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Article
Dutch Bros: Innovation Driving Daypart Mix Changes; Long-Term Growth Plans On Track
R.J. Hottovy
Feb 23, 2024

Coffee has been a popular topic for us the past few months. We looked at why the category should still post a solid 2024 despite being one of the stronger categories in the restaurant industry last year. We also examined loyalty trends among Starbucks visitors, and where that might trend in the quarters ahead.


This week, we’re revisiting Dutch Bros., which has been one of our favorite growth stories to watch going back to (and even before) the company’s initial public offering. During the quarter, the company posted 5% comparable-store sales growth, representing 100 basis points of acceleration from Q3 2023. The growth was driven by a combination of factors, including sequential improvement in customer traffic with particular strength in the mid-day and afternoon dayparts (something we see in Q4 2023 visits by daypart compared to Q4 2022). Our data indicates that the periods between 1:00 PM and 7:00 PM saw the largest increases in percentage of visits year-over-year.

What’s driving the growth in mid-day and afternoon dayparts? Management chalked it up to category innovation, including new product platforms like Protein Coffee as well as limited time offers (LTOs), including the successful Truffle Mocha platform that was introduced in Q4 2023. The company is mindful that new products can have an impact on speed of service but appears to be focused on new products that don’t add “a layer of extra complexity” but can still drive incremental visits (something our data also indicates this quarter). Mobile app ordering–something the company plans to test in the Arizona market before potentially rolling out to a multi-shop test–also offers an opportunity with potential to attract new visitors and introduce new occasions, though it will likely be a few years before this functionality contributes to visit counts and financial results.

Looking ahead, Dutch Bros expects to open 150-165 new locations in 2024, compared to the 159 opened across 13 states in 2023. Over time, the company still sees the opportunity for 4,000-plus shops, balanced with “a renewed emphasis on capital efficiency” and a longer-term shift toward more build-to-suit leases and a wider array of prototype units such as end caps (management expects to see the impact of these changes beginning in 2025). From a market standpoint, the company expects to have more openings in existing markets like California, have less relative openings in the Texas market, and opened its first location in Florida (Orlando) this week.

Article
Recapping Valentine’s Day 2024 Foot Traffic Trends
Which retail segments saw the largest foot traffic boost on February 14th, and how did 2024's patterns compare to last year's trends? We take a closer look here.
Shira Petrack
Feb 23, 2024
3 minutes

Valentine’s Day presents an opportunity – or at least lays on the pressure – for coupled-up consumers to shower their significant other with chocolates, flowers, or special gifts. And while some shoppers choose to order online or visit stores ahead of time to find the perfect Valentine’s Day gift, those who forgot to plan in advance can stop by brick-and-mortar retailers the day of to ensure they don’t show up to date night empty-handed. So which industries saw the largest boost on February 14th? And how did 2024’s patterns compare to last year’s trends? We dove into the data to find out. 

Mid-Week Visit Spike 

Valentine’s Day may not be a major retail holiday – but the occasion still drives a mid-week visit boost across many retail categories, including Restaurants, Discount & Dollar Stores, Liquor Stores, Grocery, Superstores, Breakfast Shops, and Beauty & Spa. Comparing Valentine’s Day 2024 visits to average visit levels over the previous six Wednesdays reveals a significant jump in traffic compared to the typical mid-week shopping lull.

Restaurants saw the largest visit bump, with visits up 60.0% compared to the average number of Restaurant visits over the previous six Wednesdays. Others opted for a morning coffee or brunch date, driving a 19.7% increase in foot traffic to Breakfast, Coffee, Bakeries, and Dessert Shops. And some consumers seem to have chosen a romantic evening, leading to surges in Grocery and Liquor Store visits. Retailers carrying affordable gifts, including Discount & Dollar Stores, Superstores, and Beauty & Spa brands also benefited from the Valentine’s Day Boost. 

