
With summer and back-to-school shopping in the rearview mirror, we dove into the data to check in with a major player on the retail scene – warehouse favorite Costco. How has the chain been faring this year, and what can Costco’s visitation patterns tell us about what lies ahead for it during the all-important fourth quarter of the year?
We dove into the data to find out.
Costco Wraps Up Summer With a Bang
Costco’s wholesale club model seems like it was tailor made for the 2024 consumer. Though prices aren’t rising as rapidly as they did last year, consumers remain eager to cut costs, embracing retailers that allow them to load up on essentials while indulging in affordable splurges that don’t break the bank. And Costco, which provides customers with steep discounts on everything from bulk cereals to patio furniture, is reaping the benefits.
Since January 2024, Costco has enjoyed consistently positive year-over-year (YoY) foot traffic growth, outpacing the wider Superstore and Wholesale Club category every month of 2024 so far. Even in January, when retail visits nationwide were severely dampened by unusually cold and stormy weather, Costco saw YoY visits increase by 5.2% – a remarkable accomplishment.
Mission-Driven Treasure Hunting
Why is Costco resonating so strongly with consumers this year? One factor may be the unique blend of mission-driven shopping and treasure hunting offered by the membership club. Costco is all about bulk buying – and when people head out to the wholesaler, they expect to come back with a massive haul of canned goods and pantry staples. But with oft-changing inventory and ubiquitous free samples, Costco also offers a fun shopping experience that encourages customers to try new items and make unexpected purchases as they cruise the aisles.
So it may come as no surprise that people spend much longer browsing the aisles at Costco than they do at other superstores and wholesale clubs. And while competitors like Target, Walmart, and BJ’s Wholesale have seen slight drops in their average dwell times over the past three years, Costco’s average dwell time has remained considerably longer – and remarkably steady.
Post-Labor Day Grand Slam
Costco also drives visits by leaning into special calendar days. Unlike some other retailers, Costco closes its doors on most major holidays, including Memorial Day and Labor Day. But the chain still offers major discounts on the days leading up to and following these special days, driving heightened interest – and foot traffic.
Comparing visits on Tuesday, September 3rd – the day after Labor Day – to a year-to-date (YTD) daily average highlights the power of holiday sales, as well as pent-up demand following the store’s closure, to drive traffic to Costco. September 3rd was Costco’s second-busiest Tuesday of the year so far (up 23.8% compared to a YTD Tuesday average) – outpaced only by the pre-Independence Day July 2nd frenzy. May 28th, the day after Memorial Day, was also unusually busy at Costco, as customers rushed to take advantage of Memorial Day markdowns that lasted well into the following week.
In another sign of Costco’s robust positioning ahead of the all-important Black Friday and Christmas shopping season, visits to Costco on the Tuesday after Labor Day this year (Tuesday, September 3rd, 2024) were 6.1% higher this year than in 2023 (Tuesday, September 5th, 2023).
Looking Ahead
Costco’s visitation patterns showcase a brand that is positively thriving in 2024. And though it may be too soon to assess the impact of the membership chain’s recent fee hike, the warehouse chain appears poised to enjoy a robust November and December holiday season.
Follow our blog at Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

The return to office (RTO) has been on an upswing, with employers across industries cracking down on remote work and requiring employees to put in more face time. Indeed, July 2024 emerged as the busiest in-office month since the pandemic. But what happened in August?
We dove into the data to find out.
The Dog Days of Summer
August is a time for family vacations – and millions of Americans planned to take the roads and skies this summer to get away from it all and enjoy some downtime. So it may come as no surprise that the accelerated mandate-driven RTO seen in recent months – moderated somewhat in August, with a larger visit gap compared to the equivalent period of 2019 than that seen in July or in June.
Still, despite an end-of-summer slump, the nationwide office recovery appears to be very much underway. Office foot traffic last month was just 31.2% below pre-pandemic levels. Or put another way, August 2024 office visits were 68.8% of what they were in August 2019.
A Regional Snapshot
Drilling down into the data for major urban hubs throughout the country shows a continuation of recent trends, with Miami, New York, Atlanta, and Dallas outperforming the nationwide baseline. In Miami and New York, office visits were nearly 90.0% and 85.0%, respectively, of what they were pre-pandemic. And Atlanta, where employers from the CDC to UPS have begun enforcing stricter in-office policies, held onto its high ranking, with visits 75.6% of what they were in August 2019.
Indeed, Atlanta, which has seen a surge in office leasing activity, saw 7.3% year-over-year (YoY) visit growth in August 2024 – followed by Miami (5.7%). San Francisco – which despite lagging behind other cities compared to pre-pandemic, has been making steady YoY gains – came in third with a YoY visit increase of 3.0%.
A Shifting In-Office Workforce
Who are the employees driving this summer’s accelerated recovery?
Analyzing the trade areas of office buildings nationwide reveals that between June and August 2024, the Census Block Groups (CBGs) feeding visits to office buildings (their captured markets) continued to see a decline in their share of households with children – indicating that parents still account for fewer office visits than they did pre-pandemic. Employees with children, it seems, remain especially likely to place a premium on flexibility – embracing work routines that allow them to more efficiently juggle home and work responsibilities.
Over the same period, the share of one-person households in offices’ captured markets rose substantially, highlighting the important role played by young professionals – who may be more likely to be single – in today’s office recovery. Whether driven by a desire to embrace in-office career growth and mentorship opportunities, or by a craving for more social interaction, these employees are returning to the office in ever greater numbers.
Looking Ahead
With the school year underway and summer vacations already a not-so-distant memory, office foot traffic is likely to resume its upward trajectory. Will September 2024 set a new post-pandemic RTO record?
Follow Placer.ai’s data driven analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

