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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.

Article
Something To Chew On: Demographic Shifts at Steakhouse Chains
Few things are more beloved by Americans than a steak – and two of the most popular steakhouse chains in the U.S. are Texas Roadhouse and Outback Steakhouse. Who is visiting these chains, and what characteristics do they share? We take a closer look.
Bracha Arnold
Feb 7, 2024
2 mintues

Few things are more beloved by Americans than a steak – and two of the most popular steakhouse chains in the U.S. are Texas Roadhouse and Outback Steakhouse. Who is visiting these chains, and what characteristics do they share? We take a closer look.   

Beefing Up Visits

Food-away-from-home prices remained high for much of 2023, presenting challenges for dining establishments as would-be restaurant patrons reconsidered going for a meal out. Outback Steakhouse in particular felt the impact of the dining downturn, with year-over-year (YoY) visits falling in 2023 – although the dip may also be due to the chain’s downsizing its store fleet. And the chain seems to have offset at least some of the drop thanks to its price increases, which increased the value of every visit. 

Texas Roadhouse, meanwhile, continued its expansion and benefited from growing YoY foot traffic every quarter of 2023.   

bar graph: Outback Steakhouse in particular felt the impact of the dining downturn, with year-over-year (YoY) visits falling in 2023 Outback Steakhouse in particular felt the impact of the dining downturn, with year-over-year (YoY) visits falling in 2023. Texas Roadhouse, meanwhile, continued its expansion and benefited from growing YoY foot traffic every quarter of 2023.

Lower-Income Consumers, Higher Dining Success 

Texas Roadhouse’s success is particularly notable given its trade area median HHI. Both Outback Steakhouse and Texas Roadhouse tend to have a lower median household income (median HH) in their trade areas when compared to the average fast-casual chain, despite having higher price points. The steakhouse leaders also have a trade area median HHI that is significantly lower than the overall fine-dining segment.

The lower median HHI of Texas Roadhouse and Outback Steakhouse visitors suggests that these diners may be avoiding the purchase of more casual, on-the-go meals and instead choosing to direct their more limited funds toward special occasion dining. And Outback Steakhouse and Texas Roadhouse may be seen as an affordable luxury for those seeking a more elevated dining experience than might be found at a local fast-casual joint. 

By understanding the types of diners who visit the restaurant, dining chains can make sure to deliver the type of experience their customers are seeking – in this case, a special-occasion dining destination that won't break the bank.

bar graph: Outback Steakhouse and Texas Roadhouse tend to have a lower median household income (median HH) in their trade areas compared to the average fast-casual or fine-dining chain. Based on STI: PopStats dataset combined with Placer.ai captured trade area data

Outback Steakhouse and Texas Roadhouse Popular Among Suburban Segments

A deeper exploration of the psychographic compositions of each chains’ trade area reveals that suburban families are particularly drawn to Texas Roadhouse and Outback Steakhouse. For both chains, the share of households in Spatial.ai’s PersonaLive “Upper Suburban Diverse Families,” “Suburban Boomers,” and “Wealthy Suburban Families” segments exceeded the statewide average in several major states. 

As suburban markets continue gaining momentum, Texas Roadhouse and Outback Steakhouse’s popularity with suburban audiences can help the chains stay ahead of the pack in 2024. 

bar graph: suburban families are particularly drawn to Texas Roadhouse and Outback Steakhouse. based on Spatial.ai: PersonaLive dataset combined with Placer.ai captured trade area data

The State Of Steak

The enduring appeal of a well-made steak (or Blooming Onion, or honey butter) is indisputable. Will customers continue to visit these chains for a special occasion? Or will 2024 bring with it a new shift in diner preferences? 

