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Walmart’s recent acquisition of the Pittsburgh, PA-area Monroeville Mall signals a new chapter for the retail giant, creating opportunities for both Walmart and the mall itself. Why did Walmart choose this particular property, what makes it such an appealing prospect – and what might the company do with the space?
We dove into the data to find out.
Unsurprisingly, shoppers also interact differently with malls – including the Monroeville Mall purchased by Walmart – than they do with Walmart. In 2024, for example, 39.4% of indoor mall visits nationwide took place on weekends, compared to just 33.6% for Walmart. Mall shoppers were also more likely to travel further for their visits and stay longer, partly due to the entertainment and dining options malls typically offer. (Monroeville Mall, for instance, is home to a Cinemark movie theater). By moving into the mall space, Walmart stands to reach a new kind of shopper, both demographically and behaviorally.
Why did Walmart choose to begin its foray into malls with the Monroeville Mall? Foot traffic data points to a unique balance here: The Monroeville Mall audience is different enough to expand Walmart’s reach, yet still similar in ways that could make it easier to convert new shoppers.
Analyzing Walmart’s trade areas with demographic data from STI: PopStats, for example, reveals that, on average, indoor mall shoppers tend to be more affluent than Walmart shoppers. In 2024, the median household income (HHI) of Walmart’s captured market was $64.5K – noticeably below the indoor mall median of $88.5K. But Monroeville Mall’s captured market had a median HHI of $62.8K – slightly below that of local Walmarts in the Pittsburgh, PA CBSA. Monroeville shoppers were also more likely to visit Walmart than shoppers at other malls, suggesting a natural overlap between the two visitor bases.
At the same time, Monroeville Mall offers Walmart access to new audience segments. In 2024, Monroeville Mall’s captured market showed significantly higher proportions of “Singles and Starters” and “Suburban Style” visitors (the latter encompassing middle-aged, suburban families with upscale incomes). Meanwhile, its share of the older “Autumn Years” segment – though still high – was smaller than that of Walmart’s base, highlighting the opportunity to engage a wider range of demographics.
Walmart has yet to announce specific plans for its new acquisition – though some have speculated that its partnership with Cypress Equities to “reimagine” the space signals a mix of retail, entertainment, and other amenities. Location analytics hint at several potential directions Walmart might pursue.
As consumers have changed their shopping habits, many malls have doubled down on experiential offerings – including on-site gyms, which deliver regular, repeat visits. And location analytics show that adding a fitness club to the Monroeville property may be especially beneficial for Walmart. Over the past year, Monroeville visitors were more likely to visit leading gym chains like Planet Fitness, Anytime Fitness, and LA Fitness compared to the average mall-goer nationwide.
And examining some of Monroeville Mall’s successful tenants highlights additional potential strategies for Walmart. Malls have faced considerable headwinds in recent years, and the downturn appears to have impacted the Monroeville Mall as well, with overall foot traffic dipping somewhat year over year (YoY) in 2024. But some tenants – including Barnes & Noble and Harbor Freight Tools – saw YoY visit upticks.
Visits to entertainment-focused offerings also increased, with the complex’s Full Throttle Adrenaline Park logging a 6.1% YoY foot traffic boost. And taking a broader look at the consumer habits of Monroeville visitors reveals an affinity for eatertainment: In 2024, 14.3% of Monroeville Mall-goers frequented a Dave & Busters, compared to just 7.4% for indoor mall visitors nationwide.
While Walmart’s ultimate intentions for Monroeville Mall remain under wraps, location analytics reveal a world of possibilities. And as retail continues to shift, Monroeville Mall may stand as a powerful case study of how a traditional big-box brand can successfully bridge into the mall space, capturing new audiences and invigorating a retail property ready for reinvention.
For more data-driven retail insights, visit Placer.ai.

In February 2024, Gap Inc. hired Zac Posen as Creative Director, tasking the designer with revitalizing the companies’ portfolio of brands. A year later, we analyzed the data to understand where the company stands today and uncover untapped opportunities for growth.
