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Article
Chipotle: Staffing Matters
R.J. Hottovy
May 3, 2024

Last week, Chipotle’s Q1 2024 update featured a number of positives, including visitation trends that outperformed the broader restaurant category and strong contribution from new store openings. More than 5% of the company’s 7% comparable sales growth during the quarter was driven by transaction growth, and year-over-year visitation trends have accelerated thus far in April. (Recall that our year-over-year visitation data includes contribution from stores opened during the past year as well as improvements in visits per location).

Impressively, there were multiple sources driving Chipotle’s transaction growth during the quarter. The company’s strong track record for menu innovation under CEO Brian Niccol continued during the most recent quarter, with the company spotlighting Barbacoa and the return of Chicken Al Pastor as a limited time offer. Management will continue to explore new menu additions, and is currently developing a new product pipeline for the next 18-24 months.

While menu innovation is important, it’s clear that throughput (the amount of customers that can be served with Chipotle’s assembly line process)  is becoming a major factor in visitation traffic outperformance. We believe this has been driven by lower employee turnover rates—the company noted that it is experiencing the lowest turnover rates since Niccol joined the company in March 2018. According to management, throughput reached the highest levels in four years because of more consistent staffing, which aligns with our visit per location data for the past five years (below).

Chipotle noted that its throughput improved by nearly 2 entrees in its peak 15 minutes compared to last year with each month showing an acceleration. According to the company, “the restaurants run more smoothly as our teams are properly trained and deployed, which allows them to keep up with demand without stress. This leads to more stability and therefore more experienced teams that execute better every day, and this can be seen in our latest turnover data which is at historically low levels.” Our data also shows that visitation trends are improving during its peak hours, but that its peak hours are also changing. Historically, the hours between 12:00 PM-2:00 PM have represented Chipotle’s most frequently visited hours, but post-pandemic, we’ve seen visits shift to the 6:00 PM-8:00 PM timeframe (below). Return-to-office trends partly explain these trends, as do Chipotle’s push into smaller, more suburban/rural markets.

When we look at visit per location trends by hour, we see that most of the improvement during the Q1 2024 compared to Q1 2023 took place during the later afternoon and evening dayparts.

Looking ahead, Chipotle sees an opportunity to improve peak hour throughput, including adjusting the cadence of digital orders to better balance the deployment of labor (thus eliminating the need to pull a crew member from the front makeline to help the digital makeline during peak periods). The company also plans to bring back a coaching tool for its associates that it had in place prior to the pandemic. With more and more retailers embracing generative AI to help educate and train their employees-–a trend we heard consistently at this week’s Analytics Unite conference–we would expect Chipotle to also adopt generative AI with its updated coaching tool, potentially unlocking greater throughput improvements in the process.

Article
Where Are Workers Returning to Office in 2024?
Hybrid work is here to stay, and many office buildings are below capacity, while others are thriving. We take a look at outperforming office buildings in New York, Chicago, San Francisco, and Dallas to find out what is driving foot traffic to these buildings. 
Ben Witten
May 2, 2024
5 minutes

The widespread adoption of hybrid work continues to be one of the most significant paradigm shifts since the COVID pandemic. As employees visit offices less frequently, or not at all, corporate users are opting for less but better space which is driving office vacancy rates to record highs.   

But even as utilization for many office buildings remains below capacity, some buildings are clearly prospering. So what sets these thriving properties apart from the pack? We looked at outperforming office buildings in four major metro areas – New York, Chicago, San Francisco, and Dallas – to find out. 

Buildings where Visits Exceed 2019 Levels 

The post-pandemic office recovery has been uneven across the country. As of February 2024, a significantly larger share of workers in the New York-Newark-Jersey City and Dallas-Fort Worth CBSAs were back in the office, while office visits in the Chicago-Naperville-Elgin and San Francisco-Oakland-Berkeley CBSAs remained subdued. 

But throughout the country, the reality is much more nuanced as some office buildings struggle to maintain occupancy,others are thriving. We identified four office buildings in four major metropolitan areas where the recovery in utilization was significantly stronger than the respective metro: 

What sets these buildings apart from the pack?

Line charts showing monthly visits to various office buildings and CBSA office indexes compared to a January 2019 baseline

Similar Visit Patterns in High-Occupancy Office Buildings 

One factor that isn’t driving the office recovery at these high-occupancy office buildings is different weekly visitation patterns. 

Location intelligence for offices nationwide indicates that hybrid workers appear to prefer coming to the office mid-week: The bulk of weekly visits occur on Tuesdays, Wednesdays, and Thursdays, with fewer visits taking place on Monday and even less visits on Fridays. And this was also the weekly visitation pattern in the four CBSAs analyzed as well as in the high-occupancy office buildings. In fact, the outperforming office buildings had even more of their visits concentrated mid-week compared to the visit patterns in the wider CBSA.

Share of visits during each workday out of total Monday-Friday visits across various office buildings and CBSAs

It seems, then, that the higher visits to these outperforming offices is not due to more employees coming in on typical WFH days. Instead, more workers are likely coming in mid-week to make up for the lull on Mondays and Fridays. 

So who are these visitors? And could they hold the key to these buildings' strong recovery numbers? 

High-Occupancy Office Buildings Draw Visitors From Areas with Higher Income & Fewer Families 

Focusing on the period between March 2023 and February 2024 reveals that in all the labor catchment areas of the analyzed Office Indexes, the share of one-person households was larger than the nationwide share of 27.5%. And during the same period, the share of one-person households in the catchment areas of the high-performing office buildings was even greater – almost 50% of households in the captured market of 2010 Flora St. in Dallas consisted of one-person households. 