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

Article
Placer.ai Office Index: Looking Back at 2023
For many participants in the remote work debate, 2023 was a year for compromise - two days a week? Three? But what did the hybrid model look like in 2023? And who were last year’s office visitors? We dove into the data to find out. 
Lila Margalit
Feb 6, 2024
4 minutes

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

Remote work may not be bad for companies’ bottom lines – but it does appear to have drawbacks for employees. Fully remote workers were 35% more likely to be laid off in 2023 than those who came into the office at least part of the week. And full-time WFH personnel also got fewer promotions

Still, reaping the benefits of in-person office work doesn’t require a full-time return to office. (Five days a week? Seriously?) And for many participants in the remote work wars, 2023 was a year for compromise. But what did the hybrid model look like in 2023? And who were last year’s office visitors?

We dove into the data to find out. 

A Hybrid Sweet Spot? 

Analyzing office visit trends over the past several years suggests that some variation of the hybrid model is indeed here to stay – though the jury’s still out on whether we’ve found the sweet spot. Since Q2 2023, quarterly visits to office buildings have remained about 34.0%-38.0% below pre-COVID levels. But Q4 2023 office foot traffic was 12.9% higher than the equivalent period of 2022, suggesting that additional office recovery may still be in the cards. 

Regionally speaking, Miami and New York closed out 2023 at the head of the pack, with visits about 20% below the pre-pandemic baseline. Dallas and Chicago finished the year with respective quarterly visit gaps of 31.8% and 43.0%. And San Francisco continued to bring up the rear, with office foot traffic 53.8% below pre-COVID levels.

line graph: office buildings closed out 202 with visits 38.2% below pre-covid levels. with variations between markets.

These general trends continued into January 2024. Nationwide, office buildings experienced a 42.1% year-over-four-year (Yo4Y) visit gap, potentially indicating stalling recovery. But at the same time, major markets across the country – most impressively San Francisco – saw sustained YoY visit growth, showing that the return to office (RTO) story is still being written.

bar graph: In January 2024 Nationwide office visits continued to hover at about 60% of pre-covid levels with significant variation between markets.

Who Goes There?: 2023’s Office Visitors in Three Data Points

Whether office recovery has run its course, or whether 2024 promises a renewed upward trajectory – a more granular picture of the specific habits and characteristics of office-goers can help stakeholders adapt to evolving trends. 

Rebounding Affluence

And while foot traffic remains substantially below 2019 levels, the affluence of office buildings’ visitor base has very nearly rebounded to what it was before COVID. In Q1 2019, the median household income (HHI) of the Nationwide Office Index’s captured market stood at $91.9K, a metric which plummeted in early 2020 as more affluent employees rode out lockdowns from home. But since then, the median HHI has slowly risen – reaching $90.1K - $91.6K in 2023. 

Unsurprisingly, remote and hybrid work opportunities aren’t distributed equally – and wealthier, more-educated workers are better positioned than others to take advantage of them. But visitors to major office buildings tend to have significantly higher-than-average HHIs to begin with (STI’s PopStats puts the nationwide baseline at $69.5K). So even if the median HHI of office visitors is once again close to what it was before COVID, it is these relatively affluent employees that are coming in less frequently and helping to shape the new hybrid normal. 

line graph: the median household income of likely office visitors has nearly rebounded to pre-Covid levels.

Fewer Families With Children

At the same time, there has been a subtle but distinct decline in the share of parental households in offices’ captured markets – indicating that parents of children accounted for a smaller proportion of office visits in 2023 than in 2019. This change varied by region, with Chicago seeing the smallest shift and tech-heavy San Francisco seeing the largest one. 

For many working parents, flexibility is the name of the game – and employees juggling parental responsibilities along with their work loads may be particularly eager to embrace working from home.

 

bar graph: office visitors are less likely to come from parental households than they were before the pandemic. based on STI: PopStats dataset combined with placer.ai captured trade area data.

Thank Goodness it’s Fri-yay!