In 2024, visits to most Gap brands declined slightly compared to 2023, with the company’s four banners collectively experiencing a year-over-year (YoY) traffic dip of 3.5%.
Athleta outperformed the other three brands as well as the overall apparel (excluding off-price and department stores) average, with yearly visits up 0.2% and positive quarterly traffic growth for two of the four quarters. Old Navy came in second, starting the year strong with a 4.2% YoY increase in Q1 visits and ending 2024 with Q4 visits down just 2.4% – outperforming the industry’s YoY dip of 3.3%. And though Gap did lag slightly behind the overall apparel average, the brand managed to stay relatively close to its 2023 visit levels, indicating that its performance is stabilizing.
Meanwhile, Banana Republic experienced the sharpest visit declines with 2024 traffic down 9.6% YoY – indicating that the brand continues to face significant challenges.
Banana Republic’s 2024 performance continues a multi-year trend of declining traffic, despite the brand’s relatively affluent consumer base – an audience that, in theory, should have positioned the brand to weather the current inflationary environment more effectively.
But the brand may be positioning itself for a comeback. Last year, Banana Republic underwent a leadership change, with Gap Inc. CEO Richard Dixon stating that “2024 will be about getting back to the basics.” The brand has been redesigning select stores and leaning into influencer marketing with the goal of “reestablishing the brand to thrive in the premium lifestyle space.”
And as return to office mandates continue to roll in – reinvigorating the long dormant demand for business casual and office wear – the chain is well positioned for a comeback.
Location intelligence analysis also reveals an additional growth opportunity. Banana Republic is the only Gap banner without a dedicated sportswear line. Athleta specializes in athletic wear, Gap offers GapFit, and Old Navy’s activewear line has been a core component of the banner’s success in recent years.
But the data indicates that Banana Republic shoppers are just as active as visitors of the other Gap banners – in fact, cross-visit data suggests that those who shop at Banana Republic frequent fitness chains at similar rates as Athleta customers.
Analyzing cross-visitation to leading sporting goods retailers also indicates high demand for sportswear among Banana Republic shoppers: Consumers who visit Banana Republic visit Dick’s Sporting Goods and Academy Sports + Outdoors at higher rates than Gap Shoppers, and visit lululemon and REI at higher rates than both Gap and Old Navy visitors. This data strongly suggests that Banana Republic customers would likely embrace an expanded product mix that includes premium athleisure and sportswear.
While Gap Inc. already offers premium women’s activewear through its Athleta brand, none of Gap Inc.’s existing brands cater to the growing demand for premium men’s athletic wear. Expanding Banana Republic’s offerings to include a high-end athleisure line – with a specific focus on menswear – could help the brand carve out a niche in this fast-growing segment while leveraging its existing customer base’s interest in performance apparel.
Beyond product expansion, this move could align with Banana Republic’s broader repositioning efforts, reinforcing its identity as a premium lifestyle brand that caters to both professional and active lifestyles. Given the increasing overlap between workwear and athleisure, a thoughtfully designed sportswear line could also strengthen Banana Republic’s appeal to younger, fashion-conscious consumers who seek versatility in their wardrobes.
As Gap Inc. navigates its next phase under Zac Posen’s creative leadership, identifying and leveraging untapped opportunities—such as Banana Republic’s athleisure potential—will be critical for reinvigorating the company’s portfolio. By strategically diversifying its offerings, Gap Inc. can not only address shifting consumer preferences but also carve out a more competitive position in an evolving retail landscape.
For more data-driven retail insights, visit placer.ai/blog.

Department stores continue to adapt to evolving consumer preferences and an ever-changing retail landscape. We looked at the latest location analytics for traditional and luxury department stores to uncover how they are finding success in today’s dynamic apparel space.
Consumers’ prioritization of value has significantly impacted the apparel space in recent years.