On the other hand, families with children were underrepresented in the catchment areas of the office indexes relative to the nationwide average of 27.1% – and the share of households with children was even lower in the catchment areas of the high-occupancy office buildings. 

This indicates that those with young children at home were generally less likely to go into the office – and so the office buildings seeing the strongest post-COVID recovery are those that serve a large contingent of single employees. On the flip side, there is often a motivation for young singles to visit the office more frequently, whether driven by the desire for training and mentorship or the prospect of meeting a significant other in or around the workplace. 

Household segmentation across various office building indexes showing higher post-COVID occupancy among areas with higher incomes and fewer families

Much has been written on the challenging impact that return-to-office mandates can have on working parents – and especially on working mothers – so it may not come as a surprise that employees from family households are underrepresented in office buildings in 2024. 

But the fact that one-person households are even more prevalent in the labor markets of the overperforming buildings (as compared to the wider CBSA Office Index) indicates that businesses and office assets can thrive even without wooing working parents back to the office.

Outperforming Office Buildings See Larger Share of Visits from Managers & Executives

So who are these singles driving the return to the office? Some of this segment may be made up of Gen-Zers seeking the networking and mentorship opportunities provided by an in-person office setting. But it’s not just younger workers leading the return to the office – the data indicates that executives and managers also make up an outsized portion of the outperforming buildings’ catchment  areas. In all four CBSAs analyzed, the catchment area of the high-occupancy building included a significantly larger share of people in a managerial or executive role compared to the average catchment area composition of the wider CBSA Office Index. 

Many of these executives are likely choosing – rather than being forced – to work on-site. Some might be looking to encourage their staff to return to the office by leading by example, while many are likely leveraging their space to host clients, driving foot traffic to these locations higher. But whatever factors are driving the trend – it appears that office buildings looking to bounce back in the new normal need to make sure they are drawing back the managerial ranks.

Share of population in trade area in a managerial/executive role - household segmentation among various office indexes across the country

Overperforming Offices Serve More Finance & Tech Workers

Analyzing the popular industries and occupations in the catchment areas of the office buildings and industries also reveals that the overperforming buildings serve a much higher share of employees working in finance, insurance, and real estate. A larger share of the catchment area population of the high-occupancy office complexes also works in professional services – including high-tech jobs – compared to the office index in the wider CBSA.

Share of population in trade areas of various office buildings that are in finance, insurance, tech, and real estate

Many financial institutions and tech companies have asked employees to return to the office at least three days a week, which could explain why these industries are overrepresented in the catchment area of the high-occupancy buildings. This data may indicate, then, that while some of the foot traffic is coming from executives choosing to return to their pre-COVID work habits, the return-to-office mandates – whether full or part-time – are likely also helping these buildings stay ahead of the curve.  

Return to Office Story Still Being Written 

Although the proliferation of office vacancies across the country can make it seem like the return to office battle has already been lost, several buildings are bucking the trend. Location intelligence indicates that a combination of partial return-to-office mandates along with a larger-than-usual share of visitors from executives and non-parental households is helping these office complexes thrive. 

Article
2024 Wins: Sweetgreen & First Watch on the Rise
Expansions are helping sweetgreen & First Watch receive more visits and expand their reach with new audiences.
Samuel Roche
May 1, 2024
3 minutes

Sweetgreen and First Watch both went public in 2021 and have since steadily increased in popularity – and in store count. So with 2024 well underway, we checked in with the two brands to see how they fared in Q1 and to explore some of the factors underlying their success. 

Sweetgreen’s Successful Expansion

Despite the dining challenges of much of 2023 and early 2024, sweetgreen posted impressive visits between April 2023 and March 2024, with the chain’s YoY traffic increases ranging from 21.4% to 51.6%. 

The remarkable visit surge was partially driven by the sweetgreen’s significant expansion, which could explain the slight dips in average visits per location for much of 2023 while consumers around sweetgreen’s newer restaurantes familiarized themselves with the brand’s offerings. But since December 2023, YoY visits per location have been positive – with the exception of a weather-induced slump in January – indicating that the chain’s newer venues have established themselves within their community. 

This narrowing of the gap between visits and visits per location may also signal the success of sweetgreen’s strategic shift towards prioritizing "quality over quantity” – slowing down expansion and investing in an enhanced customer experience.

Monthly visits & visits per location to sweetgreen compared to previous year

Healthy Salads for Everyone

As a salad and grain-bowl chain, sweetgreen holds special appeal for wellness-focused younger consumers, including singles and members of the coveted Gen Z demographic. But as the chain has expanded, it has also succeeded in reaching new audiences.

Sweetgreen has been explicit about its goal of reaching Gen Z consumers. And analyzing the demographic makeup of the chain’s captured market reveals that sweetgreen’s trade area includes a relatively large share of one-person households (that tend to be on the younger side) But analyzing shifts in the chain’s captured market composition over the past five years also reveals that the share of one-person households has been decreasing – while remaining above the nationwide average of 28.0% – and the share of households with children has increased. So even as sweetgreen continues serving its core consumers, the chain’s expansion has also allowed sweetgreen to reach new audiences.

Household segmentation in sweetgreen's captured market trade area

First Watch’s Never-Ending Expansion

First Watch is also in expansion mode, and with plans to open some 50 more restaurants this year the chain shows no signs of slowing down. And, like sweetgreen, First Watch’s expansion has driven significant growth to the chain’s overall visits – and the chain’s average visits per location numbers are up as well, indicating that the new venues are finding a receptive audience. 