It’s that time of year again. On August 22nd, Starbucks launched its much-vaunted autumn menu, including the iconic Pumpkin Spice Latte (PSL). We dove into the data to see what happened on the big day – and how Starbucks visitation patterns were impacted by the much-anticipated release.
The PSL Effect
Last year, Starbucks broke with tradition to move its PSL launch from Tuesday to Thursday. And perhaps due to Thursday’s proximity to the weekend (especially in the age of the TGIF work week), the step has proven advantageous – generating a sustained visit spike lasting through the weekend.
On Thursday, August 22nd, 2024, foot traffic to Starbucks surged 24.1% higher than the coffee giant’s daily average for the previous eight Thursdays. And the PSL effect worked its magic throughout the weekend, with visits to Starbucks on the following Friday, Saturday, and Sunday significantly elevated compared to recent daily averages for those days of the week.
Pumpkin, Spice, and Everything Nice
Since its debut in 2003, Starbucks’ PSL has become part of the cultural landscape. Each year, the beverage’s release generates a social media frenzy. And between 2021 and 2023, the number of people visiting Starbucks on Pumpkin Spice Latte launch day increased steadily.
Last year, the PSL visit spike reached new heights, with foot traffic 27.1% higher than on August 27th, 2019 – the last pre-pandemic PSL launch. And despite Starbucks’ recent challenges, visits on PSL day held steady this year, maintaining last year’s impressive gains.
Nationwide Appeal
Comparing visits on August 22nd, 2024 to recent Thursday visit averages across the continental U.S. highlights the broad appeal enjoyed by Starbucks’ fall menu. Every analyzed state enjoyed a visit bump – though the extent of the boost varied considerably between regions.
Many southern states – including Alabama, Louisiana, and Mississippi, saw only slight foot traffic bumps, perhaps due in part to the region’s warmer weather, which may render the early autumn launch less compelling. (Mississippi in particular, it seems, really couldn’t care less about Pumpkin Spice.) But in other areas, led by North Dakota (45.5%), Kansas (42.6%), Utah (42.2%), Iowa (41.3%), and Pennsylvania (39.5%), visits skyrocketed.
Looking Ahead
Starbucks’ successful PSL launch shows that even as consumers count their pennies, people are finding room in their budgets for sweet, cozy indulgences that don’t break the bank. What does the winning release portend for the upcoming winter season?
Follow Placer.ai’s data-driven dining and retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Big Lots – the big-box discount store offering everything from snacks to higher-ticket items like furniture and mattresses – recently announced a major rightsizing initiative. Against the backdrop of declining sales, the company disclosed its intention to shutter up to 315 stores in coming months.
We dove into the data to explore some of the factors that may be impacting Big Lots’ store closure decisions – and to see which chains stand to benefit the most from Big Lots’ big move.
Shoppers Heed the (Closeout) Call
Store closures mean major markdowns – and the some 280 Big Lots locations already slated to close are drawing crowds with big sales. Analyzing monthly visit fluctuations at Big Lots shows that the shuttering locations experienced an impressive 19.2% month-over-month (MoM) visit spike in July 2024, even as the chain as a whole saw just a 1.9% uptick. Customers, it seems, are flocking to the stores on the chopping block to snag high-ticket items at even steeper discounts.