Another data point that’s particularly important for stakeholders to understand is the daily breakdown of office visits throughout the week. And foot traffic data for 2023 shows that the TGIF work week that we first observed in 2022 remains more firmly entrenched than ever. People continue to concentrate office visits mid-week and log on from home on Mondays and especially Fridays – an effect that is most pronounced in San Francisco, and least pronounced in Miami. And for municipalities, CRE companies, and local businesses that rely on office foot traffic, recognizing the persistence of this pattern can be key to making the most of those days when offices are abuzz with activity. 

bar graph: share of weekday visits by year since 2019 shows friday traffic to offices has fallen. San Francisco has the smallest share of Friday office visits of total weekday office visits.

Key Takeaways

The new hybrid model remains a work in progress – and it’s too soon to tell whether offices will indeed see further attendance increases in 2024. But either way, the behaviors and attributes of office-goers will continue to evolve, presenting stakeholders with opportunities and challenges alike. 

What does 2024 have in store for RTO? And how will the profile of visitors to America’s offices change in the new year?

Follow placer.ai/blog to find out.

Reports
INSIDER
Report
The Current Pace of the Fitness Space
Dive into the data to explore recent visitation patterns and consumer trends in the fitness space - and uncover potential keys to success, rooted in location intelligence.
May 5, 2025
8 minutes

Key Takeaways

1. Elevated visitor frequency could mean that gym-goers are getting more value out of their memberships and are therefore more likely to stay signed up. Between January and March 2025, all of the gym chains analyzed had a higher share of frequent visitors (those who visited about once a week) than in the equivalent month of 2024.

2. Fitness chains at all price tiers need to be strategic about the value they offer and the amenities that can engage budget-conscious consumers. Between Q1 2022 and Q1 2025, the captured trade area median HHI increased for all fitness subsegments – value-priced, mid-range, and high-end – suggesting that consumers swapped pricier gym memberships for more affordable options. 

3. Close attention should be paid to how long visitors spend at fitness chains in order to reduce crowding and bottlenecks. Between Q1 2022 and Q1 2025, the average visit length increased at value-priced, mid-range, and high-end gyms. Floorplan and equipment improvements could be considered, as well as having trainers available to help gym-goers streamline workouts. 

4. Gyms can use hourly visit data to better serve their members or use promotions to stabilize facility usage throughout the day. In Q1 2025, high-end chains received a larger share of morning visits while value-priced and mid-range fitness chains received larger shares of evening visits.

Fitness Flexes Its Muscles

Like many industries in recent years, the fitness sector has experienced significant shifts in consumer behavior. From the rise in home workouts during the pandemic to the strain of hyper-inflation, foot traffic trends to gyms and health clubs have been as dynamic as the consumers they serve.

This report leverages location analytics to explore the consumer trends driving visitation in the fitness space and provides actionable insights for industry stakeholders. 

Back in Shape: The COVID Recovery

The pandemic drove several shifts in the fitness space. Widespread gym closures led consumers to embrace home-based workouts, while demand for all things fitness increased due to an emphasis on overall health and wellness. This subsequently drove a renewed interest in gym-based workouts as restrictions lifted – even as some consumers remained committed to their home workout routines. 

In Q1 2023, visits to fitness chains surpassed Q1 2019 levels for the first time since the onset of the pandemic, a sign that consumers had recommitted to out-of-home fitness. And in Q1 2024 and Q1 2025, fitness chains saw further growth, climbing to 12.8% and 15.5% above the Q1 2019 baseline, respectively. 

Several factors have likely driven consumers’ return to gyms and health clubs, including the desire for both social connection and professional-grade facilities difficult to replicate at home. The steep increase in cost of living has likely also played a role, since consumers cutting back on discretionary spending can enjoy multiple outings and a range of recreational activities at the gym for one monthly fee.

Getting Gains: Strong Q1 ‘25

Zooming in on weekly visits to the fitness space in Q1 2025 reveals the industry’s exceptional strength and resilience in the early part of the year. 

The fitness industry experienced YoY visit growth nearly every week of Q1 2025 (and 2.4% YoY visit growth overall) with only minor visit gaps the weeks of January 20th, 2025 and February 17th, 2025 – likely due to extreme weather that prevented many Americans from hitting the gym. 

