A Blog by Jonathan Low

 

Aug 2, 2020

AI Analyzes How Music Is Remembered

The half life of musical memory is much shorter than realized. Gen-Zers giving Boomers quizzical looks at the mention of the Grateful Dead will be equally offended when their own children dont recognize Lizzo. JL

Matt Daniels and Ilia Blinderman report in The Pudding:

Sinatra, Elvis, and Chuck Berry are emblematic of ’50s music, but what’s the ’90s? Music has a natural half-life. Song knowledge erodes with each passing year. Find someone 10 to 15 years your junior, and the likelihood that they’ll know your childhood music references is lower than you think. Teens are filming themselves listening to “Bohemian Rhapsody” for the first time. When records are not replayed, they become fleeting fads in the eyes of history. Billboard #1 hits mean nothing if future parents don’t tell their children, “This is good music.”
Measuring music’s popularity has always been contained to a certain period of time: peak chart ranking, awards, opening-week sales—a song’s performance at its prime.
But for me, it’s equally important to quantify how music is passed down from generation to generation, parent to teen. In 2020, we’re amid that critical juncture for ’90s music—we can finally start asking today’s teens, “What music do you recognize from the ’90s?”
The answer will indicate how future generations will characterize the decade. I always believed “No Diggity”  by Blackstreet would be a ’90s standard, uniting the old and young crowds at weddings of the 2050s. And to test this belief, I used 3 million data points that I collected via a music quiz, which asked readers if they recognized thousands of songs that charted on the Billboard Hot 100.
Millennials know “No Diggity.” But Gen Z? Maybe half of them, at best.
Percent of people who recognize a clip of “No Diggity,” by birth year
19851990199520000%20%40%60%Birth Yearat moment of NoDiggity's release11-year-oldsat the time of itsrelease5-year-oldswhen song wasreleasedBornat moment of NoDiggity's release11-year-oldsat the time of itsrelease5-year-oldswhen song wasreleasedBorn% of PeopleWho KnowSong% of PeopleWho KnowSong
Sinatra, Elvis, and Chuck Berry are emblematic of ’50s music, but what’s the ’90s equivalent? Using the recognition data we collected, we can begin to define the canon. These will be the artists and songs that Gen Z and beyond seem to recognize (and value) among all the musical output from the decade.
First, it’s important to understand the general trends in the data. “No Diggity” knowledge peaks among people born in 1983, who were 13 years old when the track debuted in 1996. We also see a slow drop off among people who were not fully sentient when “No Diggity” was in its prime, individuals who were 5 years old or younger (or not born yet) in 1996.
That drop-off rate between generations—in this case, Millennials to Gen Z—is one indicator for whether “No Diggity” is surviving the test of time.
To make this a bit easier to read, we’ll chart a person’s age at the time of a song’s release, rather than birth year. For songs to be passed to down, generation to generation, we’d expect a slower decay rate—evidence that they’re part of the collective memory.
Let’s look at another example from the mid-nineties: “The Sign” by Ace of Base .
Similar to “No Diggity,” notice the decline in knowledge of “The Sign” among people who were 5 years old when it was released in 1993
Recognition of “The Sign” by age in 1993, the year it debuted
BORN AFTER SONG DEBUTED12years old108642Bornin 1993246years untilborn0%20%40%60%Age in 1993, when “The Sign” debuted% of PeopleWho KnowSong% of PeopleWho KnowSong
Only half of readers currently in their teens recognized “The Sign.” The trend here is that music has a natural half-life. Find someone 10 to 15 years your junior, and the likelihood that they’ll know your childhood music references is lower than you think.
How much lower?
This is a chart of all the songs that were recognized by more than 90% of people who were 13 to 15 years old when the song debuted. We’ve highlighted the average recognition rate, or the Popular Average.
BORN AFTER SONG DEBUTED12years old108642Bornyear of song’sdebut246810years untilborn0%20%40%60%80%Age in year that song was released% of PeopleWho KnowSong% of PeopleWho KnowSongPOPULAR AVERAGEPOPULAR AVERAGE
Song knowledge erodes with each passing year. This is why I shouldn’t be shocked that my Gen Z colleague has never heard “The Sign,” or that teens are filming themselves listening to “Bohemian Rhapsody” for the first time. This is a normal part of the aging process for music.
