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Hats Off For Off-Price
How did off-price leaders T.J. Maxx, Marshalls (both owned by TJX Companies), Burlington, and Ross perform in last year? And how is 2024 shaping up for the category? We dove into the foot traffic data to find out. 
Bracha Arnold
Feb 15, 2024
3 minutes

How did off-price leaders T.J. Maxx, Marshalls (both owned by TJX Companies), Burlington, and Ross perform in last year? And how is 2024 shaping up for the category? We dove into the foot traffic data to find out. 

Continuing To Grow

Off-price apparel retailers typically employ a straightforward method: sell excess or off-season merchandise that would otherwise remain unsold at a discount, benefiting both shoppers and manufacturers. 

This retail model has consistently performed well, as evidenced by the consistent growth in visits to T.J. Maxx, Marshalls, Ross, and Burlington over the past few years. And despite the overall sluggishness experienced by much of the apparel retail category in 2023, visits to these stores continued to increase year-over-year (YoY) in every quarter analyzed.

bar graph: visits to off=price retailers elevated all quarters of 2023

January 2024 YoY visit growth slowed slightly – perhaps due to Q1 2023’s exceptionally strong performance. But despite the difficult comparison, foot traffic for most chains remained close to 2023 levels while YoY January visits to Ross increased 5.5%, highlighting the resilience of the off-price sector.  

bar graph: Ross Dress for Less led the off-price category in January 2024

HHI Varies By Brand

The demographic and psychographic makeup of a chain’s trade area – which shows the types of visitors who frequent the chain – can be determined by looking at the chain’s potential or captured market. A chain’s potential market is calculated by weighing the Census Block Groups (CBGs) feeding visits to the chain according to the size of the CBG, while the captured market weighs each CBG according to the relative number of visits to the chain originating from that CBG.  

Using these tools to analyze the median household income (HHI) in the trade areas of the four chains reveals a divergence between the two TJX-owned chains T.J. Maxx and Marshalls, on one side, and Ross Dress for Less and Burlington, on the other. The median HHI in T.J. Maxx and Marshalls’ potential market is higher than the potential median HHI for Ross and Burlington – and the two TJX brands’ captured market median HHI is even higher. Meanwhile, the median HHI in Ross and Burlington’s captured market is lower than the median HHI in their own potential markets. 

The variance in median HHI between the chains may have to do with differences in branding and product selection. Marshalls and T.J. Maxx tend to have the higher price points, with T.J. Maxx in particular expanding its designer offerings over the past few years through its Runway stores. Ross and Burlington, known for their no-frills approach to clothing shopping, have relatively lower price points – and may see more customers seeking bargains over high fashion. 

bar chart: median HHI variances between off-price retailers. Based on STI: PopStats dataset combined with placer.ai captured and potential trade area data

Families Drawn To Off-Price Retailers

While an analysis of trade area median HHI highlights differences between the chains’ visitor bases, a deeper exploration of Marshalls, Ross, and Burlington’s trade areas suggests that the retailers also share common ground – specifically, their popularity with middle-income families. For almost all brands, the captured market share of households categorized by the Spatial.ai: PersonaLive dataset as “Family Union” and “Cultural Connections” was larger than the potential market share. T.J. Maxx, which had a slightly lower share of “Cultural Connection” households in its captured market relative to its potential market, was the sole exception.

All four chains continue to add stores to their fleets – Ross opened 97 stores in fiscal 2023, and Burlington is looking to expand in over 60 former Bed Bath and Beyond locations. Focusing on trade areas with diverse families, then, may serve Marshalls, Ross, and Burlington. And T.J. Maxx, which has been enjoying a resurgence of interest from younger shoppers, might consider expanding into areas that attract young professionals.

bar chart: off-price retailers attract more divers families in captured market vs. potential market

Dressing To Impress

Off-price apparel retailers continue to succeed despite – or perhaps because of – a challenging economic climate. Will their success continue into 2024? 

Visit placer.ai to keep up-to-date on the latest data-driven retail trends.

Article
Who Is Shopping at Malls?
With shopping center vacancy rates now lower than they were pre-COVID, we dove into the demographic and psychographic trade area data for leading Indoor Malls, Open-Air Shopping Centers, and Outlet Malls to understand who visited malls in 2023. 
Shira Petrack
Feb 14, 2024
2 minutes

With shopping center vacancy rates now lower than they were pre-COVID, we dove into the demographic and psychographic trade area data for leading Indoor Malls, Open-Air Shopping Centers, and Outlet Malls to understand who visited malls in 2023. 

Shopping Center Types Draw a Variety of Audiences 

Diving into the demographics of the trade areas of the various mall types in 2023 reveal both similarities and differences between the typical visitor to Indoor Malls, Open-Air Shopping Centers, and Outlet Malls. 

In all three mall types, the median trade area household income (HHI) in the three mall types was higher than the nationwide median HHI of $69.5K (according to the STI: Popstats 2022 dataset). But Open-Air Shopping Centers drew the highest income visitors, with a trade area median HHI of $87.8K in 2023. The trade area of Open-Air Shopping Centers also had the lowest share of Households with Children and the highest share of singles (One-Person and Non-Family Households). 