And the fitness industry’s weekly visit growth appeared to strengthen throughout the quarter, defying the typical waning of New Year's resolutions. This could indicate that gym visits haven't plateaued and that consumers are demonstrating greater commitment to their fitness routines compared to last year.

Increasing Reps: Visitor Frequency Up At Leading Chains

Diving into visitation patterns for leading fitness chains highlights how increased visitor frequency drove foot traffic growth in Q1 2025.

Fitness chains tend to receive the most visits during the first months of the year as consumers recommit to health and wellness in their post-holidays New Year’s resolutions. And not only do more people hit the gym – analyzing the data reveals that gym-goers also typically work out more frequently during this period. Zooming in on 2025 so far suggests that consumers are especially committed to their fitness routines this year: Leading gyms saw an increase in the proportion of frequent visitors (4+ times a month) in Q1 2025 compared to the already significant percentage of frequent visitors in the first quarter of 2024. 

Elevated visitor frequency could mean that gym-goers are getting more value out of their memberships than last year, and are therefore more likely to stay signed up throughout the year.

At the same time, the data also reveals that – contrary to what may be expected – a fitness chain’s share of frequent visitors appears to be independent of the cost of membership associated with the club: Life Time, a high-end club, and EōS Fitness, a value-priced gym, had the highest shares of frequent visitors between January 2024 and March 2025. This suggests that factors other than cost, such as location convenience, class offerings, community, or individual motivation, might be more influential in driving frequent gym attendance.

Fitness Clubs at Different Price Points

Segmenting the fitness industry by membership price tiers – value-priced, mid-range, and high-end – can reveal further insights on current consumer behavior around out-of-home fitness. 

Household Income Bulks Up

In Q1 2025, the captured market* median household income (HHI) was higher than the nationwide median HHI ($79.6K/year) across all price tiers – suggesting that even value-priced fitness chains are attracting a relatively affluent audience. This could indicate that gym memberships are somewhat of a luxury and that consumers from lower-income households gave up their gym memberships altogether as they tightened their purse strings.

Analyzing the historical data since Q1 2022 also reveals that the captured market median HHI has risen consistently over the past couple of years with the largest median HHI increase observed in the captured trade areas of high-end fitness chains. This suggests that middle-income households – that are more sensitive to the rising cost of living – likely swapped pricier gym memberships for more affordable options in recent years. 

These metrics indicate that fitness chains at all price tiers need to think strategically about the value they offer and the amenities that can engage budget-conscious consumers who are carefully weighing every expenditure.

*Captured trade area is obtained by weighting the census block groups (CBGs) from which the chain draws its visitors according to their share of visits to the chain and thus reflects the population that visits the chain in practice.

Average Stay Increases

Fitness clubs of all types need to manage their capacity to ensure health and safety standards and a positive experience for members. And understanding the average amount of time visitors spend at the gym can help fitness chains at every price point keep their finger on the pulse of their facilities. 

Between Q1 2022 and Q1 2025, the average visit length increased at value-priced, mid-range, and high-end gyms. Value-priced gyms experienced the largest increase in average visit length – from 72.4 minutes in Q1 2022 to 74.0 minutes in Q1 2025 – perhaps due to their relatively lower-income visitors spending more time enjoying club amenities after cutting back on other forms of recreation. Meanwhile, mid-range and high-end gyms experienced relatively modest increases in average visit length, which were higher to begin with – likely due to their ample class and spa offerings and overall inviting, upscale spaces.

Elevated average visit length could mean that visitors are well-engaged and less likely to cancel their memberships. But as overall gym visits are on the rise, fitness chains may want to pay close attention to how long visitors spend at the facility. Floorplan and equipment improvements could be considered in order to reduce bottlenecks, and having trainers available to instruct on equipment usage and workout technique could help gym-goers streamline workouts. 