And visits to the analyzed categories weren’t just up relative to the year-to-date Wednesday average – traffic across the board also rose relative to Valentine’s Day 2023, boding well for brick-and-mortar retail in 2024.

bar graph: Valentine's day drove mid-week visit spikes across categories. Valentine's day 2024 compared to 2023 holiday and average of previous six wednesdays

Greeting Card Retailers Seeing Massive Spikes 

Valentine’s Day is sometimes referred to – not always affectionately – as a Hallmark Holiday. And foot traffic data reveals that the day really does drive significant visit increases to Hallmark stores nationwide, with Valentine’s Day 2024 traffic up 123.2% relative to the previous six Wednesday average. The Paper Store, another major greeting card retailer, also saw a large jump in Valentine’s Day visits compared to the year-to-date same weekday average, and Walgreens and CVS – also major greeting card purveyors – received a visit boost as well. 

At the same time, Hallmark, Walgreens, and CVS did not display the same year-over-year (YoY) increases as for the other categories. Instead, YoY Valentine’s Day visits stayed relatively steady – likely due to these chains’ store fleet contractions rather than to any drop in demand. Meanwhile, Valentine’s Day visits to The Paper Store grew by 10.8% YoY – perhaps aided by the company’s expansion.

bar chart: greeting card retailers enjoyed valentine's day bump

Offline Retail Facilitates Last-Minute Gift-Giving

Valentine’s Day yields a clear mid-week boost for brick-and-mortar retail, driving visits to a variety of dining and retail segments. And this year’s Valentine’s Day seems to have been particularly successful, driving YoY jumps across many major categories and brands. 

For more data-driven retail insights, visit our blog at placer.ai

Article
CAVA & sweetgreen Are On the Rise
Sweetgreen, which IPO-ed in 2021, and CAVA – public since last year – are continuing their growth spurt. We dove into the location intelligence data to understand what is driving success for these emerging fast-casual leaders. 
Shira Petrack
Feb 22, 2024
3 minutes

Sweetgreen, which IPO-ed in 2021, and CAVA – public since last year – are continuing their growth spurt. We dove into the location intelligence data to understand what is driving success for these emerging fast-casual leaders. 

Cava & sweetgreen’s Impressive Visit Growth Continues

Restaurant visit growth slowed last year as inflation took a toll on discretionary spending. But despite the wider dining deceleration, foot traffic to CAVA and sweetgreen continued to increase, helped by consistent store fleet expansion. Both chains posted year-over-year (YoY) visit gains every month of 2023, even as overall foot traffic to the fast-casual category lagged. 

The positive trends continued in the new year, when consumers braved the cold to drive a 18.4% and 22.3% YoY increase in January 2024 visits – despite the challenging comparison to an already impressive January 2023.

bar graph: CAVA and sweetgreen still seeing impressive visit growth

Higher-Income Visitor Base Helps Drive Growth

Cava and sweetgreen’s success may be attributed to a variety of factors. Both chains are known for their healthy offerings, which may attract the many consumers prioritizing health and wellness in their food choices. Plant-forward meals have also been particularly popular recently, and both CAVA and sweetgreen’s produce-heavy menus align well with this trend. 

The income level of the chains’ visitor bases may be another key driver of Cava and sweetgreen’s success. In general, the potential market trade areas of fast-casual dining chains consists of households with income (HHI) levels that are slightly above the nationwide median. The median HHI in the neighborhoods within those trade areas that feed the most visits to fast-casual chains (the chains’ captured market) is even higher. 

CAVA and sweetgreen’s potential market trade area median HHIs in 2023 was significantly higher than that in the wider fast-casual category – and the captured market median HHI was even greater. The particularly affluent visitor bases of CAVA and sweetgreen were likely less impacted by last year’s economic headwinds, which may have helped the chains continue to grow their footprint – and visit numbers – despite the wider challenges in the space.

bar graph: high-income visitors fueling CAVA and sweetgreen success. based on STI: PopStats data set and Placer.ai captured and potential trade area data

Appeal to Singles

The similarities between CAVA and sweetgreen extend beyond their high-income visitor bases and shared emphasis on healthy options – both chains also seem to attract a particularly high share of singles. CAVA and sweetgreen’s captured market trade area include 37.9% and 42.3% of one-person and non-family households, respectively, compared to to an average of 34.1% for the wider Fast-Casual category.