Outlet Malls lay at the other end of the spectrum, with a trade area median trade HHI of $73.9K, the highest share of Households with Children, and the lowest share of single households. And the median HHI and household composition for the trade area of Indoor Malls stood between those of the other two types. 

bar chart: demographic differences among trade areas of various mall types

Different Family Segments for Different Mall Types

Even though Outlet Malls tend to draw the highest, and Open-Air Shopping Centers draw the lowest share of family visitors (Households with Children), diving deeper into various family segments reveals a more nuanced picture. 

For example, the trade areas of Outlet Malls do indeed contain the highest shares of the “Family Union” and “Promising Families” segments – defined by Experian: Mosaic as blue-collar families and young families in starter homes, respectively. But Open-Air Shopping Centers tend to draw the highest share of the more affluent “Flourishing Families” segment – perhaps thanks to the Open-Air Shopping Centers’ higher trade area median HHI. 

So while the demographic analysis can provide an overall snapshot of the various mall types’ audience, diving into the psychographics can yield a higher-resolution picture of the types of shoppers frequenting each shopping center category. 

bar graph: different mall types attract different family segments

Looking Ahead to 2024 

For the most part, malls – especially Indoor Malls and Open-Air Shopping Centers – succeeded in exceeding or staying close to 2022 visit levels last year, despite the economic headwinds. And while January data indicates that the space may be entering a challenging period, there are plenty of reasons to think that the dip in early 2024 foot traffic is just a temporary setback driven by a unique set of circumstances. As the year continues to unfold, tracking visits in this sector will offer more insights into the state of the 2024 consumer. 

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

Article
Drilling Down Into Home Improvement
When we last checked in with the home improvement category, high interest rates and a cooling housing market had impacted visits to retailers The Home Depot, Lowe’s, and Tractor Supply. As 2024 gets underway, what might lie ahead for these chains? We take a look at the data to find out. 
Bracha Arnold
Feb 13, 2024

When we last checked in with the home improvement category, high interest rates and a cooling housing market had impacted visits to retailers The Home Depot, Lowe’s, and Tractor Supply. As 2024 gets underway, what might lie ahead for these chains? We take a look at the data to find out. 

Hammering Out The Visits

Home Depot and Lowe’s, two of the largest home improvement retailers in the country, command a significant share of the industry. The two chains experienced ups and downs over the past few years, from a pandemic-era spike in visits to a more recent slowdown as rising prices and slowing home sales led many would-be shoppers to rethink a renovation.

The turbulence in the Home Improvement space continued in 2023. In the first half of the year, foot traffic to The Home Depot and Lowe’s showed modest increases on a year-over-year (YoY) basis – but that momentum slowed into the years’ second half as home sales dropped to a six-month low

Visit performance to these retailers may well improve in 2024. Should home sales pick up  as mortgage rates continue on their expected downward trajectory, home improvement chains would likely see an increase in visits as new homeowners grab equipment for renovations.  

line graph: foot traffic to The Home Depot and Lowe's remained close to 2022 levels in H1 2023, slowed in H2

Nailed It: Median HHI Variances

Analyzing median household income (HHI) of visitors to The Home Depot and Lowe’s, segmented by potential and captured markets, may provide insights into The Home Depot's stronger year-over-year foot traffic performance. (A chain's potential market looks at the Census Block Groups (CBGs) where visitors to a chain originate, weighted according to the CBG’s population. In contrast, captured market visit data reflects figures weighted by the actual number of visits from each CBG.) 

The trade area median HHI tends to be higher for Home Depot than for Lowe’s in the chains’ potential markets – and the differences grow even more pronounced when analyzing the captured market. The Home Depot’s potential market median HHI stood at $71.5K/year – just slightly higher than Lowe’s $69.6K/year. But The Home Depot’s captured market median HHI was $74.3K/year in 2023 – around 4% higher than the chain’s potential market median HHI. Meanwhile, Lowe’s captured market median HHI of $69.0K/year was around 1% lower than its potential market median HHI.

The income disparity between the visitor bases of the two chains may provide context for The Home Depot’s foot traffic strength compared to Lowe’s – The Home Depot’s wealthier customers may be more insulated from the effects of inflation. And as inflation eases and demand for home renovations creeps up, Lowe’s may yet see visits tick up as its customers return to the chain. 

bar graph: median HHI for home improvement chains shows variance among brands.

Ranching Out: Visits To Tractor Supply

Tractor Supply Co. – another major home improvement chain – also offers a variety of products geared toward farm and ranch living, including animal feed and farm equipment. The company was a surprising pandemic winner, seeing its sales and foot traffic grow significantly as people moved to the countryside.