Workouts on a Schedule

Along with average visit length, understanding the daypart in which they receive the most visits is another way that fitness chains can improve efficiency and prevent overcrowding. And analysis of the hourly visits to fitness sub-segments revealed that some fitness segments receive more morning visits while others are more popular in the evenings.  

In Q1 2025, high-end chains received a larger share of visits between 6 a.m. and 9 a.m. (19.7%) than value-priced and mid-range fitness chains (11.6% and 11.8%, respectively). Meanwhile, value-priced and mid-range fitness chains received larger shares of visits between 6 p.m. and 9 p.m. (21.9% and 22.2%) than high-end chains (16.5%).  

Gyms can leverage this data to better serve members, for instance by scheduling more classes during peak hours. Value-priced and mid-range gyms, which saw a larger disparity between shares of morning and evening visits in Q1 2025, might also consider incentivizing off-peak usage through discounted morning memberships or early-bird snack bar deals.

Fitness Continues to Grow

The fitness space appears to be in good shape in 2025. Visits have made a full recovery from the pandemic era and still continue to grow, indicating strong consumer demand for out-of-home workouts. And using location intelligence to analyze the behavior and demographics of visitors to gyms at different price points can help identify opportunities for driving even greater success. 

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Report
Domestic Migration in 2025: The Great Slowdown
Dive into the data to explore domestic migration patterns over the past four years – and uncover states and metro areas emerging as relocation hotspots in 2025.
April 25, 2025
6 minutes

Key Takeaways

1. Idaho and South Carolina have emerged as significant domestic migration magnets over the past four years. Between January 2021 and 2025, both states gained over 3.0% of their populations through domestic migration. Other Mountain and Sun Belt states – including Nevada, Montana, and Florida – also drew significant inflow, while California, New York, and Illinois experienced the greatest outmigration. 

2. Interstate migration cooled noticeably in 2024. During the 12-month period ending January 2025, California, New York and Illinois saw their outflows slow dramatically, while domestic migration hotspots like Georgia, Texas, and Florida saw inflows flatten to zero.  A similar cooling trend emerged on a CBSA level.

3. Still, some states continued to see notable relocation activity over the past year. In 2024, Idaho, South Carolina, and North Dakota drew the most relocators relative to their populations. And among the nation’s ten largest states, North Carolina led with an inflow of 0.4%. 

4. Phoenix remained a rare bright spot among the nation’s ten largest metro areas. The CBSA was the only major analyzed hub to maintain positive net domestic migration through 2024.

Americans on the Move

Over the past several years, the United States has experienced significant domestic migration shifts, driven by factors like remote work, housing affordability, and regional economic opportunities. As some areas reap the benefits of population inflows, others grapple with outflows tied to higher living costs and evolving workplace dynamics. 

This report dives into the location analytics to explore where Americans have moved since 2021 – and how these patterns began to change in 2024.

Sunny Skies and High Peaks: The Mountain & Sun Belt Advantage

Since 2021, Americans have flocked toward warmer climates, expansive natural scenery, and more affordable housing options – particularly in the Mountain and Sun Belt states. 

Between January 2021 and January 2025, South Carolina led the nation in positive net domestic migration – drawing an influx of newcomers equivalent to 3.6% of its January 2025 population. (This metric is referred to as a state’s “net migrated percent of population.”) Next in line was Idaho with a 3.4% net migrated percent of population, followed by Nevada, (2.8%), Montana (2.8%), Florida (2.1%), South Dakota (2.1%), Wyoming (2.0%), North Carolina (2.0%), and Tennessee (1.9%). Texas saw positive net migration of just 0.9% during the same period. However, the Lone Star State’s large overall population means a substantial number of newcomers in absolute terms.

Meanwhile, California (-2.2%), New York (-2.1%), and Illinois (-1.9%) experienced the greatest outflows relative to their populations. This exodus was driven largely by soaring housing costs and the rise of remote work, which lowered barriers to moving out of high-priced areas.