Diving into the psychographics confirms this pattern. The two chains’ captured markets include a larger percentage of Educated Urbanites, defined by Spatial.ai: PersonaLive as “Well educated young singles living in dense urban areas working relatively high paying jobs.” Young Professionals, defined as “Well-educated young professionals starting their careers in white-collar or technical jobs” and having an average household size of 1, are also overrepresented for CAVA and sweetgreen’s relative to the wider Fast-Casual category. 

The large share of singles in these chains’ trade areas – especially combined with the high median HHI – likely means that CAVA and sweetgreen visitors have fewer overall expenses and fairly large discretionary budgets which can be spent on dining out. 

bar graph: CAVA and sweetgreen trade areas include large shares of singles. based on Spatial.ai PersonaLive and STI: PopStats datasets and placer.ai captured trade area data

CAVA & sweetgreen Positioned for Success in 2024

CAVA and sweetgreen thrived in 2023 and appears poised to continue growing in 2024, with visits to both chains skyrocketing even as foot traffic growth tapered off in the wider dining industry. And the company’s success in attracting high-income visitors from small households – who likely have the funds to continue spending on non-essentials despite the ongoing headwinds – means that both companies are well positioned for continued strength in the new year. 

For more data-driven restaurant and dining insights, visit our blog at placer.ai.

Article
Fitness: A Strong Start to 2024
January is a time for new beginnings – and nearly half of Americans vowed to improve their fitness in the new year. So with 2024 picking up steam, we dove into the data to explore the current state of fitness. How did leading fitness chains perform last month?
Lila Margalit
Feb 21, 2024
4 minutes

January is a time for new beginnings – and nearly half of Americans vowed to improve their fitness in the new year. So with 2024 picking up steam, we dove into the data to explore the current state of fitness. How did leading fitness chains perform last month? And what’s in store for the industry as a whole? 

‘Tis the Season to be Healthy

The first month of the year is a time for gyms to shine. Analyzing month-over-month changes in the average number of daily gym visits reveals that the biggest visit spike of the year takes place between December and January, when people double down on their motivation to make a change.

This year was no exception. In January 2024, visits to gyms nationwide jumped by 22.1% relative to December 2023 and were up 1.7% year-over-year (YoY) – despite lapping a very strong January 2023 – indicating that the post-COVID obsession with health and wellness is showing staying power.

Drilling down into the data for the nation’s five most-visited fitness chains shows that there’s plenty of room at the top. Value gym Crunch Fitness led the pack with a 21.1% YoY foot traffic increase, partly fueled by the brand’s continued expansion. Next in line was 24 Hour Fitness, where YoY visit gains highlighted the chain’s recovery from its pandemic-induced troubles. Planet Fitness outpaced its own outstanding 2023 performance with a 1.7% YoY foot traffic increase. And LA Fitness and Anytime Fitness also held their own – with visits just 2.0% and 4.4% under January 2023’s already-impressive levels. 

bar and line graphs: fitness chains continued to benefit from January new year's resolutions

A Regional Story

But the state of fitness isn’t only a national story – it’s also a regional one. Looking at January 2024 YoY fitness visits by state shows significant variations, with some areas seeing strong industry-wide growth, and some seeing YoY visit gaps. Major markets like California, Texas, Florida, and New York all saw visit increases – despite the unusually cold weather in some of these areas, including New York and Texas. Several states, including South Dakota, North Dakota, Minnesota, and South Carolina, even saw visits to fitness centers skyrocket by more than 10.0%. At the same time, parts of the Midwest and South Central regions saw foot traffic dips.

map: YoY visits to fitness chains in Jan 2024 by state

Planet Fitness Dives into Multi-Channel Advertising 

Planet Fitness remains America's most-frequented gym, drawing millions of customers each year with low prices and a quality Judgement Free Zone. In January 2024, a whopping 59.3% of total visits to Crunch Fitness, 24 Hour Fitness, LA Fitness, Anytime Fitness, and Planet Fitness – went to Planet Fitness’s vast club fleet. And in 2023, the category leader added 1.7 million new members to its rosters.

Given Planet Fitness’s incredible reach, it may come as no surprise that the chain has jumped on the media advertising bandwagon, announcing last month the launch of its own media network. The network will connect advertising partners with Planet Fitness’s growing audience, leveraging multiple channels – including in-club TV screens and other on-site promotional solutions. 