The chain's popularity has remained strong even as the pandemic-induced migration trends subside and the influx of city-dwellers to rural areas slows down. Visits to Tractor Supply remained consistently high throughout 2023, with only two months experiencing YoY foot traffic lags. Tractor Supply visits also outpaced visits to the home improvement category as a whole, indicating sustained demand for farm products. 

line chart: tractor supply outpaces wider home improvement category

Rural Renovations Rule

A deeper exploration of the three home improvement chains’ psychographic compositions indicates that Tractor Supply’s popularity with rural segments (as defined by the Spatial.ai: PersonaLive dataset) may be fueling some of its sustained visit success. 

All three chains saw a higher share of rural visitors in their captured market compared to their potential market – indicating that rural consumers are particularly interested in home improvement tools and products. And of the three chains, Tractor Supply served the largest share of rural visitors by far. The share of rural audience segments in Tractor Supply’s potential markets significantly exceeded the share of these segments in the trade areas of Lowe’s and The Home Depot’s, and the relative share of rural segments in Tractor Supply’s captured market was even more impressive. 

Lowe’s, which has bolstered its rural presence over the past year, had the second-highest percentage of rural segments in both its potential and captured markets – although its share of rural visitors was still considerably lower than Tractor Supply’s. 

Meanwhile, The Home Depot saw the smallest share of rural visitors across all rural segments analyzed. The company’s captured market had just slightly more Rural High Income and Rural Low Income visitors relative to its potential market, and there was no difference between its captured and potential market shares of Rural Average Income consumers.

The impressive over-representation of rural customers to Lowe’s and Tractor Supply suggest that the rural potential for home improvement chains is significant – and chains that tap into the segment may see further foot traffic to their stores. 

bar charts: tractor supply has cornered rural home improvement markets

Renovations, Renewed

The home improvement space has seen plenty of variance over the past few years, from the pandemic-fueled DIY highs of 2020 and 2021 to the overall slowdown brought on by inflation in 2023. Will visits begin to pick up again into 2024? 

Visit placer.ai/blog for the latest data-driven retail insights.

Article
Walmart, Target, Costco & Superstore Space 2023 Recap
How did Target, Walmart, Costco, Sam’s Club, and BJ’s Wholesale Club perform offline last year? Who visited the chains in 2023? And what does 2024 have in store for the space? We dove into the foot traffic and trade area composition data to find out. 
Shira Petrack
Feb 12, 2024
4 minutes

How did Target, Walmart, Costco, Sam’s Club, and BJ’s Wholesale Club perform offline last year? Who visited the chains in 2023? And what does 2024 have in store for the space? We dove into the foot traffic and trade area composition data to find out. 

Strong Year for the Superstore Space 

The superstore and wholesale space performed well across the board in 2023, with leading retailers seeing consistent year-over-year (YoY) quarterly visit growth throughout the year. Costco led the pack in terms of overall YoY visit performance, followed by Sam’s Club and BJ’s Wholesale Club. The wholesale clubs’ strength may be due in part to the chains’ attractive gas prices, which were likely particularly tempting to 2023 consumers looking to stretch their budget. 

Visits to Target also remained above the chain’s 2022 baseline during all four quarters, and Walmart – which closed several stores last year – mostly beat its 2022 visit performance, with the exception of Q4 where traffic remained essentially on par with last year’s levels. 

bar graph: superstores and wholesale club visits in 2023 were mostly up compared to 2022mo

January 2024 Visits Mostly On Par with 2023 Performance 

Visits to four out of five of the analyzed superstores and wholesale clubs dipped slightly in January 2024 relative to January 2023, perhaps due to comparisons to a strong Q1 2023 performance or to post-holidays consumer cutbacks. But despite the challenging circumstances, the YoY drops remained minimal – so the softer start to the year is not necessarily an indication of things to come. 

And in contrast to the subdued visit performance in the rest of the category, Costco foot traffic exceeded its January 2023 visit baseline – revealing the potential for the superstore space to grow in a positive direction in 2024.

 

bar chart: january 202 visits to superstores and wholesale clubs remained close to 2023 levels in January 2024

Monthly Visit Trends Vary Among Chains

Analyzing monthly visits to leading superstore and wholesale clubs in 2023 compared to each chain’s monthly visit average reveals different consumer patterns for each brand. 

While all chains saw their monthly visits peak in December, Target experienced the most significant holiday peak, with a 33.9% increase in monthly visits compared to its 2023 monthly average – more than double the increases of the other four chains analyzed. Target also saw the strongest August visit growth relative to its 2023 monthly average as parents and students likely flocked to the chain in search of Back-to-School apparel and supplies. 

In June and July, Walmart’s relative visit growth exceeded that of the other four chains – possible thanks to consumers stocking up on summer supplies. And the wholesale clubs saw larger relative increases in November, as those chains’ bulk grocery offerings may have helped consumers shop for a crowd ahead of Thanksgiving dinner.

line graph: different monthly visit patterns for each superstore and wholesale club

Who Shops at Superstores & Wholesale Clubs? 

