. 

Hardee’s August Combo Deal: A Recipe for Loyalty

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 Special Meal Deal

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. 

Michelin Star Success 

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.

The Final Plate

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. 

INSIDER
The Rising Stars: Six Metro Areas Welcoming Young Professionals
Find out which metro areas are seeing positive net migration and discover what might be drawing newcomers to these cities.
September 23, 2024
3 minutes

The COVID-19 pandemic – and the subsequent shift to remote work – has fundamentally redefined where and how people live and work, creating new opportunities for smaller cities to thrive. 

But where are relocators going in 2024 – and what are they looking for? This post dives into the data for several CBSAs with populations ranging from 500K to 2.5 million that have seen positive net domestic migration over the past several years – where population inflow outpaces outflow. Who is moving to these hubs, and what is drawing them? 

CBSAs on the Rise

The past few years have seen a shift in where people are moving. While major metropolitan areas like New York still attract newcomers, smaller cities, which offer a balance of affordability, livability, and career opportunities, are becoming attractive alternatives for those looking to relocate. 

Between July 2020 and July 2024, for example, the Austin-Round Rock-Georgetown, TX CBSA, saw net domestic migration of 3.6% – not surprising, given the city of Austin’s ranking among U.S. News and World Report’s top places to live in 2024-5. Raleigh-Cary, NC, which also made the list, experienced net population inflow of 2.6%. And other metro areas, including Fayetteville-Springdale-Rogers, AR (3.3%), Des Moines-West Des Moines, IA (1.4%), Oklahoma City, OK (1.1%), and Madison, WI (0.6%) have seen more domestic relocators moving in than out over the past four years.

All of these CBSAs have also continued to see positive net migration over the past 12 months – highlighting their continued appeal into 2024.

Younger and Hungrier

What is driving domestic migration to these hubs? While these metropolitan areas span various regions of the country, they share a common characteristic: They all attract residents coming, on average, from CBSAs with younger and less affluent populations. 

Between July 2020 and July 2024, for example, relocators to high-income Raleigh, NC – where the median household income (HHI) stands at $84K – tended to hail from CBSAs with a significantly lower weighted median HHI ($66.9K). Similarly, those moving to Austin, TX – where the median HHI is $85.4K – tended to come from regions with a median HHI of $69.9K. This pattern suggests that these cities offer newcomers an aspirational leap in both career and financial prospects.

Moreover, most of these CBSAs are drawing residents with a younger weighted median age than that of their existing residents, reinforcing their appeal as destinations for those still establishing and growing their careers. Des Moines and Oklahoma City, in particular, saw the largest gaps between the median age of newcomers and that of the existing population.

Housing and Jobs: Upgrading and Improving

Career opportunities and affordable housing are major drivers of migration, and data from Niche’s Neighborhood Grades suggests that these CBSAs attract newcomers due to their strong performance in both areas. All of the analyzed CBSAs had better "Jobs" and "Housing" grades compared to the regions from which people migrated. For example, Austin, Texas received the highest "Jobs" rating with an A-, while most new arrivals came from areas where the "Jobs" grade was a B. 

While the other analyzed CBSAs showed smaller improvements in job ratings, the combination of improvements in both “Jobs” and “Housing” make them appealing destinations for those seeking better economic opportunities and affordability.

Final Grades

Young professionals may be more open than ever to living in smaller metro areas, offering opportunities for cities like Austin and Raleigh to thrive. And the demographic analysis of newcomers to these CBSAs underscores their appeal to individuals seeking job opportunities and upward mobility. 

Will these CBSAs continue to attract newcomers and cement their status as vibrant, opportunity-rich hubs for young professionals? And how will this new mix of population impact these growing markets?

Visit Placer.ai to keep up with the latest data-driven civic news. 

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