Hitting the Brakes in 2024

Between January 2024 and January 2025, many of the same broad patterns persisted, but at a more moderate clip – suggesting a stabilization of domestic migration nationwide. This leveling off could reflect factors such as rising mortgage interest rates, which dampened home buying and selling, as well as the increased push for employees to return to the office. 

Still, South Carolina (+0.6%) and Idaho (+0.6%) remained among the top inflow states. The two hotspots were joined – and slightly surpassed – by North Dakota (+0.8%), where even modest waves of newcomers make a big impact due to the state’s lower population base. A wealth of affordable housing and a strong job market have positioned North Dakota as a particularly attractive destination for U.S. relocators in recent years. And Microsoft and Amazon’s establishment of major presences around Fargo has strengthened the region’s economy.

Meanwhile, California (-0.3%), New York (-0.2%), and Illinois (-0.1%) continued to post negative net migration, but at a markedly slower rate than in prior years. And notably, several states that had been struggling with outflow, such as Michigan, Minnesota, Virginia, Ohio, and Oregon, began showing minor positive inflow during the same 12-month window. As home affordability erodes in pandemic-era hot spots like the Mountain states and Sun Belt, these areas may emerge as new destinations for Americans seeking lower costs of living.

The Big Ten: Stabilization in America’s Largest States

Zooming in on the ten most populous U.S. states offers an even clearer picture of how domestic migration patterns have stabilized over the past year. The graph below shows a side-by-side comparison of domestic migration patterns during the 36-month period ending January 2024 and the 12-month period ending January 2025. 

California, New York, and Illinois saw population outflows slow dramatically during the 12 months ending January 2025 – while domestic migration magnets such as Georgia, Texas, and Florida saw inflow flatten to zero. Meanwhile, Ohio, Michigan, and Pennsylvania flipped from slightly negative to slightly positive net migration – incremental upticks that could signal a possible turnaround. 

The only “Big Ten” pandemic-era migration magnet to maintain strong inflow in 2024 was North Carolina – which saw a 0.4% influx in 2024 as a result of interstate moves.

Where are Californians & New Yorkers Going?

A closer look at the top four states receiving outmigration from California and New York (October 2020 to October 2024) reveals that residents leaving both states tended to settle in nearby areas or in Florida. 

Among those leaving New York, 37.4% ended up in neighboring states – 21.1% moved to New Jersey, 9.2% to Pennsylvania, and 7.1% to Connecticut. But an astonishing 28.8% decamped all the way to the Sunshine State, trading the Northeast’s colder climate for Florida sunshine. 

Similarly, 20.1% of California leavers chose to stay nearby, moving to Nevada (11.5%) or Arizona (8.6%). Another 19.1% moved to Texas, and 8.0% moved to Florida, making it the fourth-largest destination for Californians.

Phoenix Bucks the Trend

Zooming in on CBSA-level data – focusing on the nation’s ten largest metropolitan areas, all with over five million people – reveals a similar picture of slowing domestic migration over the last year. 

Los Angeles, New York, Chicago, and Washington, D.C. – four cities that experienced notable population outflows between January 2021 and January 2024 – saw those outflows flatten considerably. For these metros, this leveling-off may serve as a promising sign that the waves of departures seen in recent years may have begun to subside. Conversely, Houston and Dallas, which both welcomed positive net migration between January 2021 and January 2024, registered zero-net domestic migration in 2024. Atlanta, for its part, remained flat in both of the analyzed periods. 

In Miami, however, outmigration persisted at a substantial rate. Despite Florida’s overall status as a domestic migration magnet, Miami lost 2.6% of its population to domestic net migration between January 2020 and January 2024 – and another 1.0% between January 2024 and January 2025. As one of Florida’s most expensive housing markets, Miami may be losing some residents to other parts of the state or elsewhere in the region. Meanwhile, Philadelphia, which lost 0.3% of its population to net domestic migration between January 2021 and January 2024, continued losing residents at a slightly faster pace in 2024 – another 0.3% just last year. 