The trade areas of all five chains analyzed included a higher share of Households with Children when compared to the nationwide average. But the two superstore brands – Walmart and Target – also had larger percentages of 1-Person and Non-Family (roommate) Households when compared to the nationwide average, while the three wholesale clubs had smaller shares. 

So while average wholesale clubs and their large selection of bulk packaged items cater primarily to families, superstores seem to attract a wider range of shoppers, including consumers shopping for one and living alone or with roommates. 

bar graph: superstores serve more singles, costco's visitor base includes largest shares of families with children, based on sti:PopStats dataset combined with placer.ai trade area data

Differences Between the Chains 

Diving into the psychographic composition of the trade areas highlights additional differences between the various chains’ audiences. 

The trade areas of Walmart and of its subsidiary Sam’s Club had the highest share of  Spatial.ai: PersonaLive’s small town and rural audience segments, including “Small Town Low Income,” “Rural Low Income,” “Rural Average Income,” and “Rural High Income.” 

Suburban segments were more distributed. Walmart and Sam’s Club served a higher share of “Blue Collar Suburbs” while Target and Costco drew more “Wealthy Suburban Families” – and BJ’s Wholesale Club received the largest percentage of “Upper Suburban Diverse Families.” 

BJ’s trade area also included the largest shares of almost all the urban segments with the exception of “Educated Urbanites” – defined by Spatial.ai as “well educated young singles living in dense urban areas working relatively high paying jobs” – for which Target came out on top.

 

bar graph: each superstore and wholesale club serves a specific audience

Looking Ahead to 2024

The leading superstore and wholesale clubs performed well in 2023 as consumers relied on their bulk-packaging and value-pricing to stretch their increasingly strained budgets. 

What does 2024 have in store? Visit the placer.ai blog to find out. 

Article
Year of the Dragon, Luckiest Animal in the Zodiac: Will that Luck Hold for Asian-Themed CRE?
Caroline Wu
Feb 10, 2024

It only comes around once every 12 years, and for those born in the Year of the Dragon, they are considered to be the luckiest of the Zodiac signs.  This year’s element is wood, and thus a Wood Dragon year can portend good fortune, action, and expansion.  Let’s take a look at some Asian concepts, brands, and shopping centers and see if our Placer trends indicate whether they might be in for a lucky, powerful year.

More Tea, Please: Tea is Anywhere and Everywhere, All at Once

Tea drinks, especially those including tapioca pearls otherwise known as boba have created billionaires in China, and global expansion means that you can get your fill of the chewy goodies all over the world nowadays.  Some of the largest chains in the US include Kung Fu Tea, with over 350 locations; Gong Cha; Sharetea with more than 500 stores in 15 locations; Boba Guys known for their famous strawberry puree matcha tea latte; and It’s Boba Time, Happy Lemon,  YiFang Taiwan Fruit Tea, and Boba Loca.

Tea has been an integral part of our global history.  As a precious commodity, it was traded along the Silk Road, leading to increased transcontinental commerce.  In American history, the Boston Tea Party was perhaps not so much about tea itself but about taxation and representation, but in any words, it was definitely a catalyst towards American independence.  And now,  thousands of years later, tea continues to be a tour de force for antioxidants, anti-aging, and an overall delicious base for a bevy of creative drinks.  Economists often talk about the “latte index” - used to estimate purchasing power parity in 16 countries around the world compared to the cost of a tall Starbucks latte in NYC.

Latte Index 2.9.24
Source: Visualcapitalist.com (The Latte Index: Using the Impartial Bean to Value Currencies)

With the way things are going with teas, could a boba index not be far behind?  We examined year-over-year traffic for some of the leading tea/boba chains compared to specialty coffee chains.  Boba has seen gains compared to last year, usually at a higher percentage than coffee.  Both beverage type chains have trended upwards in 2023, although coffee had a bit of a dip in the latter part of the year.

To be fair, one can often order a coffee at a tea store and vice versa, but there are certainly toppings and color sensations at tea stores that are uniquely suited to social media, such as butterfly pea, which is an intense shade of violet, or various vibrant toppings such as popping boba in pink and orange.  In some creations, the tea is even dispensed with entirely, such as Tiger Sugar’s brown sugar boba milk with a deep caramel flavor, or their highly-coveted ice cream bar version of the drink.

Tiger Sugar images side by side 2.9.24

Asian Malls in the US to Visit for Lunar New Year

For those wishing for an authentic taste of an Asian shopping mall experience during Lunar New Year, there are many options around the US including Chinese shopping malls in the west like Focus Plaza/San Gabriel Square in San Gabriel Valley, Diamond Jamboree in Irvine, Shanghai Plaza in Chinatown Las Vegas, and Great Wall Mall in Kent, WA as well as in the east like Tangram and New World Mall in Flushing, NY.

Of these malls, Diamond Jamboree is the most visited. It has local favorites like The Kickin' Crab, Hai Di Lao, and Pepper Lunch. For dessert, head on over to Meet Fresh, with its refreshing grass jelly or chewy taro balls or SomiSomi for the cutest fish-shaped pancakes and a delectable choice of soft-serve flavors like ube and sesame.