If you take any present-day hit that’s culturally pervasive, such as “Old Town Road” or “Despacito,” we’d expect that someone born today, in 2020, will probably not recognize it twenty years from now. In short, there’s a good chance they’ll interpret your karaoking of Lizzo, Drake, or the Jonas Brothers in 2040 as an obscure act.
There are some especially sobering examples of this decay.
The 1999 hit “Wild Wild West”  by Will Smith has lower-than-expected recognition among Gen Z. These songs are fading at an accelerated rate.
BORN AFTER SONG DEBUTED12years old108642Bornyear of song’sdebut246810years untilborn0%20%40%60%Age in year that song was releasedPOPULAR AVERAGEPOPULAR AVERAGE% of PeopleWho KnowSong% of PeopleWho KnowSong
Wild Wild West
Will Smith, 1999
You're Still The One
Shania Twain, 1998
Opposites Attract
Paula Abdul, 1990
If You Had My Love
Jennifer Lopez, 1999
Quit Playing Games
Backstreet Boys, The, 1997
In 1999, “Wild Wild West” was the song of the summer. Yet it is fading far faster than any other ’90s hit with comparable starting popularity. Twenty years ago, it was inescapable. Maybe Millennials are still too sick of it, even for nostalgia rotation. Perhaps it wasn’t even that great of a song to begin with, artificially inflated by Smith’s celebrity and cross-promotion with the film Wild Wild West.
“Quit Playing Games” is the Backstreet Boys’ fastest-decaying hit (“Everybody” is the opposite, known by 97% of Millennials and 86% of Gen Z). I’m not sure where a love ballad like “Quit Playing Games” fits in 2020, but I was definitely surprised by how few Gen Zers know it. Same thing for J.Lo’s “If You Had My Love,” though there are far better songs from her oeuvre—she didn’t even perform it at the Super Bowl.
Other songs, meanwhile, remain unusually resilient and have higher-than-expected universal recognition.
These are candidate songs for the ’90s canon and have yet to fade from culture.
BORN AFTER SONG DEBUTED12years old108642Bornyear of song’sdebut246810years untilborn0%20%40%60%80%Age in year that song was releasedPOPULAR AVERAGEPOPULAR AVERAGE% of PeopleWho KnowSong% of PeopleWho KnowSong
I Will Always Love You
Whitney Houston, 1992
Wannabe
Spice Girls, The, 1997
Macarena
Los Del Rio, 1996
Jump Around
House Of Pain, 1992
Gangsta's Paradise
Coolio, 1995
Why have these songs transcended generations? There’s no unifying theory. “Jump Around” still gets airplay during timeouts at sporting events. “Macarena” is still a bar mitzvah mainstay. “I Will Always Love You” is Whitney Houston’s magnum opus (or perhaps it’s Dolly Parton’s resurgence). While there are countless reasons for a song to stay culturally relevant, its staying power is not merely a function of its popularity in the year of release.
There’s another fascinating cut of this data: songs that are generational markers, which are approaching zero recognition by Gen Z.
K-Ci and JoJo’s “All My Life” and Jewel’s “You Were Meant For Me” are widely known by Millennials, but rarely recognized by anyone else.
BORN AFTER SONG DEBUTED12years old108642Bornyear of song’sdebut246years untilborn0%20%40%60%Age in year that song was released% of PeopleWho KnowSong% of PeopleWho KnowSong
Creep
TLC, 1995
Too Close
Next, 1998
Stay
Lisa Loeb and Nine Stories, 1994
All My Life
K-Ci and JoJo, 1998
You Were Meant For Me
Jewel, 1997
Tha Crossroads
Bone Thugs N Harmony, 1996
It seems sacreligious to think that future generations will not know the significance of “All My Life” . It’s disconcerting to think that the markers of my childhood, what was culturally ubiquitous, will, in a couple of decades, be lost to time. There will be a moment when I can, incredibly, play it for someone and they’ll hear it for the first time.
Maybe they’ll think it’s “good music.” That does seem to be the story of every generation: my parents went through the same existential shock when my knowledge of the ’70s was spottier than they expected.
Every parent makes a mental note of music they’ll pass down to their children—records that they hope will shape their children’s taste and barometer for quality. That process is a marvelous filtering mechanism, a value judgement of what should be cherished versus what just happened to be popular. Billboard #1 hits mean nothing if future parents don’t tell their children, “This is good music.”
When records are not replayed, they become fleeting fads in the eyes of history. In the case of “Wild Wild West,” the only people who understood its importance were those who were there in 1999, at peak Will Smith.
But, some songs will survive—the ones most recognized by Gen Z.

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