By staying nimble on its feet and continually changing up its menu offerings, First Watch has succeeded in differentiating itself from other breakfast chain giants – and appears poised to enjoy continued success throughout the year.

Monthly visits to First Watch compared to previous year

Expanding Its Reach 

First Watch’s expansion has also helped the company reach new types of diners even as the chain continues catering to its core audience. The share of the Spatial.ai: PersonaLive’s “Upper Suburban Diverse Families” segment in First Watch’s captured market has held steady over the past five years, even as the share of the “Blue Collar Suburbs” and “Urban Low Income” segments increased. It seems, then, that First Watch has also succeeded in leveraging its store fleet expansion to reach new audience segments – without sacrificing its core patrons.

Household segmentation in First Watch's captured market trade area

Sweetgreen and First Watch Head into 2024 on an Upswing

Sweetgreen and First Watch’s expansions have helped the companies increase visits and reach new segments – without sacrificing their core audiences. What does the rest of 2024 have in store for the chains?  

Visit our blog at placer.ai to find out. 

Article
A Full-Service Turnaround: Bloomin’, Dine, and Texas Roadhouse
Q1 2024 visits data for leading chains like Texas Roadhouse, Applebee's, and Fleming Steakhouse shows that full-service restaurants traffic is recovering.
Lila Margalit
Apr 30, 2024
4 minutes

Dining took a hit over the past few years, with major challenges from COVID to rising costs weighing on the category. And perhaps no food-away-from-home segment was more impacted than Full Service Restaurants (FSR) – which stagnated as consumers traded down and sought out more affordable ways to treat themselves. 

But new years present new opportunities – and there are signs that sit-down restaurants may be springing back to life. So with 2024 underway, we dove into the data to explore the current state of FSR. Is cooling inflation prompting a rise in Full Service Restaurant activity? How did FSR leaders like Dine Brands (owner of casual dining favorites Applebee’s and IHOP), Bloomin’ Brands (owner of popular grill and steak chains like Outback Steakhouse and Carrabba’s Italian Grill along with high-end Fleming’s Prime Steakhouse & Wine Bar), and Texas Roadhouse fare in Q1?

Restaurants To Dine For: Applebee’s and IHOP

With some 1500 locations nationwide, Applebee’s has long been a mainstay of the American casual dining scene. Like other FSR chains, Applebee’s experienced a setback during the pandemic and has since faced industry-wide headwinds. But even though the brand’s store fleet shrunk by around 30 stores last year, overall YoY visits to Applebee’s declined just slightly between October 2023 and February 2024 (January’s weather-driven slump aside). And in March, the chain saw a promising 3.8% YoY visit uptick.

Breakfast leader IHOP also experienced negative YoY visits in October and November 2023, but in December – when the pancake chain traditionally enjoys a major holiday boost – visits jumped 2.8% YoY. Like Applebee’s, IHOP felt the effects of January’s Arctic blast, but saw its visits recover quickly in February and March 2024.

Monthly Visits to Applebee's and IHOP compared to previous year

Bloomin’s Grill and Steak Chains on a Comeback

Bloomin’ Brands’ leading casual dining chains Outback Steakhouse, Carrabba’s Italian Grill, and Bonefish Grill appear to be following largely similar trajectories. 

Though the brands experienced YoY visit gaps through most of Q3 2023 – and were whalloped by January’s inclement weather – all three chains experienced YoY visit increases in March 2024. Given the fact that the restaurants’ store counts didn’t change significantly last year, this visit growth appears to portend good things for Bloomin’s fast casual portfolio in the year ahead.

But it is Bloomin’ Brands’ fine dining concept, Fleming’s Prime Steakhouse & Wine Bar, that really seems to be hitting it out of the park. While Fleming’s also saw visit gaps between October 2023 and January 2024, the chain experienced 9.6% and 7.5% visit growth, respectively, in February and March 2024 – closing out Q1 with a bang.

Monthly Visits to Outback Steakhouse, Carrabba's Italian Grill, Bonefish Grill and Fleming's Prime Steakhouse compared to previous year

Fleming’s particularly robust recent performance may be due in part to its relatively affluent customer base. Nearly one-third of households in Fleming’s captured market have an annual income of $150K or more – compared to just 18.6% to 23.7% for Bloomin’s casual dining concepts. Though a night out at the fine-dining steakhouse can be expensive, Fleming’s well-heeled visitor base is better positioned to absorb price increases than other consumers.

Share of households with Income greater than $150K in Fleming's Prime Steakhouse, Bonefish Grill, Carrabba's Grill, and Outback Steakhouse's captured markets

Texas Roadhouse’s Sizzling Success

Appealing to affluent consumers, however, isn’t the only way to go. Texas Roadhouse is firmly in the casual dining space and tends to cater to average-income diners. (In Q1 2024, just 15.2% of its captured market had a household income ≥$150K.) But the steakhouse’s strategy of satisfying steak lovers with high-quality, affordable offerings is working: Throughout Q1, Texas Roadhouse experienced strongly positive YoY visit growth. And while some of this growth is attributable to the brand’s increasing unit count, the average number of visits per location is generally keeping pace – showing that Texas Roadhouse’s expansion continues to meet strong demand.

