AI and Music

This is a recent post from Ted Gioia on the invasion of AI generated music. My comment below.

The Number of Songs in the World Doubled Yesterday.

I guess I’m disappointed at how this AI revolution is playing out. We were promised a new AI-constructed Bach with better music. But all we’re getting is more music.

The dam broke on the levee, and the AI songs are pouring out in torrents, threatening to wash away everything else.

Now, I can’t claim to have listened to all 100 million of these songs. But I’ve heard enough AI music to realize how lousy it is.


My Comment:

By the not-so-iron law of supply and demand, when the supply doubles the price falls approximately in half. But there is a zero bound to price and the price of creative digital content is approaching that fast. This merely means we have to stop focusing on transaction value of creative content. Instead, the value is realized in monetizing the audience reach – or peer networks in tech speak.

This post is mostly about the quality of AI generated art. No one is going to listen to a million new AI songs to find that subjective artistic quality – so how is the AI industry going to find their audience? Through AI generated recommendation engines. But just like AI can’t create music, it also can’t judge its quality. This is always going to be the “human” advantage in the digital content world.

At our digital content platform start-up, tukaGlobal, we have long recognized this reality. All this machine learning and AI cannot deliver to us the music we like. Humans, through direct human interactions do that. That’s how we all got introduced to new music in high school and college. In the digital world these connections can happen through social media dynamics. P2P networks represent the leveraging power of the human. Web3.0 will eventually deliver that world to us in a decentralized manner with blockchain. Harnessing social media dynamics will solve the search, discovery, and promotional functions of the digitized art world. Think of it this way – the most powerful algorithm in discriminating and promoting creativity is the human network. These networks are also the solution to monetization.

 

Get Ready to Pay More for Music

You can’t give people all the music they want for $9.99 per month.

That doesn’t generate enough cash to keep all the stakeholders happy. Somebody must get squeezed.

This is reposted from Ted Gioia’s Substack channel. He confirms the future trend we have been predicting here, especially about the streaming content business model. The bottom line is that streaming content is more expensive than buying content if artists are able to cut out the middleman. Digital technology with blockchain can do that.

Get Ready to Pay More for Music

I keep seeing cheery news stories about growth in the music business. But the numbers are misleading.

Highly misleading.

The growth is happening in all the worst places. Money is shifting from creative artists to technocrats, lawyers, and pencil pushers of all sorts.

If you play a guitar your career prospects suck. But if you’re a fund manager who owns song publishing rights, you can earn huge paychecks.

If you write songs, you may struggle to pay the rent. But if you’re a lawyer who specializes in song copyright lawsuits, you’re living in high style.
If you make music, you keep asking why it’s so tough. But if you’re a technocrat who streams music, you’re sitting pretty.
Is the music business really growing, if all the excess cash flow goes to to lawyers, fund managers, Silicon Valley overlords, and high-powered techies?

That’s like saying you’re healthy because the parasite sucking your lifeblood gets larger every day.

If you actually make the music, the industry isn’t healthy. Even if you’re just a music lover, things are looking ugly.

And it’s about to get a whole lot worse.

I’ve been warning for five years that the new economic model in the music business is broken. You can’t give people all the music they want for $9.99 per month.

That doesn’t generate enough cash to keep all the stakeholders happy. Somebody must get squeezed.

If you don’t grasp how broken the streaming model is—not just for music but also in Hollywood and other creative fields too—you won’t even understand the daily media news.

The broken economic model explains why writers in Hollywood are striking right now.
The broken economic model explains why writers are so fearful of AI—even demanding that the new contract prohibits AI-generated screenplays—and why musicians should be just as worried.
The broken economic model explains why Netflix has raised subscription prices sharply—even while reducing the range of film and TV options on its platform
The broken economic model explains why so many hot new artists are coming out of TikTok and social media, not traditional record labels.
The broken economic model explains why songwriters are selling their catalogs to investment groups.
The broken economic model explains why old music is killing new music in the marketplace.
I’ve been saying this for so long that I sound like a broken record (remember those?).

And how have things worked out for Spotify during those five years?

Check out all the red ink on the chart below. The company has never shown a profit, and results have worsened since listing on the stock exchange.

And now you’re going to pay a price for this. . . .