Fueled by tepid consumer confidence and rampant inflation, demand for off-price has soared, putting pressure on department stores and traditional apparel retailers. As a result, off-price’s share of total visits to the apparel space steadily increased between 2021 (36.4%) and 2024 (41.5%), while the visit shares of our traditional department stores and other apparel segments declined.
But luxury department stores, which serve a higher-income clientele, appear to have remained relatively insulated from the rise in budget-conscious shopping, as the relative share of visits to this segment held steady over the past four years.
Diving into cross-visitation trends also reveals the impact of a growing off-price segment on the department store space.
Between 2021 and 2024, the share of both Nordstrom’s and Dillard’s visitors that also visited one of the leading off-price chains increased – suggesting that shoppers at both traditional and premium department stores feel the draw of off-price apparel. (Still, the shares of Dillard’s visitors that also visited one of the off-price chains was generally larger than that of Nordstrom’s, suggesting that visitors to the more upscale department store were less inclined to also visit an off-price store.)
And it seems that leading department stores are already trying to meet the growing demand for discounts within their consumer base. Dillard’s emphasis on private-label merchandise helps keep products affordable without compromising quality. Meanwhile, Nordstrom continues to expand its off-price format – Nordstrom Rack – to capitalize on demand for value in the apparel space.
Still, value-seeking behavior on the part of the consumer doesn’t always mean prioritization of discounts, and one way that several department stores are adding value – and finding success – is by investing in the shopping experience.
Bloomingdale’s emphasized experiential events and exclusive product launches to engage consumers last year, including several pop-culture-inspired collections. The department store’s visits increased 1.5% YoY in 2024, perhaps reflecting the demand for Bloomingdale’s immersive and culturally relevant environment.
Meanwhile, Nordstrom’s digital strategy demonstrated how a seamless omnichannel platform can elevate the shopping experience. The brand’s new app uses generative AI to make personalized style recommendations and allows users to check merchandise availability or make a stylist appointment at their local store. The app’s pre-holiday release may have contributed to Nordstrom’s resounding success in 2024, including a 2.2% visit increase compared to 2023.
And the investments in in-store experiences yielding visit dividends are not limited to premium chains. Dillard's, often considered a mid-range brand, has expert stylists ready to assist, and carefully manages inventory so stores are well-stocked but clutter-free, cultivating a classy retail environment. Dillard’s saw 2.3% YoY visit growth in 2024, indicating that its in-store experience is highly valued by shoppers.
Department stores are uniquely positioned to thrive in the current apparel retail landscape. Faced with demand for lower price points, department stores can harness the opportunity with affordable private-label merchandise or off-price formats. And while value-seeking is on the rise, retailers that provide an elevated shopping experience add a different kind of value to their brand.
For more data-driven retail insights, visit Placer.ai.

Dine Brands, which owns and operates IHOP, Applebee’s, and Fuzzy’s Taco Shop, is a major name in the full-service casual-dining restaurant segment. We took a look at how its two largest brands – IHOP and Applebee’s – performed in 2024.
The full-service dining segment has experienced its fair share of challenges over the past years, with pandemic-era closures and inflation weighing on restaurant visits. And Dine Brands’ largest chains, IHOP and Applebee’s, were not immune to these challenges, with YoY visits down by 3.6% and 3.0%, respectively, in 2024.
Applebee’s closed a number of locations throughout 2024, a move that likely contributed to the relative stability of its visits per location metrics: Q4 2024’s visits per location were just 1.6% lower than in Q4 2023 compared to a YoY decline of 3.9% in overall traffic. The brand’s emphasis on value may also have helped Applebee’s narrow its YoY visit gap between Q3 and Q4, as its $9.99 Really Big Meal Deal – launched in November 2024 and extended into 2025 – likely drove traffic from budget-conscious patrons.
IHOP and Applebee’s dominate in their own distinct dayparts – IHOP in the mornings and Applebee’s in the evenings. This diversity allows Dine Brands to effectively "own the clock" and cater to a range of dining preferences throughout various times of day.