Monthly visits and average visits per location to Texas Steakhouse compared to previous year

Poised for Further Growth

Though more affordable Dining segments like QSR and Fast Casual began to spring back to life last year, FSR has yet to fully recover from the double whammy of COVID and inflation. But if March 2024’s promising numbers are any indication, the category may be in for a turnaround. How will FSR continue to perform as 2024 progresses?

Follow Placer.ai’s Dining deep dives to find out.

Article
Wendy’s and Denny’s: Breakfast and Late Night Dining Drives Success
Breakfast boosted visits at Denny's and Wendy's in Q1 2024.
Lila Margalit
Apr 29, 2024
3 minutes

Restaurants continue to face headwinds, from still-high food-away-from-home prices to rising labor costs. But despite these challenges, there are promising signs that the industry may be in for an upturn. And increasingly, chains are leaning into breakfast and late night offerings to maximize revenue and foster customer loyalty. 

So with Q1 2024 under our belts, we checked in with Wendy’s and Denny’s, two dining leaders with very different offerings in the breakfast space. How did they weather the first quarter of 2024 (pun intended)? And which dayparts experienced the biggest visit boosts in Q1? 

Key Takeaways

  • After dipping in January, year-over-year (YoY) visits to Wendy’s and Denny’s picked up in February and March 2024 – driving a YoY increase in quarterly visits for both chains.
  • For Wendy’s, the breakfast daypart experienced the biggest visit increase, followed by the 8:00 PM to 12:00 AM time slot.
  • Denny’s, which famously offers breakfast 24 hours a day, saw the biggest YoY visit increases midday and during the late night hours.

A Strong Start to the Year

After a tough Q4 2023 – and a January 2024 dragged down by cold and stormy weather – YoY visits to Wendy’s and Denny’s began to pick up in February and March 2024. And even accounting for January’s Arctic blast, Wendy’s and Denny’s came out ahead on a quarterly basis, with YoY visits up 0.7% and 1.0% respectively.

Monthly Visits to Wendy's and Denny's Compared to Previous Year

Wendy’s Ups its Breakfast and Nighttime Game

Wendy’s first launched its breakfast menu in March 2020, just before COVID sent the dining industry into a tailspin. But despite a rocky start, Wendy’s doubled down on the morning daypart, continually tweaking its breakfast offerings and investing ad dollars to boost breakfast sales. 

Drilling down into hourly visit data shows that this strategy is paying off. Visits to Wendy’s during the morning daypart (between 6:00 AM and 11:00 AM) jumped 9.3% in Q1 2024 compared to Q1 2023. The chain’s nighttime daypart – which the burger giant began advertising in 2023 for the first time in four years – also saw a YoY boost. Meanwhile, Wendy’s traditional lunch and dinner time slots held steady, with just minor quarterly visit gaps, indicating that the chain’s overall YoY visit growth in Q1 was driven by its breakfast and nighttime push.

Share of visits to Wendy's by Daypart & Quarterly visits, Q1 2024 compared to Q1 2023

Denny’s Anytime Breakfast Drives Lunch Time and Late Night Visits

Denny’s has always been all about breakfast. And with some 75.0% of Denny’s locations open 24/7 (even on Christmas), hungry diners frequent the chain day and night to satisfy their cravings for hash browns, eggs, pancakes, and other breakfast favorites. 

Unsurprisingly, the chain gets most of its visits in the morning and early afternoon. But in Q1 2024, it was the late night daypart that experienced the biggest YoY visit bump – perhaps driven in part by Denny’s push last year to increase the number of locations open in the wee hours. 

But Denny’s busiest time slot, between 11:00 AM and 3:00 PM, also experienced a YoY visit increase – showing that even as the chain cements its role as a go-to nighttime destination, it continues to face healthy demand during more traditional dining dayparts.

Visits to Denny's by daypart, Q1 visits compared to Q1 2023

The Most Important Meal(s) of the Day

Breakfast and late night dining offerings have emerged as important drivers of dining success. How will these dayparts continue to fare as the year wears on? And which other brands will make inroads into the breakfast and nighttime dining game?

Follow Placer.ai’s data-driven dining analyses to find out. 

Article
Warehouse Clubs: Finding the Perfect Timing
Elizabeth Lafontaine
Apr 26, 2024

At a time when retail loyalty appears to be low, warehouse clubs remain the exception. Bulk is big business in the U.S. retail market, and clubs have found a way to deliver on a combination of value, convenience and experience, and sometimes $1.50 hot dogs. The allure of the warehouse club defies some current consumer logic; U.S. households are not growing according to the U.S. Census Bureau. But, clubs also represent much of what is good in retail today: a broad combination of goods and services, inherent value and high quality private labels.

These factors have aided warehouses in growing store traffic compared to their mass merchant counterparts, particularly in the first quarter of 2024. Clubs--including BJ’s Wholesale Club, Sam’s Club and Costco Wholesale--saw visits increase by almost 8% year-over-year, almost double the combined growth of Walmart and Target during the same period. Mass merchants have been squeezed by other value sectors, clubs have been able to hold their own and continue to provide “perceived” value to shoppers, contributing to their traffic volumes.

Beneath the umbrella of growth, each chain has some surprising competitive advantages, and it’s clear that each club serves a distinct purpose to its visitors. In reviewing daily visits, Sam’s Club owns Saturdays, with 22% of visits occurring that day (as shown below), the highest percentage of visits compared to its competition. In contrast, Costco sees a higher percentage of visits on weekdays, specifically Tuesday through Thursday, compared to the other chains.