Next is Shanghai Plaza, which is located in Las Vegas Chinatown.  At Shanghai Taste, one can slurp xiao long bao soup dumplings, and another favorite - sheng jian bao - which is basically the love child of the more well known bao zi (meat bun) and the aforementioned xiao long bao. Somehow, it manages to have the fluffiness of the outer dough with a burst of soup and filling inside. Add the slight crunchiness of a pan-fried base and your mouth will be amazed by the variety of flavors and textures.

San Gabriel Square, also known as Focus Plaza, is the granddaddy of San Gabriel Valley larger-than-life malls. Also lovingly named “Chinese Disneyland” it offers a famous restaurant Five Star Seafood, a 99 Ranch, as well as other restaurants and jewelry stores. It opened in 1990 and became the place where one could go to buy laserdiscs for karaoke machines, as well as buy delicacies like honey-dried mangoes or salted plums. Nearly 25 years later, it is poised for renovation as it competes with other Chinese malls in the Greater Los Angeles and Orange County area for hot new restaurants and bakeries.

Moving across the country, we have Tangram in Queens, NY.  Who doesn’t love an Asian food hall, with its dizzying array of hawkers, smells, and bustle? Tangram opened its Food Hall in January 2023, with a mix of international cuisine such as Joju for Vietnamese sandwiches, Zaab Zaab for Thai food, and Na Tart for egg tarts. One unique offering at Xi’an Famous Food is their piece de resistance lamb noodles. Topped with melt-in-your-mouth lamb, the broth is composed of both cumin and chili, and the hand-pulled noodles offer you that perfect texture referred to as “qq” in Chinese, whose closest renditions for noodles in another language might be “al dente.” This food hall spans 24,000 square feet and is lit with neon to mimic the non-stop night market energy in cosmopolitan Asian cities.

Great Wall Mall in Kent, Seattle is another Pan-Asian shopping center, despite its Chinese-centric name. Anchored by a 99 Ranch market, it also includes Chinese and Vietnamese restaurants, a Korean clothing store, hair and nail salons, and home decor.  Architecturally, the outside is flanked by a fortress-style wall that mimics the Great Wall of China.

Last, but not least, we have New World Mall. Another sprawling food hall awaits, with over two dozen eateries to choose from. The exciting part of visiting food halls is the ability to get to the level of regional cuisine. Whether its Chongqing xiao mian featuring spicy Sichuan noodles or knife-cut noodles from Lanzhou, one has the opportunity to try a variety of cooking styles, nuances in similar-sounding dishes, and basically explore an entire country through its diversity of tastes.

Article
Catching Up With Shake Shack and Wingstop
We take a look at two dining chains - Shake Shack and Wingstop - to see how they performed during the final quarter of 2023 and what may lie ahead for them in the new year.
Lila Margalit
Feb 8, 2024
3 minutes

The past couple of years have been challenging ones for the dining industry as high food prices and economic headwinds led many consumers to cut back on unnecessary indulgences. Still, people can’t eat at home all the time, and there’s always demand for restaurants that serve up good food and a welcoming ambiance – without breaking the bank.

So with Q4 2023 under our belts, we dove into the data to check in with two dining chains that are especially good at giving customers what they want: Shake Shack and Wingstop. How did they perform during the final quarter of 2023? And what lies ahead for them in the new year?

Leaving Dining in the Dust

Shake Shack, curiously named after an amusement park ride from 70’s hit movie Grease, continues to impress. Following a robust third quarter, the gourmet burger joint maintained strong positive year-over-year (YoY) visit growth throughout Q4 2023 – finishing out the year with a remarkable 24.3% foot traffic jump in December 2023. 

Wingstop, another darling of the dining industry, also ended 2023 with a bang. Whether celebrating the New York Knicks with a special lemon garlic flavor, or jumping on the dry January bandwagon with its own “dry rub January”, the popular chicken restaurant draws crowds by staying up-to-date with popular trends. And throughout Q4 2023, Wingstop saw positive visit growth ranging from 12.8% to 16.3%.

 

bar graph: shake shack and wingstop experience significant growth in October '23-Jan. '25

Shake Shack Shakes Things Up

The ongoing success of these two chains in a difficult overall environment shows that there’s more than one way to win at the dining game. With limited-time offerings like White Truffle Burgers, and sandwiches that feature Kimchi slaw, Shake Shack’s relatively upscale offerings have traditionally drawn affluent audiences. But as the chain has continued to expand, its customer base has diversified – with the median household income (HHI) of its captured market dropping by 8.6% over the past four years. Over the same period, the share of ultra-wealthy families and educated urbanites in the restaurant’s captured market declined, while the share of young professionals and urban low income consumers increased. Wider audiences, of course, means broader appeal – and more people getting addicted to Shake Shack’s delicious offerings.

graph: shake shack has diversified its audience over the past four years, median hhi and psychographic segmentation based on STI: PopStats dataset and Spatial.ai: PersonaLive datasets and placer.ai captured trade area data

Wingstop: Dinner for the Whole Gang

Wingstop, for its part, has pursued a somewhat different strategy. Positioned as an affordable eatery straddling the space between fast food and fast-casual, Wingstop draws less well-to-do consumers. Combining foot traffic data with demographics from STI’s PopStats shows that the median HHI of Wingstop’s captured market came in at $62.1K in Q4 2023, well below the nationwide baseline of $69.5K. 