Perhaps unsurprisingly – the word “pancake” is in its name – IHOP primarily attracts guests during morning hours, with 46.6% of its visits occurring between 6:00 AM and 12:00 PM. In contrast, Applebee’s serves as a popular post-work and dinner destination, with 56.0% of its visits taking place after 6:00 PM.
And recognizing the value of owning the clock in this way, Dine Brands unveiled its newest concept – a dual-branded IHOP-Applebee’s, with the first opening in February in Seguin, Texas and another twelve slated to open throughout 2025. This approach, which Dine Brands already piloted in international markets, allows diners the option to mix and match from IHOP and Applebee’s most popular menu items.
Beyond visit timing, IHOP and Applebee’s also serve distinct customer demographics, further reinforcing their complementary strengths. In 2024, 28.5% of households in IHOPs’ captured market were households with children, compared to 26.7% for Applebee’s. IHOP also saw larger shares of “Singles & Starters” in its captured market – defined by the Experian: Mosaic dataset as young singles and starter families living a city lifestyle.
Meanwhile, Applebee’s attracted visitors coming from captured markets with older audiences, with 9.4% of its visitors falling into the "Autumn Years" category – nearly double IHOP’s 5.0% share.
These distinctions mean that Dine Brands isn’t just spreading its traffic across different times of day – it also is capturing consumers across different life stages. By offering something for a variety of diners, the restaurant group can continue driving visits across multiple dining needs and occasions.
Despite weathering their fair share of challenges in 2024, IHOP and Applebee’s are innovating as 2025 gets underway.
For the latest data-driven dining insights, visit Placer.ai.

Best Buy has long been a go-to destination for consumers looking for the latest tech – but like many retailers, it has faced challenges in recent years. We dove into the data to explore the latest visitation trends for Best Buy and the demographics of visitors that are driving traffic to the chain.
Best Buy’s visits lagged in 2024 (7.0% below 2023 levels), but the company continues to invest in a real estate strategy aimed at improving consumer engagement. To leverage its store fleet most efficiently, Best Buy is closing traditional large-format stores while opening smaller-format ones to provide a tailored experience to consumers – often in small and midsized markets previously untapped by the retailer.
And Best Buy may already be reaping the benefits of this strategy; in January 2025, the retailer received a 0.4% YoY boost in foot traffic. As the chain continues to optimize its real estate footprint, it could be on track to drive more visit growth in the near future – particularly as more shoppers replace consumer electronics purchased during the pandemic.
Drilling down to daily visitation over the holiday season further highlights Best Buy’s momentum going into 2025. Best Buy consistently drives traffic during critical retail moments, and 2024 was no exception.
On Black Friday 2024, the retailer saw a 473.1% visit boost compared to the daily average for 2024. And the foot traffic surge continued the following day (Black Saturday, 162.4%) as consumers likely continued to take advantage of the weekend’s discounts.
And as was the case in previous years, Best Buy’s traffic picked up as Christmas 2024 neared, with significant visit spikes on Super Saturday (199.0%), Panic Sunday (151.3%), and Christmas Eve Eve (171.7%). Best Buy also saw elevated traffic post-Christmas traffic on Boxing Day (128.0%), when consumers likely looked to exchange gifts or set up their new tech with the help of the renowned Geek Squad.
Of course, Best Buy is more than just a holiday shopping destination. And analysis of audience segmentation for the retailer reveals that families are overrepresented in the chain’s captured* market relative to its potential* market – indicating that this segment in particular drives significant traffic year-round.
According to the AGS: Demographic Dimensions dataset, in 2024, the average household size in Best Buy’s potential market was 2.49 people compared to 2.64 people in the chain’s captured market. Married couples with children were also more heavily represented in the chain’s captured market (33.4%) compared to its potential market (32.0%), suggesting a relatively larger share of visitors from family households among Best Buy’s visitors.