While Sam’s Club and Costco stand out in terms of their daily visits, BJ’s excels in the time of day that it attracts higher levels of visitors to its locations. BJ’s draws 7% of visits between 8:00-10:00 AM (show below), which is two points higher than Sam’s Club and more than double Costco’s percentage of visits. Not only does BJ’s attract the morning shopper, but also the afterhours customer. BJ’s over indexes in the percentage of visits between 7:00-10:00 PM, with almost 11% of visits occurring during those later hours. BJ’s locations tend to open earlier and stay open later than their Sam’s Club and Costco counterparts, which vary in operational hours for the clubs themselves outside of gas stations. This creates a distinct advantage for BJ’s, especially in areas of direct competition, as visitors looking to shop at off-hours are likely to visit BJ’s.

It’s clear that each club chain has its key day and time to attract visitors that doesn’t overlap too much with its competitors. Warehouse clubs are doing a fantastic job at meeting their consumers where they are and when they prefer to shop. Clubs benefit from increased loyalty due to membership, but it appears that visitors flock to these clubs no matter the day or time. Maybe it’s time to bring breakfast to the Costco & Sam’s Club food courts?

Reports
INSIDER
Brewing Success: Winning Strategies for Coffee Chains
Dive into the data to explore foot traffic trends in the coffee space – and uncover factors driving visits to Starbucks, Dunkin’, and other leading chains.
June 20, 2024

Coffee on the Rise

Everybody loves coffee. And with some 75% of American adults indulging in a cup of joe at least once a week, it’s no wonder the industry is constantly on an upswing.

In early 2024, year-over-year (YoY) visits to coffee chains increased nationwide – with every state in the continental U.S. experiencing year-over-year (YoY) coffee visit growth.

The most substantial foot traffic boosts were seen in smaller markets like Oklahoma (19.4%), Wyoming (19.3%), and Arkansas (16.9%), where expansions may have a more substantial impact on statewide industry growth. But the nation’s largest coffee markets, including Texas (10.9%), California (4.2%), Florida (4.2%), and New York (3.5%), also experienced significant YoY upticks. 

Expanding to Meet Growing Demand

The nation’s coffee visit growth is being fueled, in large part, by chain expansions: Major coffee players are leaning into growing demand by steadily increasing their footprints. And a look at per-location foot traffic trends shows that by and large, they are doing so without significantly diluting visitation to existing stores. 

On an industry-wide level, visits to coffee chains increased 5.1% YoY during the first five months of 2024. And over the same period, the average number of visits to each individual coffee location declined just slightly by 0.6% – meaning that individual stores drew just about the same amount of foot traffic as they did in 2023. 

Drilling down into chain-level data shows some variation between brands. Dutch Bros., BIGGBY COFFEE and Dunkin’ all saw significant chain-wide visit boosts, accompanied by minor increases in their average number of visits per location. 

Starbucks, for its part, which reported a YoY decline in U.S. sales for Q2 2024, maintained a small lag in visits per location. But given the coffee leader’s massive footprint – some 16,600 stores nationwide – its ability to expand while avoiding more significant dilution of individual store performance shows that Starbucks’ growth is meeting robust demand. 

What is driving the coffee industry’s remarkable category-wide growth? And who are the customers behind it? This white paper dives into the data to explore key factors driving foot traffic to leading coffee chains in early 2024. The report explores the demographic and psychographic characteristics of visitors to major players in the coffee space and examines strategies brands can use to make the most of the opportunity presented by a thriving industry.

Starbucks Visits Fueled by RTO

One factor shaping the surge in coffee visit growth is the slow-but-sure return-to-office (RTO). Hybrid work may be the post-COVID new normal – but RTO mandates and WFH fatigue have led to steady increases in office foot traffic over the past year. And in some major hubs – including New York and Miami – office visits are back to more than 80.0% of what they were pre-pandemic.

A look at shifting Starbucks visitation patterns shows that customer journeys and behavior increasingly reflect those of office-goers. In April and May 2022, for example, 18.6% of Starbucks visitors proceeded to their workplace immediately following their coffee stop – but by 2024, this share shot up to 21.0%. 

Over the same period, the percentage of early morning (7:00 to 10:00 AM) Starbucks visits lasting less than 10 minutes also increased significantly – from 64.3% in 2022 to 68.7% in 2024. More customers are picking up their coffee on the go – many of them on the way to work – rather than settling down to enjoy it on-site.

Short Visits Driving Success at Dunkin’

Dunkin’ is another chain that is benefiting from consumers on the go. Examining the coffee giant’s performance across major regional markets – those where the chain maintains a significant presence – reveals a strong correlation between the share of Dunkin’ visits in each state lasting less than five minutes and the chain’s local YoY trajectory. 

In Wisconsin, for example, 50.9% of visits to Dunkin’ between January and May 2024 lasted less than five minutes. And Wisconsin also saw the most impressive YoY visit growth (5.9%). Illinois, Ohio, Maine, and Connecticut followed similar patterns, with high shares of very short visits and strong YoY showings. 

On the other end of the spectrum lay Tennessee, Alabama, and Florida, where very short visits accounted for a low share of the chain’s statewide total – under 40.% – and where visits declined YoY. 

Dunkin’s success with very short visits may be driven in part by its popular app, which makes it easy for harried customers to place their order online and save time in-store. And this is good news indeed for the coffee leader – since customers using the app also tend to generate bigger tickets. 

Dutch Bros. Appealing to Singles

Dutch Bros.’ meteoric rise has been fueled, in part, by its appeal to younger audiences. Recently ranked as Gen Z’s favorite quick-service restaurant, the rapidly-expanding coffee chain sets itself apart with a strong brand identity built on cultivating a positive, friendly customer experience. 