And a look at the demographic characteristics of Planet Fitness’s trade areas across major markets shows just how varied a customer base the fitness leader attracts – with clubs in different areas of the country drawing very different audiences. 

In California, for example, the median household income (HHI) of Planet Fitness’s captured market stood at $71.9K in 2023, 16.1% below the statewide baseline of $85.7K. But in New York, the median HHI of the brand’s captured market was $79.9% – 2.7% above the statewide baseline. And though Planet Fitness is squarely positioned as a bargain gym, a significant share of its captured market consisted last year of wealthy households earning more than $150K a year. This metric also varied across regions, as did the household composition of the chain’s customer base – with New York attracting customers from areas with disproportionately high shares of singles, and California drawing visitors from places with outsize shares of large households.  

Given the variation in its captured markets, Planet Fitness’s media network offers potential advertisers not just the ability to reach millions of customers – but also the possibility of creating targeted campaigns aimed at different locations’ specific audiences.

bar graphs: demographics of planet fitness's captured trade areas in 2023 by region. based on STE: PopStats dataset and Placer.ai captured trade area data

Key Takeaways

Gyms have flourished in recent years, buoyed by consumers’ growing emphasis on health, wellness, and affordable experiences. But will newly-committed gym rats tire as the power of their new year’s resolutions wanes? How will the sector continue to fare as 2024 wears on? 

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

Article
Dutch Bros. Continues To Percolate Visits
Dutch Bros. has impressed with its foot traffic growth over the past few years. We took a closer look at the foot traffic data to understand where this chain’s growth is headed.
Bracha Arnold
Feb 20, 2024
2 minutes

Dutch Bros. has impressed with its foot traffic growth over the past few years. We took a closer look at the foot traffic data to understand where this chain’s growth is headed.  

Brewing Up Visits

Dutch Bros., the country’s third-largest coffee chain, began as a simple coffee pushcart in Grants Pass, Oregon. Thirty-two years later, the company is one of the fastest-growing coffee chains in the country, having grown to over 900 locations in the country’s North and Southwest regions. 

Analyzing the change in monthly visits to the chain since 2019 reveals near-constant growth over the past few years – a noteworthy feat considering the challenges facing the space over COVID and during the recent inflation. And while some of Dutch Bros. visit increase is likely due to its expanding store fleet, the consistency and magnitude of the growth suggests that the chain is keeping its new customers coming back. 

Dutch Bros.’ success continued in 2023 and into the new year, with the company posting consistent year-over-year (YoY) visit gains for the past thirteen months. January 2024 visits to Dutch Bros. were 10.0% higher than in January 2023, while overall visits to the coffee space decreased by 2.7% YoY during the same period.

line chart: monthly visits to dutch bros. compared to January 2019 up over 150% in Jan. 2024. bar chart: monthly visits to Dutch Bros. up YoY since H2 2023

Who Visits Dutch Bros.?

Dutch Bros.’ drive-thru design helped the chain thrive during the pandemic – and the layout is also helping the chain reach suburban audience segments. 

A chain’s potential market refers to the population residing in a given trade area, weighted to reflect the number of households in each Census Block Group (CBG) comprising the trade area. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG. 

Analyzing the psychographic makeup of Dutch Bros' trade areas in four major markets – Texas, Arizona, Oregon, and California – revealed that the chain’s captured market attracts an outsize share of suburban audience segments. Specifically, Spatial.ai: PersonaLive’s “Blue Collar Suburbs” and “Upper Suburban Diverse Families” were both overrepresented in Dutch Bros.’ captured market relative to their presence in the chain’s potential market. This suggests that the chain is particularly popular among suburban coffee lovers, regardless of income levels or economic backgrounds. As Dutch Bros. continues its expansion, focusing on suburban, car-centric areas may serve it well.

bar chart: dutch bros sees more suburban segments in its captured market than potential market

Pour It Up

Dutch Bros. has been a remarkable success story over the past few years despite the widespread economic headwinds challenges the dining space at large has experienced. Will the chain continue to see its momentum continue into 2024 and beyond? 

Stay up-to-date with the latest data-driven dining insights by visiting placer.ai.

