Which Barbie Accessory Drives the Most Amazon Demand?

Pattern Data Science

February 22, 2022

It’s time to bust out the Dream House, the jet, and the convertible, because March 9th is National Barbie Day! America’s most iconic doll was invented in 1959 by businesswoman Ruth Handler after being inspired by a doll she spotted during a trip to Germany.

From the introduction of her longtime boyfriend Ken in 1961, to the launch of new body types in 2016 in response to decades-long criticisms surrounding the doll’s negative impact on body image, and on to efforts to expand the diversity of the product line– the Barbie brand has evolved a great deal over the past 62 years.

This year, in honor of National Barbie Day, we decided to do a deep dive into our data to learn more about America’s current relationship with Barbie.

Has the doll gotten less popular over the past few years? Which types of dolls and accessories are the most popular? Has the COVID-19 pandemic had any impact on demand for Barbie dolls? And what about National Barbie Day—does the unofficial holiday drive any additional demand?

Keep reading to find out the answer to these questions and more!

When is online demand highest for Barbie?

We started our analysis by examining online demand for Barbie as a general term throughout all of last year. Here’s how the week-to-week trend panned out:

As you probably expected, the holiday shopping season was by far the biggest time of year for Barbie. Online demand ramped up sharply during the last week of October, peaking during the week of December 12th.

It’s unclear what may have driven the surge in demand in mid-July, but it’s clear that Barbie is generally at its most popular in the latter half of the year.

National Barbie Day, meanwhile, doesn’t appear to really move the needle too much. Demand during the week of March 9th picked up slightly when compared to the previous week, but only to levels similar to what we see during the rest of March.

For an even better understanding of online demand for Barbie, we next examined monthly demand over the previous 3 years.

Here we see that last year was actually a fairly strong year for Barbie, with demand remaining consistently higher throughout most of the year than either of the previous two years.

Comparatively, both 2020 and 2019 saw demand drop much more during the spring months, only to experience a slower increase during the summer and fall. But while last year saw the most consistently high demand, the 2020 holiday shopping season represented the high point across all three years.

Of course, the Barbie brand includes far more than the doll itself, so let’s dive even deeper into the data to see if these trends hold true for Barbie accessories, dream mansions, movies, and more

A closer look at online demand for Barbie dolls, accessories, and more

Now that we’ve examined the trends for Barbie as a complete brand, let’s see how some of the most popular items and accessories compare. We’ll start by comparing total demand in 2021 to see which items and accessories are the most popular overall.

As you’d expect, the dolls still drive by far the most demand—a full 64% more than the next most popular item, the Barbie Dream House. Barbie clothes weren’t far behind the Dream House, putting those two items in a tier of their own.

From clothes there’s a significant drop to the fourth most popular item in our analysis, Barbie Movies, a popular series of about 40 animated films. Barbie Car rounds out the top five, edging out boyfriend Ken.

To see if some of these most popular items and accessories experience the same kind of trends as the brand at large, we next compared the change in monthly demand for each.

Once again, the holiday shopping season is absolutely huge for Barbie items and accessories. Only Barbie movies, which see their demand peak in the dog days of August, didn’t experience the bulk of their demand during the months of November and December.

Barbie dolls and the Barbie Dream House both experienced the biggest boosts in demand during the holidays, with the Dream House peaking in November, while dolls continued to surge into December.

Interestingly, Barbie clothes and Ken dolls both started the year with demand up above the annual average, perhaps as kids look to fill out the big Dream House they got on Christmas morning.

Let’s close out by taking a look at the long term trends for some of these top accessories and items.

Interestingly, demand for Barbie dolls as a specific item actually saw demand at its highest in 2020, while 2021 saw demand drop below 2019. It’s important to qualify that queries for “Barbie” were far more common than specific queries for “Barbie Doll” – so it’s possible that 2021 simply saw more people searching for Barbies with a more generic query than in previous years.

Either way, all three years did see very similar trends, with demand slowly increasing and peaking during the holiday months.