Physical vs. Digital Gold

I reprint the free portion of this Substack post by Ted Gioia. Emphasis in bold and my comments in red. The reliance on physical products reflects the market economics of controlling the supply and thus the price and profit margins. This is what the branding industry has flourished on. Digital content (music, blogs, books, videos) are given away virtually free in order to build an audience (peer network) that one can then sell higher margin goods and services to.

This makes perfect sense, given the economics of the digital world and how it augments the physical world. This is what Google and Facebook and LinkedIn and Apple and Amazon all do. The question then is how does the individual creator build, own, control, service, and monetize their peer networks? It’s kind of like a very valuable Rolodex file.

tuka is designed exactly for this need for users to create and monetize digital data value. It’s all about the data networks and the value they represent. The online world is slowly moving in tuka‘s direction, but to decentralize value creation will still require a blockchain platform.

……..

 

Half the people buying vinyl albums don’t own record players. They treat their albums like holy relics—too precious to use and merely for display among other true believers. [Yes, but that’s collecting, not listening.]

Readers were shocked when I recently reported that statistic. I was a little stunned myself. But those are the facts.

Of course, there’s a lot about the vinyl revival that defies logic. What other business relies on a 60-year-old storage technology? That would be like running my writing career with a teletype unit and mimeograph machine.

And it’s not just vinyl. Cassette tapes—a cursed format that always unraveled at the worst possible time—are hot again. Even 8-track tapes, a longtime target of ridicule and abuse, are selling for thousands of dollars.

Why are people buying this stuff?

A new research report from Andrew Thompson at Components, released earlier today, helps us understand the bigger picture. Thompson analyzed 47,703,022 Bandcamp sales—involving almost five million items. And what he learned was startling.

Success in the music business is all about selling physical objects.

This is an unexpected situation—and runs counter to everything we’ve been told.

The Internet supposedly killed physical music media more than two decades ago. After iTunes was launched in 2001, there was no looking back. At first the music industry pivoted to digital downloads, and then everybody in the business jumped on the streaming bandwagon.

But it’s now 2023, and streaming platforms still aren’t profitable. [They never will be unless they can find a way to monetize those user networks.] However, Bandcamp is—and now we know why.

It’s all about tangible items.

Consider this chart—which looks at the correlation between revenues on Bandcamp and an artist’s reliance on physical merchandise.

Source: Components

Vinyl helps drive this. But it is only just part of a larger story. Artists can sell everything from clothing to compact discs on Bandcamp. And, of course, they can sell digital tracks too.

But the numbers make clear that physical merchandise is the smart business model.

According to Andrew Thompson:

Why is Bandcamp profitable and Spotify not? The answer we arrived at was that Bandcamp provides a simple platform for complex transactions, while Spotify is a technically complicated platform for facilitating a single transaction in the form of the one-size-fits-all subscription.

AI and Creativity

This is a repost from Ted Gioia’s Substack. The use of AI for journalistic writing and editing will be a real threat to those livelihoods. Not so much for music or long-form books.

I Talk with an AI Music Historian

Maybe a chatbot can teach me a few things

Excerpt:

Ted: Okay, okay—that’s enough. Let’s try something else. You mentioned the blues earlier. If I want to learn more about the blues, where should I start?

AI Music Historian: The blues is a genre that has had a huge impact on modern music, influencing everything from rock and roll to hip-hop. Some of the most influential blues musicians of all time include:

  • Robert Johnson is often regarded as the king of the Delta Blues, a style of blues that originated in the Mississippi Delta region. His music is characterized by his intricate fingerpicking style and haunting, often melancholic lyrics. Other notable Delta Blues musicians include Charley Patton, Son House, and Bukka White.
  • Another important style of blues is the Chicago Blues, which emerged in the 1940s and 1950s. Some of the most famous Chicago Blues musicians include Muddy Waters, Howlin’ Wolf, and Willie Dixon. Chicago Blues is characterized by its use of amplified instruments and more band-oriented arrangements.
  • Some of the earliest recorded blues musicians include W.C. Handy, who is often referred to as the father of the blues, and Blind Lemon Jefferson, who was one of the most popular blues musicians of the 1920s. . . .

Ted: Alright already—and I agree with all that. But let’s shift gears again.

The Future Will Soon Be Here

I repost Ted Gioia’s Substack post here because I couldn’t have said it all better myself. As he outlines it,  this has been tuka‘s approach all along. The one thing he doesn’t address is the winner-take-all aspect of creative markets –  why all these YT revenues end up going to a few mass influencers or curators. Blockchain and tokenization are necessary tools to decentralize and distribute rewards for value created.