And Dutch Bros.’ people-centered approach is resonating especially well with singles – including young adults living alone – who may particularly appreciate the chain’s community atmosphere.

Analyzing the relative performance of Dutch Bros.’ locations across metro areas – focusing on regions where the chain has a strong local presence – shows that it performs best in areas with plenty of singles. Indeed, the share of one-person households in Dutch Bros.’ local captured markets is very strongly correlated with the coffee brand’s CBSA-level YoY per-location visit performance. Areas with higher concentrations of one-person households saw significantly more YoY visit growth in the first part of 2024.  (A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice). 

The share of one-person households in Dutch Bros.’ Tucson, AZ captured market, for example, stands at 33.4% – well above the nationwide baseline of 27.5%. And between January and May 2024, Tucson-area Dutch Bros. saw a 6.0% increase in the average number of visits per location. Tulsa, OK, Medford, OR, and Oklahoma City, OK – which also feature high shares of one-person households (over 30.0%) – similarly saw per-location visit increases ranging from 3.6% - 7.0%. On the flip side, Fresno, CA, Las Vegas-Henderson-Paradise, NV, and San Antonio-New Braunfels, TX, which feature lower-than-average shares of single-person households, saw YoY per-location visit declines ranging from 1.5%-9.5%. 

As Dutch Bros. forges ahead with its planned expansions, it may benefit from doubling down on this trends and focusing its development efforts on markets with higher-than-average shares of one-person households – such as university towns or urban areas with lots of young professionals.

BIGGBY COFFEE: Pressing the Suburban Advantage  

Michigan-based BIGGBY COFFEE is another java winner in expansion mode. With a growth strategy focused on emerging markets with less brand saturation, BIGGBY has been setting its sights on small towns and rural areas throughout the Midwest and South. Though the chain does have locations in bigger cities like Detroit and Cincinnati, some of its most significant markets are in smaller population centers.

And a look at the captured markets of BIGGBY’s 20 top-performing locations in early 2024 shows that they are significantly over-indexed for suburban consumers – both compared to BIGGBY as a whole and compared to nationwide baselines. (Top-performing locations are defined as those that experienced the greatest YoY visit growth between January and May 2024).

“Suburban Boomers”, for example – a Spatial.ai: PersonaLive segment encompassing middle-class empty-nesters living in suburbs – comprised 10.6% of BIGGBY’s top captured markets in early 2024, compared to just 6.6% for BIGGBY’s overall. (The nationwide baseline for Suburban Boomers is even lower – 4.4%.) And Upper Diverse Suburban Families – a segment made up of upper-middle-class suburbanites – accounted for 9.6% of the captured markets of BIGGBY’s 20 top locations, compared to just 7.2% for BIGGBY’s as a whole, and 8.3% nationwide. 

Coffee for Everyone

Coffee has long been one of America’s favorite beverages. And java chains that offer consumers an enjoyable, affordable way to splurge are expanding both their footprints and their audiences. By leaning into shifting work routines and catering to customers’ varying habits and preferences, major coffee players like Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are continuing to thrive.

INSIDER
Unlocking Potential in Underserved Grocery Markets
Dive into the location analytics to uncover potential growth markets in regions with limited grocery store availability.
June 6, 2024
6 minutes

Note: This report is based on an analysis of visitation patterns for regional and nationwide grocery chains and does not include single-location stores. 

Understanding Grocery Store Chain Distribution

Grocery stores, superstores, and dollar stores all carry food products – and American consumers buy groceries at all three. But even in today’s crowded food retail environment, traditional grocery chains have a special role to play. With their primary focus on stocking a wide variety of fresh foods, these chains serve a critical function in offering consumers access to healthy options. 

But visualizing the footprints of major grocery chains across the continental U.S. – alongside those of discount & dollar stores – shows that the geographical distribution of grocery chains remains uneven.

In some areas, including parts of the Northeast, Midwest, South Atlantic, and Pacific regions, grocery chains are plentiful. But in others – some with population centers large enough to feature a robust dollar store presence – they remain in short supply.

And though many superstore locations also provide a full array of grocery offerings, they, too, are often sparsely represented in areas with low concentrations of grocery chains. 

For grocery chain operators seeking to expand, these underserved grocery markets can present a significant opportunity. And for civic stakeholders looking to broaden access to healthy food across communities, these areas highlight a policy challenge. For both groups, identifying underserved markets with significant untapped demand can be a critical first step in deciding where to focus grocery development initiatives.

This white paper dives into the location analytics to examine grocery store availability across the United States – and harnesses these insights to explore potential demand in some underserved markets. The report focuses on locations belonging to regional or nationwide grocery chains, rather than single-location stores. 

Untapped Grocery Markets

Last year, grocery chains accounted for 43.4% of nationwide visits to food retailers – including grocery chains, superstores, and discount & dollar stores. But drilling down into the data for different areas of the country reveals striking regional variation – offering a glimpse into the variability of grocery store access throughout the U.S.  In some states, grocery stores attract the majority of visit share to food retailers, while in others, dollar stores or superstores dominate the scene. 

The ten states where residents were most likely to visit grocery chains in early 2024 – Oregon, Vermont, Washington, Massachusetts, California, Maryland, New Hampshire, Connecticut, New Jersey, and Rhode Island – were all on the East or West Coasts. In these states, as well as in Nevada and New York, grocery chain visits accounted for 50.0% or more of food retail visits between January and April 2024.