Further analysis of audience segments within the chain’s captured and potential markets indicates that visitors from a variety of family types are drawn to Best Buy. According to the Spatial.ai: PersonaLive dataset, residents belonging to the “Wealthy Suburban Families”, “Upper Suburban Diverse Families”, “Near-Urban Diverse Families”, and “Blue Collar Suburbs” segments were all over-represented in Best Buy’s captured market compared to its potential market. This suggests that visitors from different types of family households – working-class, wealthy, urban, and suburban – are driving traffic to Best Buy.
Perhaps families are drawn to Best Buy’s expanding experiential format, where visitors of all ages can get hands-on with LEGO and explore home theater set ups worthy of a family movie night.
*A chain or venue’s potential market is derived by the census block groups (CBGs) from which the retailer draws its visitors weighted by the population size of each, whereas a captured market is derived from the same CBGs weighted by the share of visits from each, and thus reflects the population that actually visits the chain or venue.
Best Buy’s ability to drive traffic through strategic store formats, holiday shopping surges, and family households highlights the company’s ongoing relevance in the evolving consumer electronics landscape. With early signs of a foot traffic resurgence, Best Buy appears to have positioned itself for continued success in 2025.
Want more data-driven retail insights? Visit Placer.ai.

Our hearts go out to all those affected by the recent Los Angeles wildfires. Many Angelenos, in search of a sense of normalcy and diversion, have turned to a familiar and comforting place—the mall.
On the west side of Los Angeles, Third Street Promenade in Santa Monica experienced a significant surge in weekly visitation compared to a baseline of January 6th-12th 2025. This increase is not surprising, as many Palisadians fled south to Santa Monica hotels and rentals, allowing them to stay close to their neighborhoods, children’s schools, and social circles.
Westfield Century City and The Grove also saw increased foot traffic, as both malls serve as key gathering spots in their communities and feature state-of-the-art movie theaters, providing a few hours of escape. Additionally, their upgraded HVAC systems—enhanced post-pandemic—may offer an added layer of comfort for visitors. Similarly, Westfield Topanga, a familiar shopping destination for residents of the San Fernando Valley, saw an uptick in visits during the second half of January. And traffic at these shopping destinations was still elevated as of mid-February, suggesting that at least some displaced residents are likely staying in the area in the more medium-term.
Some Palisadians have opted to relocate much farther south, though this migration appears to have had a more dispersed effect on shopping patterns. As a result, we do not see a significant impact on visitation to South Bay shopping centers like Manhattan Village and Del Amo Fashion Center.
While reports have mentioned some Palisadians moving to Newport Beach—a community that shares similar demographics with the Palisades—the influx does not appear to be large enough to meaningfully shift mall visitation patterns in January. Additionally, given the circumstances, it is unlikely that many displaced residents would be making frequent trips to Fashion Island or South Coast Plaza. Instead, those who have temporarily relocated to the area are likely settling in as newly arrived locals.
If we examine the year-over-year (YoY) change in visits from specific ZIP codes, Placer data reveals a significant surge in visitation to Third Street Promenade from the Pacific Palisades during January 2025, with visits increasing by 20.4% compared to the same period last year.
Demographic analysis of the Third Street Promenade’s trade area also indicates that the shopping corridor drew a higher proportion of family households and more affluent audience segments – perhaps thanks to the influx of visitors from the Palisades.
Amid the disruption caused by the wildfires, shopping centers have stepped in as steady community spaces rather than just retail venues. The uptick in foot traffic at locations like Third Street Promenade and Westfield Century City shows that these malls are serving as reliable hubs for daily routines and social connection, offering residents practical support as they navigate uncertain times.
New York City is one of the world’s leading commercial centers – and Manhattan, home to some of the nation's most prominent corporations, is at its epicenter. Manhattan’s substantial in-office workforce has helped make New York a post-pandemic office recovery leader, outpacing most other major U.S. hubs. And the plethora of healthcare, service, and other on-site workers that keep the island humming along also contribute to its thriving employment landscape.
Using the latest location analytics, this report examines the shifting dynamics of the many on-site workers employed in Manhattan and the up-and-coming Hudson Yards neighborhood. Where does today’s Manhattan workforce come from? How often do on-site employees visit Hudson Yards? And how has the share of young professionals across Manhattan’s different districts shifted since the pandemic?