Leaning Into Core Audiences
Rightsizing is all about fleet optimization – trimming underperforming locations and retaining those stores best equipped to meet the needs of a chain’s evolving customer base. And identifying common denominators among stores slated for closure can shed light on the considerations informing a retailer’s rightsizing strategy.
Analyzing the median household incomes (HHIs) of Big Lots’ closing locations' captured markets shows that the retailer is shuttering stores that serve more affluent consumers than the chain as a whole. Nationwide, for example, Big Lots drew visitors from areas with a median HHI of $65.5K in H1 2024. But the Big Lots slated for closure drew shoppers from areas with a median HHI of $73.5K. This pattern repeated itself across major markets where Big Lots is reducing its footprint – including Ohio, Florida, Washington, California, and Arizona.
Big Lots has noted a revitalization strategy focused on value and even more extreme bargain offerings. And the decision to shutter stores in more affluent areas may reflect a move by the retailer to lean into its core audience of price-conscious shoppers – though higher HHI customers can still benefit from the chain’s value offerings.
Who Stands to Benefit?
As Big Lots reduces its fleet, shoppers will naturally seek out alternatives. But which chains are best poised to reap the benefits? Cross-shopping data shows, unsurprisingly, that the vast majority of Big Lots visitors also frequent superstores – especially Walmart. In Q2 2024, a whopping 92.3% of Big Lots visitors nationwide stopped by a Walmart – compared to 52.7% for Target and just 20.8% for Costco.
But shopping behaviors vary significantly between regions. And zooming in on California, where Big Lots plans to close a majority of its 109 locations, paints a different picture. Golden State Big Lots shoppers, to be sure, also visit Walmart in high numbers (74.6% in Q2 2024). But they are much more likely than nationwide visitors to the chain to frequent Target and Costco. Given Big Lots’ significant fleet reduction in California, these two chains appear well-positioned to acquire some of this new regional business.

Timing is Everything
And drilling down even deeper into the habits of California shoppers at Big Lots, Walmart, Target, and Costco shows that of the three retail giants, Costco may be especially well-positioned to benefit from Big Lots’ Golden State closures.
Like Big Lots, Costco draws a high share of visits during the mornings and afternoons – with just over 50.0% of 10:00 AM - 8:00 PM visits taking place between 10:00 AM and 3:00 PM. As Big Lots’ California footprint contracts, some of these mid-day shoppers may hop over to Costco, which is also bustling during these hours.

Rightsizing Opportunities
Rightsizing creates opportunities – both for chains taking proactive steps to optimize their fleets, and for competitors seeking to pick up extra business. How will Big Lots’ big rightsizing move continue to play out in the months ahead?
Follow Placer.ai’s data-driven retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Dave & Buster's and Main Event, two leading chains in the eatertainment industry, offer a unique mix of dining, arcade games, and immersive experiences, successfully drawing crowds seeking more than just a meal out.
We took a closer look at the two chains – both of them owned by parent company Dave & Busters Entertainment, Inc. – to see how they are faring as summer winds down.
The Great Indoors
Dave & Buster’s and Main Event have plenty of games for children – but with extensive drinks menus, they also decidedly cater to adults, offering both groups a much-needed opportunity to kick back, play some games, and enjoy a meal out with friends.
And recent foot traffic data shows that despite challenges, both chains are seeing overall YoY visit increases – partially driven by the chains’ fleet expansions. On a quarterly basis, foot traffic to Dave & Buster’s and Main Event has remained elevated year over year (YoY) since Q3 2023, finishing out Q2 2024 with respective visit boosts of 6.9% and 4.7%.

Living For the Weekends
As prime eatertainment destinations, Dave & Buster’s and Main Event are busiest on weekends – with Saturday evening between 7:00 to 10:00 PM drawing the biggest crowds to both chains.
Between August 2023 and July 2024, 11.9% of visits to Dave & Buster’s and 9.4% of visits to Main Event took place during the Saturday evening time slot. Friday and Sunday also experienced increased foot traffic, with hourly fluctuations reflecting the rhythms of weekend activities: Friday visits picked up between 7:00 and 10:00 PM, as people likely wrapped up their work weeks and headed out to unwind with a drink and some skee ball. Sunday visits followed the opposite pattern, with stronger foot traffic earlier in the day that tapered off towards evening, as people put down their pool cues and got ready for the upcoming week.
But Dave & Buster’s and Main Event are both adept at harnessing special promotions to drive visits on off-peak, weekday hours. Dave & Buster’s famous Wednesdays half-off deals fueled significant visit upticks throughout the analyzed period – so it may come as no surprise that the chain recently stepped up its off-peak offerings with a new all-you-can-eat weekday wings deal. And Main Event, which has long offered a Monday Night Madness promotions, also unveiled a “Summer Season Pass” to encourage weekday visits among its customers.

Driving Distance Differs By Day Of Week
Visitor behavior to Dave and Buster’s and Main Event also changes throughout the week. Analyzing the average driving distances of visitors to the two chains shows, unsurprisingly, that people drive further distances to visit the venues on the weekends – when they have more time on their hands.
Between August 2023 and July 2024, 43.9% of weekend visits (Friday to Sunday) to Dave & Buster’s, and 49.7% of weekend visits to Main Event were made by people traveling 10 miles or less to reach the restaurant. On Weekdays (Monday to Thursday), these numbers increased to 49.4% and 55.3%, respectively – indicating that on weekdays, the eatertainment chains are particularly appealing to locals looking for a convenient night out.
But interestingly, it was on weekdays that visitors to the two chains were most likely to come from more than 100 miles away, suggesting that these customers may be on vacation away from home – the perfect time to pop into an arcade mid-week and “unlearn adulthood.”