It’s a similar story for the Barbie Dream House, with the 2020 Holiday shopping season rising well above both 2019 and 2021. All three years saw November rank as the top month of the year, but November 2020 saw demand up 44% more than either other year.

Barbie movies saw demand pick up when the pandemic hit in March of 2020, no doubt as millions of parents suddenly found themselves needing to help entertain a house full of socially distancing children. That increase in popularity held into 2021, which saw even higher demand throughout most of the year.

A lesson for brands

It’s clear that the holiday shopping season is crucial for Barbie dolls and accessories. The brand sees the majority of its demand fall during the months of November and December, although for some accessories and items we do see demand begin to pick up as early as late summertime.

Understanding the factors that influence consumer behavior can help brands better understand how to forecast demand for their products on online marketplaces, and even inform product design and marketing strategy.

To stay up to date on consumer behavior and ecommerce news, info, and trend analyses, be sure to subscribe to Pattern Insights on the right.

And, if you’d like to learn more about how you can best leverage our data to help your brand win online, holiday or not, get in touch today.

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Slowing Inflation is Music to Consumers’ Ears
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Slowing Inflation is Music to Consumers’ Ears

**Instrument Pricing Changes Tune Amid Record Inflation** Compared to 2022, consumers should expect to pay more for musical instruments, but the rate of inflation shows signs of slowing. **The backstory:** America’s most popular musical instruments saw a notable price increase in 2022 compared to 2021, but the rate of inflation eased in Q4 ’22. **Why it matters:** Slowing inflation within this product category could indicate economic pressures like increased demand, rising labor costs, and supply chain disruptions are easing across the consumer landscape. **What we’re seeing:** The average cost of musical instruments increased 7.5% from 2021 – 2022; however, when analyzing individual increases year over year, some instruments saw price increases as high as 21%. <iframe title="YOY Price Change for Instruments — 2022 vs. 2021" aria-label="Bar Chart" id="datawrapper-chart-02Lwk" src="https://datawrapper.dwcdn.net/02Lwk/2/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="379" data-external="1"></iframe><script type="text/javascript">!function(){"use strict";window.addEventListener("message",(function(e){if(void 0!==e.data["datawrapper-height"]){var t=document.querySelectorAll("iframe");for(var a in e.data["datawrapper-height"])for(var r=0;r<t.length;r++){if(t[r].contentWindow===e.source)t[r].style.height=e.data["datawrapper-height"][a]+"px"}}}))}(); </script> * Trombones experienced a 21.73% increase compared to 2021 * Trumpets +20.08% * Flutes +18.6% * Recorders +16.13% * Saxophones +13.63% * Clarinets +10.55% * Drums +5.41% * Ukuleles +5.17% **However:** Inflation among these same instruments was significantly less in Q4 ’22 compared to Q4 ’21. In some cases, prices decreased from Q4 ’21 – Q4 ‘22: <iframe title="Price Change for Instruments — Q4 2022 vs. Q4 2021" aria-label="Bar Chart" id="datawrapper-chart-6X6GZ" src="https://datawrapper.dwcdn.net/6X6GZ/2/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="379" data-external="1"></iframe><script type="text/javascript">!function(){"use strict";window.addEventListener("message",(function(e){if(void 0!==e.data["datawrapper-height"]){var t=document.querySelectorAll("iframe");for(var a in e.data["datawrapper-height"])for(var r=0;r<t.length;r++){if(t[r].contentWindow===e.source)t[r].style.height=e.data["datawrapper-height"][a]+"px"}}}))}(); </script> * Trombones +11.23% * Flutes +10.41% * Saxophones +5.94% * Clarinets +5.59% * Trumpets +3.10% * Recorders +2.85% * Drums -2.59% * Ukuleles -8.46% **Moreover:** Certain instruments saw inflation reverse in 2022. On average, prices for melodicas, guitars, and violas saw their prices decrease by 4.41%, 3.19%, and 0.97%, respectively. <iframe title="YOY Price Change for Instruments — 2022 vs. 2021" aria-label="Bar Chart" id="datawrapper-chart-0Tefk" src="https://datawrapper.dwcdn.net/0Tefk/3/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="259" data-external="1"></iframe><script type="text/javascript">!function(){"use strict";window.addEventListener("message",(function(e){if(void 0!==e.data["datawrapper-height"]){var t=document.querySelectorAll("iframe");for(var a in e.data["datawrapper-height"])for(var r=0;r<t.length;r++){if(t[r].contentWindow===e.source)t[r].style.height=e.data["datawrapper-height"][a]+"px"}}}))}(); </script> **Diving Deeper:** Inflation was more significant when comparing Q4 ’21 to Q4 ’20 than when comparing Q4 ’22 to Q4 ’21, indicating a slowing down of price increases for consumers. <iframe title="YOY Q4 Price Change for Instruments — 2020 – 2022" aria-label="Stacked Bars" id="datawrapper-chart-p6iqt" src="https://datawrapper.dwcdn.net/p6iqt/1/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="206" data-external="1"></iframe><script type="text/javascript">!function(){"use strict";window.addEventListener("message",(function(e){if(void 0!==e.data["datawrapper-height"]){var t=document.querySelectorAll("iframe");for(var a in e.data["datawrapper-height"])for(var r=0;r<t.length;r++){if(t[r].contentWindow===e.source)t[r].style.height=e.data["datawrapper-height"][a]+"px"}}}))}(); </script> * In Q4 ’21, average prices for all instruments were up 8.89% compared to Q4 ’20. * When comparing Q4 ’22 to Q4 ’21, the average price for all instruments only increased by 2.65%. **The takeaway:** While consumers should expect to pay higher prices for instruments this year, overall inflation impact within this product category appears to be slowing down. With National Ukulele Day coming up on February 2, now is a great time for ecommerce brands to take advantage of slowing economic worries and reach new consumers. * Want Pattern’s data science team to power your brand with consumer insights like these? Contact us to [request more information](https://pattern.com/contact-us/) today.