But despite targeting a demographic with less discretionary income, Wingstop has carved out a niche for itself as a to-go dining destination for people seeking the perfect place to sit down to a nice, big meal with the family. In Wingstop’s four biggest markets – Texas, California, Florida, and Illinois – the chain’s trade areas featured more persons per household than the statewide averages in Q4 2023. And Wingstop’s captured markets were also over-indexed for families with children – showing that parents are particularly likely to pay the restaurant a visit.

bar chart: wingstop finds success through its appeal to large households and families with children

Key Takeaways

Though food prices have stabilized and consumer confidence has begun to recover, last year ended on a tough note for restaurants. But while the category as a whole has yet to fully regain its footing, chains like Shake Shack and Wingstop are finding success by leaning into evolving consumer demand.

Will cooling inflation kickstart a dining revival? And what does the rest of 2024 have in store for Shake Shack and Wingstop? 

Follow Placer.ai to find out.

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

Dining in 2024 (So Far)

The restaurant space has experienced its fair share of challenges in recent years – from pandemic-related closures to rising labor and ingredient costs. Despite these hurdles, the category is holding its own, with total 2024 spending projected to reach $1.1 trillion by the end of the year.

And an analysis of year-over-year (YoY) visitation trends to restaurants nationwide shows that consumers are frequenting dining establishments in growing numbers – despite food-away-from-home prices that remain stubbornly high.

Overall, monthly visits to restaurants were up nearly every month this year compared to the equivalent periods of 2023. Only in January, when inclement weather kept many consumers at home, did restaurants see a significant YoY drop. Throughout the rest of the analyzed period, YoY visits either held steady or grew – showing that Americans are finding room in their budgets to treat themselves to tasty, hassle-free meals.

Still, costs remain elevated and dining preferences have shifted, with consumers prioritizing value and convenience – and restaurants across segments are looking for ways to meet these changing needs. This white paper dives into the data to explore the trends impacting quick-service restaurants (QSR), full-service restaurants (FSR), and fast-casual dining venues – and strategies all three categories are using to stay ahead of the pack. 

Dollar-Driven Dining Decisions 

Overall, the dining sector has performed well in 2024, but a closer look at specific segments within the industry shows that fast-casual restaurants are outperforming both QSR and FSR chains. 

Between January and August 2024, visits to fast-casual establishments were up 3.3% YoY, while QSR visits grew by just 0.7%, and FSR visits fell by 0.3% YoY. As eating out becomes more expensive, consumers are gravitating toward dining options that offer better perceived value without compromising on quality. Fast-casual chains, which balance affordability with higher-quality ingredients and experiences, have increasingly become the go-to choice for value-conscious diners.

Fast-casual restaurants also tend to attract a higher-income demographic. Between January and August 2024, fast-casual restaurants drew visitors from Census Block Groups (CBGs) with a weighted median household income of $78.2K – higher than the nationwide median of $76.1K. (The CBGs feeding visits to these restaurants, weighted to reflect the share of visits from each CBG, are collectively referred to as their captured market). 

Perhaps unsurprisingly, quick-service restaurants drew visitors from much less affluent areas. But interestingly, despite their pricier offerings, full-service restaurants also drew visitors from CBGs with a median HHI below the nationwide baseline. While fast-casual restaurants likely attract office-goers and other routine diners that can afford to eat out on a more regular basis, FSR chains may serve as special occasion destinations for those with more moderate means. 

Who Can Afford to Raise Prices?

Though QSR, FSR, and fast-casual spots all seek to provide strong value propositions, dining chains across segments have been forced to raise prices over the past year to offset rising food and labor costs. This next section takes a look at several chains that have succeeded in raising prices without sacrificing visit growth – to explore some of the strategies that have enabled them to thrive.

Shake Shack: Drawing Affluent Audiences 

The fast-casual restaurant space attracts diners that are on the wealthier side – but some establishments cater to even higher earners. One chain of note is NYC-based burger chain Shake Shack, which features a captured market median HHI of $94.3K. In comparison, the typical fast-casual diner comes from areas with a median HHI of $78.2K. 

Shake Shack emphasizes high-quality ingredients and prices its offerings accordingly. The chain, which has been expanding its footprint, strategically places its locations in affluent, upscale, and high-traffic neighborhoods – driving foot traffic that consistently surpasses other fast-casual chains. And this elevated foot traffic has continued to impress, even as Shake Shack has raised its prices by 2.5% over the past year. 