Get Your Game On
Dave & Buster's and Main Event Entertainment continue to flourish, attracting weekend crowds and drawing visitors from near and far. Can the two eatertainment chains continue to draw crowds as summer draws to a close?
Visit Placer.ai to keep up with the latest data-driven dining and entertainment trends.

With summer winding down (sigh!) and undergrads nationwide heading back to campus, we dove into the data to explore consumer behavior in college towns – where students and other university-affiliated communities make up a substantial share of the overall population.
Once again, we focused our analysis on nine CBSAs dominated by the comings and goings of a university-centered community – including Ithaca, NY (Cornell University); State College, PA (Penn State); Bloomington, IN (Indiana University); Lawrence, KS (University of Kansas); College Station-Bryan, TX (Texas A&M); Columbia, MO (University of Missouri); Champaign-Urbana, IL (University of Illinois); Ann Arbor, MI (University of Michigan); and Gainesville, FL (University of Florida). How does college life impact local retail performance? And what lies ahead for popular back-to-college shopping destinations as the school year begins?
We dove into the data to find out.
Retail Giants Thrive in College Towns
Retail giants Target and Walmart have been thriving in recent months. And nowhere has this been more true than in college towns, where the two behemoths are popular destinations for college students. Nationwide, college students make up just small percentages of the chains’ customer bases. But in college towns, the picture is very different.
In Q2 2024, STI: Landscape’s “Collegian” segment – a group encompassing currently enrolled college students living both on and off campus – made up a remarkable 19.4% of Target’s captured markets in the analyzed CBSAs. Though Walmart’s audiences in these cities included smaller shares of undergrads, the coveted demographic comprised an impressive 11.4% of its local captured markets.
And superstore locations in the analyzed college towns experienced higher-than-average YoY visit growth in Q2 – showcasing the power of this demographic to drive retail success. Target, for example, saw a 2.6% YoY increase in average monthly visits per location in college towns – compared to 1.4% nationwide. And Walmart followed a similar pattern, with average monthly visits per location up 5.8% in college towns, compared to 4.1% nationwide.

Back-to-College August Rush
With a strong Q2 2024 under their belts, Target and Walmart both appear poised to enjoy an even stronger back-to-college shopping season. And a look at seasonal fluctuations in visits to the two retailers shows just how important the summer shopping scramble is for retailers in these CBSAs.
Nationwide, Target experiences its biggest monthly visit spike in December, when consumers throughout the country fill up their carts with holiday fare and gifts for loved ones. But in college towns, Target’s August visit spike is even bigger than its December one – as students load up on everything from dorm furniture to school supplies. Walmart, too, experiences a college-town August visit bump outpacing the one seen in the run-up to Christmas.

Filling Up on Goodies
College students may eat many of their meals on campus – but they also frequent grocery stores, whether to pick up snacks or to buy ingredients for off-campus, home-cooked meals. And like superstores, grocery chains in college towns follow unique seasonal rhythms of their own.
Nationwide, grocery stores tend to see weekly visits peak in November and December. But in college towns, these holiday retail milestones carry less weight, as many collegians head home for Thanksgiving and Christmas. Instead, weekly grocery store foot traffic in these CBSAs reaches its high point in August, when collegians likely converge on stores all at once as they head back to campus.

Evening Snacks at Aldi
And taking a closer look at value grocer Aldi – which features locations in all nine analyzed CBSAs – highlights other differences in the shopping habits of college town residents. Aldi has been crushing it in recent months, ranking high on the Placer 100 Retail & Dining Index visit growth lists throughout the summer. Like Target and Walmart, the discount supermarket enjoyed even greater visit-per-location growth in college towns than in other areas of the country.
And comparing Aldi visitation patterns in the analyzed CBSAs to those nationwide shows that in college towns, shoppers tend to do their grocery shopping later in the day. In Q2 2024, some 40.3% of visits to Aldi in college towns took place between 4:00 PM and 8:00 PM – compared to just 37.4% nationwide. And on the flip side, just 27.9% of college town Aldi visits took place in the morning, compared to 30.1% nationwide. Whether because they’re busy attending classes, or because they prefer to (ahem) sleep in, college students appear less likely than others to visit grocery stores in the morning.

Looking Ahead
Americans spend billions of dollars each year on back-to-college shopping – and this year is shaping up to be no different. For superstores and grocery chains in college towns, recent strong performance offers plenty of reason for optimism as the August shopping bonanza continues.
For more data-driven retail analyses, follow Placer.ai.




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