Meanwhile, residents of many West North Central and South Central states were much less likely to do their food shopping at grocery chains. In North Dakota, for example, grocery chain visits accounted for just 11.7% of visits to food retailers over the analyzed period. And in Mississippi, Oklahoma, and Arkansas, too, grocery stores drew less than 20.0% of the overall food retail foot traffic. 

YoY Visit Growth Data Highlights Strong Grocery Demand In Some States

But low grocery store visit share does not necessarily indicate a lack of consumer interest or ability to support such stores. And in some of these underserved regions, existing grocery chains are seeing outsize visit growth – indicating growing demand for their offerings. 

North Dakota, the state with the smallest share of visits going to grocery chains in early 2024, experienced a 9.1% year-over-year (YoY) increase in grocery visits during the same period – nearly double the nationwide baseline of 5.7%. Other states with low grocery visit share, including Nebraska, Arkansas, Alabama, Mississippi, and New Mexico, also experienced higher-than-average YoY grocery chain visit growth. This suggests significant untapped potential for grocery stores and a market that is hungry for more. 

Alabama Bound: Identifying Grocery Markets With Increasing Demand

Alabama is one state where grocery chains accounted for a relatively small share of overall food retail foot traffic in early 2024 (just 28.9%) – but where YoY visit growth outperformed the nationwide average. And digging down even further into local grocery store visitation trends provides further evidence that at least in some places, low grocery visit share may be due to inadequate supply, rather than insufficient demand. 

In Central Alabama, for example, many residents drive at least 10 miles to reach a local grocery chain. And several parts of the state, both rural and urban, feature clusters of grocery stores that draw customers from relatively far away.

But zooming in on YoY visitation data for local grocery chain locations shows that at least some of these areas likely harbor untapped demand. Take for example the Camden, Butler, Thomasville, and Gilbertown areas (circled in the map above). The Piggly Wiggly location in Butler, AL, drew 40.1% of visits from 10 or more miles away. The same store experienced a 23.3% YoY increase in visits in early 2024 –  far above the statewide baseline of 6.6%. Meanwhile, the Super Foods location in Thomasville, AL, which drew 52.8% of visits from at least 10 miles away – experienced YoY visit growth of 12.3%. The Piggly Wiggly locations in Camden, AL and Gilbertown, AL saw similar trends. 

At the same time, trade area analysis of the four locations reveals that the grocery stores had little to no trade area overlap during the analyzed period. Each store served specific areas, with minimal cannibalization among customer bases.

These metrics appear to highlight robust demand for grocery stores in the region – grocery visits are growing at a stronger rate than those in the overall state, people are willing to make the drive to these stores, and each one has little to no competition from the others. 

Increasing Access to Fresh Food in Greenville County, SC

While significant opportunity exists across the country, many communities still face considerable challenges in supporting large grocery stores. Though South Carolina has a significant number of grocery chain locations, for example, certain areas within the state have low access to food shopping opportunities. And one local government – Greenville County – is considering offering tax breaks to grocery stores that set up shop in the area, to improve local fresh food accessibility.

Assessing Local Demand – And Preferences

Placer.ai migration and visitation data shows that Greenville County is ripe for such initiatives: the county’s population grew by 4.8% over the past four years – with much of that increase a result of positive net migration. And YoY visits to Greenville County Grocery Stores have consistently outperformed state averages: In April 2024, grocery visits in the county grew by 6.1% YoY, while overall visits to grocery stores in South Carolina grew by 4.2%. This growth – both in terms of grocery visits and population – points to rising demand for grocery stores in Greenville County. 

Analyzing the Greenville County grocery store trade areas with Spatial.ai’s FollowGraph dataset – which looks at the social media activity of a given audience – offers further insight into local grocery shoppers’ particular demand and preferences. 

Consumers in Greenville-area grocery store trade areas, for example, are more likely to be interested in “Mid-Range Grocery Stores” (including brands like Aldi, Kroger, and Lidl) than residents of grocery store trade areas in the state as a whole. This metric provides further evidence of local demand for grocery chains – and offers a glimpse into the kinds of specific grocery offerings likely to succeed in the area. 

Final Thoughts 

Grocery stores remain essential services for many consumers, providing a place to pick up fresh produce, meat, and other healthy food options. And many areas in the country are ripe for expansion, with eager customer bases and growing demand. Identifying such areas with location analytics can help both grocery store operators and municipal stakeholders provide their communities and customer bases with an enhanced grocery shopping experience that caters to local preferences. 

INSIDER
Migration Hotspots in a Cool 2024 Market
Discover which metro areas are still attracting new residents – and what’s drawing people to emerging hotspots.
May 23, 2024
5 minutes

Slowing Domestic Migration

Following COVID-era highs, domestic migration levels have begun to taper off – with the number of Americans moving within the U.S. hitting an all-time low, according to some sources, in 2023

To be sure, some popular COVID-era destinations – including Idaho, the Carolinas, and Utah – saw their net domestic migration continue to rise, albeit at a slower pace. But other states which had been relocation hotspots between February 2020 and February 2023, such as Wyoming and Texas, experienced negative net migration between February 2023 and February 2024. 

Hotspots in a Cool Market

Analyzing CBSA-level migration data reveals differences and similarities between last year’s migration patterns and COVID-era trends. 

