Tag: data

Here’s Where Your Favorite Artists Toured the Most in 2018

December 28, 2018

For an artist, there’s nothing like connecting with diehard fans who are sing-screaming your lyrics from the front row; for concert-goers, there’s nothing like seeing the music you’re obsessed with come alive on stage. That’s why we took our passion for music on the road and dug into the touring trends that reached far beyond our platform this year. Because while many of the year’s biggest artists hit the road in 2018, no two tours looked exactly the same.

Want to see for yourself? The proof is in our 2018 touring map. To create it, we looked at the top-streamed artists who played in 10 or more U.S. cities this year.

The map helped us discover some interesting trends—and some pretty weird shapes. While superstars like Nicki Minaj and Kendrick Lamar spent lots of time on the coasts, rising artists like Juice WRLD and Playboi Carti made sure to hit all corners of the country. Beyoncé, Chris Brown, and Twenty One Pilots toured mostly around the perimeter of the U.S., but Zedd, Gucci Mane, and Dan + Shay clustered lots of dates in the middle.

MVPs like SZA, Kane Brown, and Migos toured throughout the year, but some shorter tours, including Lana Del Rey’s, included stops in Hawaii (and hopefully some beach time).

We also checked out which artists played which cities the most. Texas hip-hop collective Brockhampton played New York seven times, while Rich the Kid, originally from Queens, played L.A. a record 12 times. Perhaps most impressive were the Chainsmokers, who hit Las Vegas a whopping 45 times (although their Vegas residency might have had something to do with that).

Click on each artist to dig deeper into where, when, and how they toured throughout the year. When you click on 5 Seconds of Summer, you’ll see that the Aussies covered lots of ground in the U.S. from April to December. (And to get back to the original map, just click the tab on the top left or the X button at the top right.)

Dive in below—no van required.

Stream hits from these artists and more of the year’s biggest stars here in our Top Artists of 2018 playlist.

When Do People Listen to EDM?

October 17, 2018

Electronic dance music, or EDM, began as a fringe movement with roots in the diverse music scenes of the ‘70s and ‘80s—disco, Detroit techno, hip-hop, dub, and more. Since then, EDM has become a powerful cultural force with a sound you can hear in everything from mainstream pop to the most arcane, underground electronic genres from around the world.

Central to the concept of electronic dance music, obviously, is the communal act of people getting together in real life to dance in the same place, on the same night, as a shared musical experience. That’s what attendees of the Amsterdam Dance Event (ADE) will be doing for the next four days (October 17-21).

Yes, this music was created for dancing together, but EDM fans can’t live at the club forever. So when do they stream EDM? The answer surprised us at first, but it actually makes sense:

People think of EDM as nighttime party music, but when it comes to their streaming habits, we see that they’re mostly listening in the afternoons and early evenings—especially on work and school nights. It could be that high-energy EDM music is just what these folks need to get through a stressful afternoon workday.

There’s another factor at play here: People listening to EDM while getting ready for the club. If we go beyond what’s in the chart above, we find that the day with the most EDM listening in the afternoon and early evening is Friday. It’s possible that club goers and party people are streaming EDM as they get ready to go out for the night.

But by late evening and nighttime—the times of day most associated with EDM in our popular imagination—EDM streaming dips lower than at any other time. Apparently, people who love EDM are either listening to something else at night, or they’re out dancing.

What’s also fascinating about EDM is that it bucks the trend of other genres prevalent at certain times, by increasing in the afternoon and evening when other genres, such as atmospheric, dip lower:

Looking to stream some of the hottest new EDM hits? Here’s the official Spotify playlist of the Amsterdam Dance Event.

— Article by Eliot Van Buskirk, Data/research by Jomar Perez

The Streamingpalooza Before (and After) Music Festivals

August 1, 2018

What’s more fun than seeing your favorite band play live? How about seeing a few of your favorite bands play—plus a couple dozen potential new favorites—back-to-back with thousands of other music lovers over the course of three days?

Cue music festivals, which typically kick off in the U.S. in March with Texas-based South By Southwest (SXSW), and continue into late October with the almost 20-year-old Voodoo Fest in Louisiana. No matter which event you’re attending, you’re sure to be surrounded by abounding energy and music.

Unsurprisingly, attendees don’t limit themselves to in-person listening. According to Spotify data, fans prep for festival weekends by streaming up a storm, and reminisce afterward with the songs they enjoyed the most—including new favorites—both near the concert venue and back at home.

Take, for example, last year’s Lollapalooza music festival in Chicago. Headliners included Chance The Rapper, Arcade Fire, Lorde, and The Killers, as well as Lil Uzi Vert, Tegan and Sara, and Charli XCX. Fans came to Chicago from far and wide—with phones and headphones in tow—streaming altogether 28,755 fan-created Lollapalooza playlists (i.e., any playlist with a name related to Lollapalooza).

In the days leading up to the 26-year-old Chicago festival (which now tours in South America and Europe as well), streams of Lolla playlists spiked around the country. As fans traveled to the Midwest, the spikes moved right along with them, with the location of the streams and spikes centralizing around Chicago during the festival. Check it out:

Lollapalooza 2017 visualization by Erica Leh and Skyler Johnson

But why did the playlists continue to see engagement during the festival? Erica Leh, a data scientist at Spotify, says it’s probably because of people who couldn’t make the event, could only attend one day, or who simply had “FOMO.”

“I think the greatest effects of festivals on streaming are two-fold,” she says. “Before the festival, streaming helps hype up concert-goers and introduces them to new artists they might be interested in seeing. After the festival, it allows attendees to relive their favorite moments, and to stream artists they might not have known before seeing their sets.”

Spotify data analysts Skyler Johnson and Manish Nag discovered that an artist’s streaming numbers spike 24 percent within a 20-mile radius of the venue the week before and after a concert. The potential for a “festival bump,” then, is enormous: There are thousands of people in attendance from all over the country and beyond.

Festival 2017 streaming visualization by Erica Leh

Some festivals, like Moogfest in North Carolina or Georgia-based Shaky Knees, boast high streaming numbers in relatively local areas, while bigger draws like California’s famed Coachella and the Electric Forest festival in Michigan see streaming from coast to coast, in both urban and rural areas.

SXSW, a livestreamed festival that has historically showcased many up-and-coming artists, as well as expert talks, cultural events, and art exhibits, stands out in particular due to its entire-country takeover. “Seeing the way South By Southwest lights up the map is exciting to me, because if livestreaming music events at South By could reach so many fans, livestreaming presentations or talks could, too,” explains Erica. “Showcasing more kinds of content—from videos to podcasts to live streams—can help creators better share their ideas with the world.”

For both fans and artists, the impact of multi-day, multi-artist concerts is as large-scale and long-lasting as the memories of the event itself. Because once the tents are packed up and the grounds are cleared, the discovery of new music continues well after the crowds have gone home.

Lollapalooza 2018 is coming up this weekend, August 2 – 5. Avoid Festival FOMO by streaming one of the top-three Lolla playlists: Maximal House Music, Lollapalooza 2018, or Lollapalooza Chicago 2018!! Looking for a festival you might like based on what you listen to? Look no further.