Slowing Inflation? What Musical Instrument Pricing Tells Us
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Slowing Inflation? What Musical Instrument Pricing Tells Us

It’s safe to say consumers and brands alike are eager for a change to the pattern of rising inflation, steadily increasing in many ecommerce categories . Pattern’s internal team’s data scientists analysis of instrument pricing shows a glimmer of hope that inflation may be slowing, which would be great news for brands selling online.

At Pattern, we’re interested in and monitoring trends and news related to pricing since price is a key factor in a brand’s profitability (as explained in the Ecommerce Equation). When brands are able to optimize their price, conversions, and traffic, they can optimize their profitability. And profitability leads to better allocation of resources, better brand control, and gives leaders the ability to expand their presence to new markets worldwide.

YoY Instrument Pricing Increased at a Slower Pace

When analyzing the pricing changes of instruments from 2021 to 2022, our teams found that prices increased, but at a slower rate than from 2020 to 2021.

As shown below, the year over year Q4 changes show quite a lower rate of increase.

Inflation Improvements Raise Profitability

Because inflation impacts online shopping behaviors, lower inflation can lead to better overall profitability for brands. This idea, of course, is nuanced, but Pattern’s Ecommerce Equation can help illustrate the general principle.

When inflation rises, consumers change their spending habits. Shoppers spend more time researching products, forego premium, higher-priced brands, and buy more in bulk. Brands tend to see a loss of loyalty as they’re forced to raise prices.

Price is a key variable in the Ecommerce Equation: price x conversion x traffic = profitability. As inflation lowers, brands can expect better performance in all of these areas—more traffic as spending habits return to normal, higher conversion from returning customers, and price that better fits consumer demand. As inflation lowers and these variables stabilize, brands will see profitability increase.

Raise Your Profitability with Pattern

As an ecommerce accelerator, Pattern is obsessed with gathering data that helps our brand partners succeed. We’ve created best-in-class technology, models, and analytics to understand changes on the horizon and inform our decisions. With an incredible team of data obsessed Pattern employees, we see what makes the difference in truly great ecommerce performance and apply those learnings for brand partners. 

Ready to improve your profitability? Contact us here.