Between February 2020 and February 2023, seven out of the ten CBSAs posting the largest population increases due to inbound domestic migration were located in Florida. But between February 2023 and February 2024, the top 10 CBSAs with the largest net migrated percent of the population were significantly more diverse. Only four out of the ten CBSAs were located in Florida, and several new metro areas – including Provo-Orem, UT, Kingsport-Bristol, TN-VA, and Boulder, CO – joined the list. 

This white paper leverages a variety of location intelligence tools – including Placer.ai’s Migration Report, Niche Neighborhood Grades, and ACS Census Data location intelligence – to analyze two migration hotspots. Specifically, the report focuses on Daytona Beach, FL, which already appeared on the February 2020 to February 2023 list and has continued to see steady growth, and Boulder, CO, which has emerged as a new top destination. The data highlights the potential of CBSAs with unique value propositions to continue to attract newcomers despite ongoing housing headwinds. 

High Tech's New Frontier – Boulder, CO 

The Boulder, CO CBSA has emerged as a domestic migration hotspot: The net influx of population between February 2023 and February 2024  (i.e. the total number of people that moved to Boulder from elsewhere in the U.S., minus those that left) constituted 3.1% of the CBSA’s February 2024 population.

The strong migration is partially due to the University of Colorado, Boulder’s growing popularity. But the metro area has also emerged as a flourishing tech hub, with Google, Apple, and Amazon all setting up shop in town, along with a wealth of smaller start ups.  

Moving in from Los Angeles & San Francisco – But Also Chicago, Dallas, and New York

Most domestic relocators tend to remain within state lines – so unsurprisingly, many of the recent newcomers to Boulder moved from other CBSAs in Colorado. But perhaps due to Boulder’s robust tech ecosystem, many of the new residents also came from Los Angeles, CA (6.6%) and San Francisco, CA (3.4%) – other CBSAs known for their thriving tech scenes

At the same time, looking at the other CBSAs feeding migration to the area indicates that tech is likely not the only draw attracting people to Boulder: A significant share of relocators came from the CBSAs of Chicago, IL (6.1%), Dallas , TX (4.9%), and New York, NY (3.9%). The move from these relatively urbanized CBSAs to scenic Boulder indicates that some of the domestic migration to the area is likely driven by people looking for better access to nature or a general lifestyle change. 

Boulder’s Quality of Life Attracting Migration

According to the U.S. News & World Report, Boulder ranked in second place in terms of U.S. cities with the best quality of life. Using Niche Neighborhood Grades to compare quality of life attributes in the Boulder CBSA and in the areas of origin dataset highlights some of the draw factors attracting newcomers to Boulder beyond the thriving tech scene. 

The Boulder CBSA ranked higher than the metro areas of origin for “Public Schools,” “Health & Fitness,” “Fit for Families,” and “Access to Outdoor Activities.” These migration draw factors are likely helping Boulder attract more senior executives alongside younger tech workers – and can also explain why relocators from more urban metro areas may be choosing to make Boulder their home.

Boulder’s strong inbound migration numbers over the past year – likely driven by its flourishing tech scene and beautiful natural surroundings – reveal the growth potential of certain CBSAs regardless of wider housing market headwinds. 

Sun, Sand, and Daytona Beach

Florida experienced a population boom during the pandemic, and several CBSAs in the state – including the Deltona-Daytona Beach-Ormond Beach, FL CBSA – have continued to welcome domestic relocators in high numbers. The CBSA’s anchor city, Daytona Beach – known for its Bike Week and NASCAR’s Daytona 500 – has also seen positive net migration between February 2023 and February 2024. 

An Attractive Destination for Older Americans

Americans planning for retirement or retirees operating on a fixed income are likely particularly interested in optimizing their living expenses. And given Daytona’s relative affordability, it’s no surprise that the median age in the areas of origin feeding migration to Daytona Beach tends to be on the older side. 

According to the 2021 Census ACS 5-Year Projection data, the median age in Daytona Beach was 39.0. Meanwhile, the weighted median age in the areas of migration origin was 42.6, indicating that those moving to Daytona Beach may be older than the current residents of the city. 

Zooming into the migration data on a zip code level also highlights Daytona Beach’s appeal to older Americans: The zip code welcoming the highest rates of domestic migration was 32124, home to both Jimmy Buffet’s Latitude Margaritaville’s 55+ community and the LPGA International Golf Club, host of the LPGA Tour. The median age in this zip code is also older than in Daytona Beach as a whole, and the weighted age in the zip codes of origin was even higher – suggesting that older Americans and retirees may be driving much of the migration to the area.

Daytona’s Migration Draw Factors 

Looking at the migration draw factors for Daytona Beach also suggests that the city is particularly appealing to retirees, with the city scoring an A grade for its “Fit for Retirees.” But the city of Daytona Beach is also an attractive destination for anyone looking to elevate their leisure time, with the city scoring higher than Daytona Beach’s cities of migration origin for “Weather,” “Access to Restaurants,” or “Access to Nightlife.”

Like Boulder, Daytona’s scenery – including its famous beaches – is likely attracting newcomers looking to spend more time outdoors and improve their work-life balance. And like Boulder and its tech scene, Daytona Beach also has an extra pull factor – its affordability and fit for older Americans – that is likely helping the area continue to attract new residents, even as domestic migration slows down nationwide. 

Opportunities for Growth Amidst Slowing Migration 

Although the overall pace of domestic migration has slowed, analyzing location intelligence data reveals several migration hotspots amidst the overall cooldown. Boulder and Daytona Beach each have a set of unique draw factors that seem to attract different populations – and the success of these regions highlights the many paths to migration growth in 2024.  

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