Texas Roadhouse: Thriving Through Price Hikes

Steakhouse chain Texas Roadhouse has enjoyed a positive few years, weathering the pandemic with aplomb before moving into an expansion phase. And this year, the chain ranked in the top five for service, food quality, and overall experience by the 2024 Datassential Top 500 Restaurant Chain.

Like Shake Shack, Texas Roadhouse has raised its prices over the past year – three times – while maintaining impressive visit metrics. Between January and August 2024, foot traffic to the steakhouse grew by 9.7% YoY, outpacing visits to the overall FSR segment by wide margins. 

This foot traffic growth is fueled not only by expansion but also by the chain's ability to draw traffic during quieter dayparts like weekday afternoons, while at the same time capitalizing on high-traffic times like weekends. Some 27.7% of weekday visits to Texas Roadhouse take place between 3:00 PM and 6:00 PM – compared to just 18.9% for the broader FSR segment – thanks to the chain’s happy hour offerings early dining specials. And 43.3% of visits to the popular steakhouse take place on Saturdays and Sundays, when many diners are increasingly choosing to splurge on restaurant meals, compared to 38.4% for the wider category.

QSR Limited-Time Offers (LTOs) to the Rescue

Though rising costs have been on everybody’s minds, summer 2024 may be best remembered as the summer of value – with many quick-service restaurants seeking to counter higher prices by embracing Limited-Time Offers (LTOs). These LTOs offered diners the opportunity to save at the register and get more bang for their buck – while boosting visits at QSR chains across the country. 

Hardee’s August Combo Deal: A Recipe for Loyalty

Limited time offers such as discounted meals and combo offers can encourage frequent visits, and Hardee’s $5.99 "Original Bag" combo, launched in August 2024, did just that. The combo allowed diners to mix and match popular items like the Double Cheeseburger and Hand-Breaded Chicken Tender Wraps, offering both variety and affordability. And visits to the chain during the month of August 2024 were 4.9% higher than Hardee’s year-to-date (YTD) monthly visit average.

August’s LTO also drove up Hardee’s already-impressive loyalty rates. Between May and July 2024, 40.1% to 43.4% of visits came from customers who visited Hardee’s at least three times during the month, likely encouraged by Hardee’s top-ranking loyalty program. But in August, Hardee’s share of loyal visits jumped to 51.5%, highlighting just how receptive many diners are to eating out – as long as they feel they are getting their money’s worth. 

McDonald’s Special Meal Deal

McDonald’s launched its own limited-time offer in late June 2024, aimed at providing value to budget-conscious consumers. And the LTO – McDonald’s foray into this summer’s QSR value wars – was such a resounding success that the fast-food leader decided to extend the deal into December. 

McDonald’s LTO drove foot traffic to restaurants nationwide. But a closer look at the chain’s regional captured markets shows that the offer resonated particularly well with “Young Urban Singles” – a segment group defined by Spatial.ai's PersonaLive dataset as young singles beginning their careers in trade jobs. McDonald's locations in states where the captured market shares of this demographic surpassed statewide averages by wider margins saw bigger visit boosts in July 2024 – and the correlation was a strong one.  

For example, the share of “Young Urban Singles” in McDonald’s Massachusetts captured market was 56.0% higher than the Massachusetts statewide baseline – and the chain saw a 10.6% visit boost in July 2024, compared to the chain's statewide H1 2024 monthly average. But in Florida, where McDonald’s captured markets were over-indexed for “Young Urban Singles” by just 13% compared to the statewide average, foot traffic jumped in July 2024 by a relatively modest 7.3%. 

These young, price-conscious consumers, who are receptive to spending their discretionary income on dining out, are not the sole driver of McDonald’s LTO foot traffic success. Still, the promotion’s outsize performance in areas where McDonald’s attracts higher-than-average shares of Young Urban Singles shows that the offering was well-tailored to meet the particular needs and preferences of this key demographic. 

Michelin Star Success 

While QSR, fast-casual, and FSR chains have largely boosted foot traffic through deals and specials, reputation is another powerful way to attract diners. Restaurants that earn a coveted Michelin Star often see a surge in visits, as was the case for Causa – a Peruvian dining destination in Washington, D.C. The restaurant received its first Michelin Star in November 2023, a major milestone for Chef Carlos Delgado.

The Michelin Star elevated the restaurant's profile, drawing in affluent diners who prioritize exclusivity and are less sensitive to price increases. Since the award, Causa saw its share of the "Power Elite" segment group in its captured market increase from 24.7% to 26.6%. Diners were also more willing to travel for the opportunity to partake in the Causa experience: In the six months following the award, some 40.3% of visitors to the restaurant came from more than ten miles away, compared to just 30.3% in the six months prior.

These data points highlight the power of a Michelin Star to increase a restaurant’s draw and attract more affluent audiences – allowing it to raise prices without losing its core clientele. Wealthier diners often seek unique culinary experiences, where price is less of a concern, making these establishments more resilient to inflation than more venues that serve more price-sensitive customers.