Article
Super Bowl 2024: Placer.ai’s Postgame Foot Traffic Analysis
The Super Bowl was hosted in Las Vegas for the first time ever, and was followed by lots of after-game parties and parades. We used the latest location analytics to take a closer look at the Vegas hotspots where fans and celebrities celebrated (or drowned their sorrows) after the game. 
Ezra Carmel
Feb 19, 2024
3 minutes

Super Bowl LVIII was a memorable event on and off the field. Rising-star quarterback Brock Purdy of the San Francisco 49ers led a valiant effort – though ultimately fell short – against the Kansas City Chiefs and their veteran starter Patrick Mahomes. The game made history as the first-ever Super Bowl hosted in Las Vegas; plenty of cause for celebration – if the city needed any. And because Vegas is packed with world-class entertainment venues just steps away from the stadium, Super Bowl 2024 was poised to be a bash from the get-go. We used the latest location analytics to take a closer look at the Vegas hotspots where fans and celebrities celebrated (or drowned their sorrows) after the game. 

Hotels & Casinos Hit the Jackpot

Alongside the excitement of the game inside Las Vegas’s Allegiant Stadium, the party atmosphere of The Entertainment Capital of the World did not disappoint. Compared to the two previous Super Bowls, this year’s contest had the highest percentage of postgame hotel & casino visits – a whopping 38.4% of stadium visitors on Super Bowl Sunday visited a hotel or casino immediately after the game. 

These venues have numerous attractions – restaurants, bars, nightclubs, and hotel rooms – so it’s difficult to know what specifically drove elevated foot traffic. However, it’s fair to say that postgame parties were a significant factor.

bar graph: hotels and casinos were the stars of super bowl 2024

The Top Party Spots

Diving deeper into the data revealed which Vegas venues drove the most postgame traffic from stadium visitors. Caesars Palace came out on top, welcoming 6.3% of postgame foot traffic. Notably, the hotel’s Omnia nightclub was the location of the 49ers' postgame gathering where Lil Wayne attempted to alleviate the heartbreak of the losing squad. 

Las Vegas’ Harry Reid Int’l Airport – where some fans and staff likely made a quick exit after the game – took second place, and Wynn Las Vegas was the third most-visited postgame location and cemented itself as a Super Bowl party destination – having hosted the champs last year as well. This time around, big stars in Chiefs Kingdom –  including Patrick and Brittany Mahomes, Travis Kelce, and Taylor Swift – showed up for an after-party at Wynn Las Vegas’ XS Nightclub to celebrate the victory to the music of Marshmello and Jelly Roll. The hotel’s Encore Beach Club put on an additional after-party honoring Dr. Dre, Snoop Dog, and Usher – who performed the Super Bowl halftime show. Ludacris, who also appeared on stage at halftime, was among the big names in attendance. 

Wynn Las Vegas, with 3.7% of postgame traffic, was the fourth most-visited postgame venue. The hotel’s Zouk Nightclub hosted the Chiefs’ official after-party celebration, with Travis Kelce, Taylor Swift, Megan Fox, and Machine Gun Kelly in attendance. 

bar graph: postgame parties took center stage at Super Bowl 2024. venues visited after allegiant stadium on game day after 5pm. by share of visits

The Party Doesn’t Stop

The Super Bowl LVIII celebrations didn’t end on the Las Vegas Strip. Per tradition, at the end of the game, Super Bowl MVP Patrick Mahomes and his family declared “We’re going to Disneyland!” The following day, the Mahomes family was at a sold-out Disneyland Resort to celebrate the win and take part in the iconic victory parade.

The parade – scheduled for 2 pm – proved popular among Disneyland guests. Location intelligence showed that hourly visits to Disneyland climbed during the lead-up to the parade and peaked at the parade’s start time.

bar graph: patrick mahomes draws fans for disneyland parade. share of hourly visits to Disneyland, Anaheim, CA

This One’s in the Books

Las Vegas provided a super-sized entertainment backdrop for sports’ biggest stage and one of the most thrilling Super Bowls to date. Location intelligence from the 2024 Super Bowl suggests that fans who make the trip look beyond the in-stadium action for ways to keep the celebrations going after the final whistle.

For more data-driven entertainment, hospitality, and tourism insights, visit Placer.ai.

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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