Of the ten biggest CBSAs nationwide, only Phoenix continued to see a net domestic migration gain through 2024 (+0.2%). This highlights the CBSA’s continued draw as a (relative) relocation hotspot even in 2024’s cooling market.

Digging Deeper Into the Phoenix Draw

Who are the domestic relocators heading to Phoenix?

From October 2020 to October 2024, the top five metro areas sending residents to the Phoenix CBSA each registered median household incomes (HHIs) of $73K to $98K – surpassing Phoenix’s own median of $72K. This suggests that many of those moving in are arriving from wealthier, often more expensive metro areas – for whom even Phoenix’s high-priced market may offer more affordable living.

Looking Ahead

Overall, domestic migration patterns appear to have cooled in 2024, reflecting economic and societal trends that have slowed the rush from pricey coastal hubs to more affordable regions. Yet states like South Carolina, Idaho, and North Dakota – as well as metro areas like Phoenix – continue to attract new arrivals, paving the way for evolving regional demographics in the years to come.

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Report
3 Consumer Trends to Watch in 2025
Dive into the data to explore key trends shaping consumer behavior in 2025 and discover strategies helping top brands drive foot traffic to brick-and-mortar stores.
March 27, 2025
6 minutes

In today’s retail landscape, consumer behavior is influenced by a multitude of factors, directly impacting the success of products and brands. This report explores the latest trends in value perception, shopping behavior, and media consumption that impact which brands consumers are most likely to engage with – and how. 

Demand for Value and the Perfect Piece

In the apparel space, consumers continue to prioritize value and unique merchandise. 

Thrift and Off-Price Shopping Appeals to Diverse Audience Segments

Analysis of visits to various apparel categories reveals a steady increase in the share of visits going to off-price retailers and thrift stores at the expense of traditional apparel chains. 

And the popularity of off-price chains and thrift stores appears to be widespread across multiple audience segments. Analyzing trade area data with the Experian: Mosaic psychographic dataset reveals a clear preference for second-hand retailers among both younger (ages 25-30) and older (51+) consumer segments. Meanwhile, middle-class parents aged 36-45 with teenagers – the “Family Union” segment – are significantly more likely to shop at off-price apparel stores, highlighting their emphasis on buying new, while saving both time and money.

This suggests that the powerful blend of treasure-hunting and deep value, central to both the off-price and thrift experiences, is driving traffic from a variety of audiences, and that other industries could benefit from combining affordability with the allure of unique products.

Consumers Shop a Mix of High-End and Budget Retailers, Balancing Cost and Quality

Diving deeper into the location intelligence for the apparel space further highlights thrift and off-price’s broad appeal – and that a combination of quality and price motivates consumers to visit different retailers. 

Between 2019 and 2024, the share of Bloomingdale’s, Saks Fifth Avenue, Neiman Marcus, and Nordstrom visitors that also visited a Goodwill or Ross Dress for Less increased significantly. 

And while this could mean that the current economic climate is causing some higher-income consumers to trade down to lower-priced retailers, it could also be that consumers are prioritizing sustainability and seeking value in terms of  “bang for their buck” – shopping a combination of retailers depending on the cost versus quality considerations for each purchase.

Flexible Consumerism on the Rise

Consumers increasingly expect to shop on their own terms, opting for a more flexible shopping experience that blurs the lines between traditional retail channels and categories. 

Superstores as Quick-Visit Destinations

Superstores and warehouse stores, for example, often evoke the image of navigating aisle after aisle of nearly every product imaginable – a time-consuming endeavor given the sheer size of their stores. But the latest location intelligence shows that more consumers are turning to these retailers for super-quick shopping trips. 