The Final Plate

Dining preferences continue to evolve as restaurants adapt to a rapidly changing culinary landscape. From the rise in fast-casual dining to the benefits of limited-time offers, the analyzed restaurant categories are determining how to best reach their target audiences. By staying up-to-date with what people are eating, these restaurant categories can hope to continue bringing customers through the door. 

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

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

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

CBSAs on the Rise

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

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

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

Younger and Hungrier

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

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

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

Housing and Jobs: Upgrading and Improving

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

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

Final Grades

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

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

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

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Redefining Retail Spaces: Lessons from the C-Store Category
Dive into the data to see how convenience stores are redefining retail spaces.
September 16, 2024
5 minutes

Convenience stores, or c-stores, have been one of the more exciting retail categories to watch over the past few years. The segment has undergone significant shifts, embracing more diverse offerings like fresh food and expanded dining options, while also exploring new markets and adapting to changing consumer needs. We looked at the recent foot traffic data to see what this category's successes reveal about the current state of brick-and-mortar retail.

Seasonal Stops Along The Way

Convenience stores are increasingly viewed not only as places to fuel up, but as affordable destinations for quick meals, snacks, and other necessities. And analyzing monthly visits to the category shows that it is continuing to benefit from its positioning as a stop for food, fuel, and in some cases, tourism. 

Despite lapping a strong H1 2023, visits to the category either exceeded last year’s levels or held steady during all but one of the first eight months of 2024 – highlighting the segment’s ongoing strength. Only in January 2024 did C-stores see a slight YoY dip, likely reflecting a weather-induced exaggeration of the segment’s normal seasonality. 

Indeed, examining monthly fluctuations in visits to c-stores (compared to a January 2021 baseline) shows that foot traffic to the category tends to peak in summer months – perhaps driven by summer road trips and vacations – and slow down significantly in winter. Given summer’s importance for convenience stores, the category’s August YoY visit bump is a particularly promising indication of c-stores’ robust positioning this year.  

Regional Chains Expanding Their Reach

While some C-store chains, like 7-Eleven, have a nationwide presence, others are concentrated in specific areas of the country. But as the popularity of C-stores continues to grow, regional chains like Wawa, Buc-ee’s, and Sheetz are expanding into new territories, broadening their reach.

Wawa, a beloved brand with roots in Pennsylvania, has become synonymous with its fresh sandwiches, coffee, and a highly loyal customer base. Wawa has been a major player in the c-store space in recent years, with a revamped menu driving ever-stronger foot traffic to its Mid-Atlantic region stores. Between January and August 2024, YoY visits to the chain were mostly elevated. And the chain is now venturing into states like Florida – where its store count has grown significantly over the past few years – as well as Georgia and Alabama. 

Meanwhile, Texas favorite Buc-ee’s, though known for its enormous stores and mind boggling array of dining options, has a relatively small footprint – but that might be changing. The chain, which also outpaced its already-strong 2023 performance this year, is opening locations in Arkansas and North Carolina, further building on its reputation as a destination for travelers. And Sheetz, another regional chain with a strong presence in Pennsylvania, is also expanding, with plans to open locations in Southern states like North Carolina and Tennessee.

Taking the Pulse of Statewide Dwell Times

This trend toward regional expansion offers significant opportunities for growth, not only by increasing store count, but also by reaching new consumer bases and target audiences. Customer behavior differs between markets – and by expanding into new areas, c-stores can tap into unique local visitation patterns.  

One metric that highlights local differences in consumer behavior is dwell time, or the amount of time a customer spends inside a convenience store per visit. In some regions, visitors tend to move in and out quickly, while in others, customers linger for longer periods of time.

Analyzing convenience store dwell times by state highlights substantial differences in visitor behavior. During the first eight months of 2024, coastal states (with the exception of Oregon) tended to see shorter average dwell times (between 7.5 and 11.8 minutes). On the other hand, in states like Wyoming, Montana, and North Dakota, average dwell times ranged between 21.2 and 28.2 minutes. 

Interestingly, the states with the longest dwell times also have some of the highest percentages of truck traffic on interstate highways – suggesting that these longer stops are perhaps made by long-haul truckers looking for a place to shower, relax, and grab a bite to eat. 

Limited-Time Options

Even as regional favorites expand their reach, nationwide classic 7-Eleven is taking steps to further cement its growing role as a prime grab-and-go food and beverage destination. And like other dining destinations, the chain relies on limited-time offers (LTOs) to fuel excitement – and visits. 

One of the most iconic, and beloved c-store LTOs is 7-Eleven’s Slurpee Day, which falls each year on July 11th. The event, during which all 7-Eleven locations hand out free slurpees, tends to drive significant upticks in foot traffic – and this year was no exception. Visits to the convenience store jumped by a whopping 127.3% on July 11th, 2024 relative to the YTD daily visit average – proving that good deals will bring customers in the door.

A Strong Year for Convenience Stores

The convenience store sector continues building on the impressive growth seen in 2023. As many chains double down on expanding both their regional presence and their offerings, will they continue to drive growth in the coming years?

Visit Placer.ai to keep up with the latest data-driven convenience store updates. 

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