A Creator-Driven Culture is Coming—and Nobody Can Stop It

By Ted Gioia

“Victory is assured!”

I’m talking about victory for creative professionals—musicians, writers, visual artists, and others who have been squeezed by the digital economy.

You’re probably surprised. Some people think I’m the Dr. Doom of the music scene. And it’s true, I’ve made a lot of depressing predictions over the last few years, Even more depressing, many of these predictions have already come true.

I’ve told horror stories about musicians who lost their gigs during the pandemic, and also saw their music royalties collapse as the audience shifted to streaming. I’ve talked about journalists fired from downsizing newspapers. And filmmakers who can’t get funded to make a movie unless a Marvel superhero is named in the title .

But now I want to tell you the rest of the story. Because the next phase in the cycle is filled with good news.

Victory is assured.

Let’s start by looking at the music business, where the squeeze has been the worst.

Whenever I do a forecast, my first step is to follow the money. And the adage that money talks has never been truer than right now. Those dollars are telling an amazing and unexpected story. Word on the street is that record labels are offering far more attractive terms to musicians than ever before.

“Here’s my craziest prediction. In the future, single individuals will have more impact in launching new artists than major record labels or streaming platforms.”

In the old days, musicians were lucky to get 15% of revenues, but I’m now hearing increasingly about deals that give artists a 50% cut, and in some instances allow them to regain ownership of their master recordings at a future date. The music moguls are positively generous—and (as we shall see) for structural reasons in the business that aren’t going away.

And it’s not just major labels giving more money to musicians. Take a look at Bandcamp, which lets musicians collect almost 90% of revenues from vinyl sales. And I’m hearing constantly from techies and entrepreneurs who are working on similar artist-centric business models. We are only in the early innings of this new game, but the shift is already enough to force huge concessions from legacy music companies.

Artist-friendly platforms are the future of music. And other creative pursuits as well—my own platform, Substack, is also allowing creators to keep close to 90% of revenues. This has spurred a huge talent migration from old media, and not merely for writers—you can find almost every kind of creative professional on Substack, from cartoonists to photographers.

For 25 long, hard years, creative professionals have been told that you must give things away for free on the Internet. But not anymore. Alternative economic models are not only emerging, but are propelling the fastest-growing platforms in arts and entertainment.

This is not only shaking up highbrow and popular culture, but capturing the attention of the next generation of tech visionaries—which is why, in the last year or so, I’ve been constantly approached by startups asking me to evaluate their business plans. This is unprecedented. It simply didn’t happen before the pandemic. But not only are these entrepreneurs trying to figure out what artists want, but they’re actually relying on creator wealth maximization as the focal point for their businesses.

In general, these young techies are smarter than the folks running the music business right now. (That’s a subject I want to discuss at a later date—I call it my ‘idiot nephew theory’ of the music business. But it has to wait.) Of course, many of these entrepreneurs are dreamers who will never go anywhere. That’s always the case with entrepreneurs. But some will succeed, and in a meaningful way.

In fact, it’s inevitable—and for the simple reason that the old institutions have stopped investing in the future. The new guard will take over because the old guard got weak and lazy.

Why is all this happening? Let’s go back to look at the music situation, because this helps us understand the larger picture.

Record labels are getting more generous because they don’t have a choice. They destroyed their own power base and source of influence. They stopped investing in R&D and new consumer technologies back in the 1980s. Twenty years later, they stopped manufacturing and distributing physical albums—and even when vinyl took off, they were asleep at the wheel. Over the same time period, they lost their marketing skills, trusting more in payola and influence peddling of various sorts.

But that’s just a start. Over a fifty-year period, record labels relentlessly dumbed-down their A&R departments. They shut down their recording studios, and let musicians handle that themselves—often even encouraging artists to record entire albums at home. Then they let huge streaming platforms control the relationship with consumers. At every juncture, they opted to do less and less, until they were left doing almost nothing at all.

The music industry’s unstated dream was to exit every part of the business, except cashing the checks. But reality doesn’t work that way. If you don’t add value, those checks eventually start shrinking.