Between 2019 and 2024, the share of visits lasting less than ten minutes at Target, Walmart, BJ’s Wholesale Club, Sam’s Club, and to a lesser extent Costco, rose steadily – perhaps due to increased use of flexible BOPIS (buy online, pick-up in-store) and curbside pick-up options. These stores may also be seeing a rise in consumers popping in to grab just a few items as-needed or to cherry-pick particular deals to complement their larger online shopping orders.

This trend highlights the demand for frictionless store experiences that allow visitors to conveniently shop or pick up orders even at large physical retailers. 

Finding Quick Eats Outside of the Quick-Service Category

And the breaking down of traditional retail silos isn’t limited to big-box chains. Diving into the data for quick service restaurants (QSR), fast casual chains, and grocery stores indicates that more consumers are also looking for new ways to grab a convenient bite. 

Since 2019, grocery stores have been claiming an increasingly large share of the midday short visit pie –  i.e. visits between 11:00 AM 3:00 PM lasting less than ten minutes – at the expense of QSR chains. This suggests that consumers seeking quick and affordable lunches are increasingly turning to grocery stores to pick up a few items or take advantage of self-service food bars. Notably, the rise in supermarket lunching hasn’t come at the expense of fast-casual restaurants, which have also upped their quick-service games – and have seen a small increase in their share of the quick lunchtime crowd over the past five years. 

While some of QSR’s relative decline in short lunchtime visits could be due to discontent with rising fast-food prices, it’s clear that an increasing share of consumers see grocery and fast-casual chains as viable options during the lunch rush.

Tapping into Trends Amplifies Brand Success

In 2025, tapping into hot trends and creating viral moments are among the most powerful tools for amplifying promotions and driving foot traffic to physical stores.  

Pop Culture Collabs Drive Customer Engagement

Retailers across categories have successfully harnessed the power of pop culture collaborations to generate excitement – and visits – by leaning into trending themes. On October 8th, 2024, for example, Wendy’s launched its epic Krabby Patty Collab, inspired by the beloved SpongeBob franchise. And during the week of the offering, the chain experienced a remarkable 21.5% increase in foot traffic compared to an average week that year. 

Similarly, Crumbl – adept at creating buzz through manufactured scarcity – sparked a frenzy with the debut of its exclusive Olivia Rodrigo GUTS cookie. Initially available only at select locations near the artist’s concert venues, the cookie was launched nationwide for a limited time from August 19th to 24th, 2024. This buzz-driven release resulted in a 27.7% traffic surge during the week of the launch, as fans rushed to get a taste of the star-studded treat. 

And it’s not just dining chains benefiting from these pop-culture moments. On February 16th, 2025, Bath & Body Works launched a Disney Princess-inspired fragrance line, perfect for fans of Cinderella, Ariel, Belle, Jasmine, Moana, and Tiana. The collaboration resonated, fueling a 23.2% visit spike for the chain. 

Trend-Setting Promotion Drives Visits to Cinemark

While tapping into existing pop-culture trends has the ability to drive traffic, so does creating a new one. Analysis of movie theater visits on National Popcorn Day (Sunday, January 19th, 2025) shows how initiating a trend can spur social media engagement and impact in-person traffic to physical retail spaces.

National Popcorn Day was a successful promotional holiday across the movie theater industry in 2025. Both Regal Cinemas and AMC Theatres offered popcorn-based promotions on the day, but Cinemark’s “Bring Your Own Bucket” campaign, in particular, appears to have spurred a significant foot traffic boost during the event. 

Visits to Cinemark on National Popcorn Day in 2025 increased 57.5% relative to the Sunday visit average for January and February 2025, as movie-goers showed off their out-of-the-bucket popcorn receptacles on social media. Clearly, by starting a trend that invited creativity and expression, Cinemark was able to amplify the impact of its National Popcorn Day promotion. 

The 2025 Consumer

Location intelligence illuminates some of the key trends shaping consumer behavior in 2025. The data reveals that value-driven shopping, demand for flexibility across touchpoints, and the power of unique retail moments have the power to drive consumer engagement and the success of retail categories, brands, and products.

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