Inflation hits LEGO, but lighter than you’d suspect
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Inflation hits LEGO, but lighter than you’d suspect

**Some sets get more expensive, while others become cheaper** In June 2022, LEGO announced it would be increasing the prices of their sets. Ever since, consumers anticipated their favorite plastic construction toy prices to increase [by as much as 25%](https://9to5toys.com/2022/06/02/lego-officially-confirms-price-increases-coming-to-most-sets-later-this-fall/). **Why it matters:** Consumers are feeling the sting of inflation in all areas of their lives, from groceries and gas to entertainment. With LEGO Day right around the corner (January 28th), fans may wonder whether it’s a good time to purchase a set. **What we’re seeing:** While inflation continues to ravage the economy, consumers are seeing a small reprieve when it comes to the pricing of LEGO sets. Despite the anticipated 25% price increase, average prices among the top LEGO sets only increased by 4.7% year over year when comparing Q4 2022 to Q4 2021. <iframe title="YOY Price Change for All LEGO Sets – 2022 vs. 2021" aria-label="Interactive line chart" id="datawrapper-chart-3gn9L" src="https://datawrapper.dwcdn.net/3gn9L/3/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="393" data-external="1"></iframe><script type="text/javascript">!function(){"use strict";window.addEventListener("message",(function(e){if(void 0!==e.data["datawrapper-height"]){var t=document.querySelectorAll("iframe");for(var a in e.data["datawrapper-height"])for(var r=0;r<t.length;r++){if(t[r].contentWindow===e.source)t[r].style.height=e.data["datawrapper-height"][a]+"px"}}}))}(); </script> * During this same period, annual prices for some of the most popular LEGO sets were up as much as 23%. <iframe title="U.S. Price Change for LEGO Sets – Q4 22 vs. Q4 21" aria-label="Split Bars" id="datawrapper-chart-vh7B2" src="https://datawrapper.dwcdn.net/vh7B2/1/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="708" data-external="1"></iframe><script type="text/javascript">!function(){"use strict";window.addEventListener("message",(function(e){if(void 0!==e.data["datawrapper-height"]){var t=document.querySelectorAll("iframe");for(var a in e.data["datawrapper-height"])for(var r=0;r<t.length;r++){if(t[r].contentWindow===e.source)t[r].style.height=e.data["datawrapper-height"][a]+"px"}}}))}(); </script> **Yes, but:** Prices of other popular sets were down by as much as -12% during this same period. Depending on the kit, consumers might actually find some popular LEGO sets have gotten less expensive since 2021: * LEGO Star Wars Imperial Probe Droid was down -6% in Q4 2022 vs. Q4 2021 * LEGO Creator Tuk Tuk was down -7% * LEGO Star Wars Ultimate Millennium Falcon was down -10% * LEGO Ideas Tree House Business Kit was down -12% **However:** Even for the sets that experienced a price decrease, the decrease was less significant in Q4 2022 as set prices increased across the board following the June 2022 announcement. <iframe title="YOY Price Change for Individual LEGO Sets – 2022 vs. 2021" aria-label="Interactive line chart" id="datawrapper-chart-KjSXz" src="https://datawrapper.dwcdn.net/KjSXz/1/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="400" data-external="1"></iframe><script type="text/javascript">!function(){"use strict";window.addEventListener("message",(function(e){if(void 0!==e.data["datawrapper-height"]){var t=document.querySelectorAll("iframe");for(var a in e.data["datawrapper-height"])for(var r=0;r<t.length;r++){if(t[r].contentWindow===e.source)t[r].style.height=e.data["datawrapper-height"][a]+"px"}}}))}(); </script> **The takeaway:** While prices didn’t increase as much as consumers anticipated, inflation still had an effect on the cost of LEGO sets. As ecommerce brands prepare for increased demand ahead of LEGO Day, they could increase customer interest in all sets by promoting the sets that have seen a price decrease. * Pattern’s data science team analyzes consumer demand on Amazon to understand how economic forces impact pricing and shopping behavior. If you’re interested in using insights like these to propel your ecommerce strategy forward, [contact our team today. ](https://pattern.com/contact-us/)