Read on to find out.
The rise in work-from-home (WFH) trends during the pandemic and the persistence of hybrid work have changed the face of commuting in Manhattan.
In Q2 2019, nearly 60% of employee visits to Manhattan originated off the island. But in Q2 2021, that share fell to just 43.9% – likely due to many commuters avoiding public transportation and practicing social distancing during COVID.
Since Q2 2022, however, the share of employee visits to Manhattan from outside the borough has rebounded – steadily approaching, but not yet reaching, pre-pandemic levels. By Q2 2024, 54.7% of employee visits to Manhattan originated from elsewhere – likely a reflection of the Big Apple’s accelerated RTO that is drawing in-office workers back into the city.
Unsurprisingly, some nearby boroughs – including Queens and the Bronx – have seen their share of Manhattan worker visits bounce back to what they were in 2019, while further-away areas of New York and New Jersey continue to lag behind. But Q2 2024 also saw an increase in the share of Manhattan workers commuting from other states – both compared to 2023 and compared to 2019 – perhaps reflecting the rise of super commuting.
Commuting into Manhattan is on the rise – but how often are employees making the trip? Diving into the data for employees based in Hudson Yards – Manhattan’s newest retail, office, and residential hub, which was officially opened to the public in March 2019 – reveals that the local workforce favors fewer in-person work days than in the past.
In August 2019, before the pandemic, 60.2% of Hudson Yards-based employees visited the neighborhood at least fifteen times. But by August 2021, the neighborhood’s share of near-full-time on-site workers had begun to drop – and it has declined ever since. In August 2024, only 22.6% of local workers visited the neighborhood 15+ times throughout the month. Meanwhile, the share of Hudson Yards-based employees making an appearance between five and nine times during the month emerged as the most common visit frequency by August 2022 – and has continued to increase since. In August 2024, 25.0% of employees visited the neighborhood less than five times a month, 32.5% visited between five and nine times, and 19.2% visited between 10 and 14 times.
Like other workers throughout Manhattan, Hudson Yards employees seem to have fully embraced the new hybrid normal – coming into the office between one and four times a week.
But not all employment centers in the Hudson Yards neighborhood see the same patterns of on-site work. Some of the newest office buildings in the area appear to attract employees more frequently and from further away than other properties.
Of the Hudson Yards properties analyzed, Two Manhattan West, which was completed this year, attracted the largest share of frequent, long-distance commuters in August 2024 (15.3%) – defined as employees visiting 10+ times per month from at least 30 miles away. And The Spiral, which opened last year, drew the second-largest share of such on-site workers (12.3%).
Employees in these skyscrapers may prioritize in-person work – or have been encouraged by their employers to return to the office – more than their counterparts in other Hudson Yards buildings. Employees may also choose to come in more frequently to enjoy these properties’ newer and more advanced amenities. And service and shift workers at these properties may also be coming in more frequently to support the buildings’ elevated occupancy.
Diving deeper into the segmentation of on-site employees in the Hudson Yards district provides further insight into this unique on-site workforce.
Analysis of POIs corresponding to several commercial and office hubs in the borough reveals that between August 2019 and August 2024, Hudson Yards’ captured market had the fastest-growing share of employees belonging to STI: Landscape's “Apprentices” segment, which encompasses young, highly-paid professionals in urban settings.
Companies looking to attract young talent have already noticed that these young professionals are receptive to Hudson Yards’ vibrant atmosphere and collaborative spaces, and describe this as a key factor in their choice to lease local offices.
Manhattan is a bastion of commerce, and its strong on-site workforce has helped lead the nation’s post-pandemic office recovery. But the dynamics of the many Manhattan-based workers continues to shift. And as new commercial and residential hubs emerge on the island, workplace trends and the characteristics of employees are almost certain to evolve with them.
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.
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.
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.
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.
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.
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.
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 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.
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.
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.

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?
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.
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.
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.
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?
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