The simple fact is that the legacy music business is living off the past—and will continue to do so until the copyrights expire. For a few more years, they will collect royalties on old songs, and make money on reissues and archival material. They know themselves that they have lost control of the future of music. That’s why, if they have spare cash, they use it to buy up catalogs and publishing rights of music from back in the day. Their favorite artists are dead artists.

But this is not a long-term game. It’s a death wish.

The major labels would like to own the music stars of the future, but they won’t. They would like to act greedy and put the squeeze on the next generation, but they can’t. They simply don’t have the leverage. And never will again.

And who will win if record labels lose? You think it might be the streaming platforms? Think again—because that’s not going to happen. Spotify and Apple Music are even less interested than the major labels in nurturing talent and building the careers of young artists.

Here’s my craziest prediction. In the future, single individuals will have more impact in launching new artists than major record labels or streaming platforms.

Just consider this: There are now 36 different YouTube channels with 50 million or more subscribers—and they’re often run by a single ambitious person, maybe with a little bit of support help. In fact, there are now seven YouTube channels with more than 100 million subscribers. By comparison, the New York Times only has nine million subscribers.

“How could a Substack column outbid major media outlets for new talent? But not only can it happen, it will inevitably happen.”

Most people don’t stop and think about the implications of this. But just ponder what it means when some dude sitting in a basement has ten times as much reach and influence as the New York Times.

If you run one of these channels and have any skill in identifying talent, you can launch the next generation of stars.

And not just in music. This works for everything—comedy, dance, animation, you name it.

Consider the case of MrBeast. Many of you have no idea what I’m talking about, but you need to find out—because MrBeast (or people like him) are going to change popular culture, whether we like it or not. MrBeast, for a start, runs 18 YouTube channels with more than 200 million total subscribers. He now has his videos translated into four languages: Spanish, Portuguese, Hindi, and Russian.

What does he do? I’m no expert on MrBeast, but I’m told he’s a good dude, and gives away a lot of money—huge sums, to be blunt. And he can afford to do it, because YouTube channels are low-overhead operations with enormous cash generation potential.

Oh, I forgot to mention that MrBeast is looking to raise capital from financial investors. He claims that his business is worth $1.5 billion, and may sell 10% to get $150 million to fund his future plans.

I’m not even beginning to pretend that MrBeast will use this money to get into the music business. But he might. And if he doesn’t, someone else like him will.

MrBeast has got the cash to shake up the music business—and if he doesn’t, someone like him will
I note that MrBeast only ranks number five in YouTube channel subscriptions. There are other people like him, or will be soon, and they are much better equipped to launch a new music act than any of the major labels.

That’s why musicians can make more money when the distribution model shifts from bloated record labels with huge overhead to alternative web-based platforms. I expect that deals for artists on these web channels will be more like 50/50. MrBeast is known for his generosity, but even if he wasn’t, his business model is much more flexible than anything Sony or Universal Music could ever dream of. These new platforms can afford to offer better terms to creators, and almost certainly will—because if they don’t someone else will.


This didn’t take place during the first wave of YouTube channels, because these influencers (I hate the term, but it’s appropriate in this setting) were focused on making themselves into money-making stars. But the next phase of growth for these people is brand extension, and that’s going to turn them into talent scouts.

I’m focusing on YouTube channels here, but the same story could be told about podcasters—or any other individual with a lock on an audience in the tens of millions. Consider them as the equivalent of the Ed Sullivan Show in the old days. The host of this long-running TV show didn’t have much talent himself, but it hardly mattered—Ed Sullivan was the curator who introduced America to Elvis Presley, the Beatles, and other rising stars. That kind of thing will happen again, but via a web channel or alternative platform.

These individuals can do absolutely everything a record label currently does, and do it better—they can launch new stars, get them instant visibility and gigs, generate millions of views for new songs, attract endorsement deals, etc. The few things they can’t do in-house (for example, press vinyl records) can be easily outsourced.

The same thing will happen in publishing. I’m already seeing a few of the more popular Substack writers using their huge subscriber base to launch the careers of other writers. By my calculations, this can be even more profitable and impactful than a book contract with a New York publisher—benefiting both the sponsoring writer and the new talent.

In fact, I might move in this direction myself. It’s too early, but 2-3 years from now I might start scouting out talented young writers or podcasters and feature them here in The Honest Broker. Everything depends on subscription numbers, but it’s possible that I could pay better than the New York Times or the Wall Street Journal.

At first blush, this seems impossible. How could a Substack column outbid major media outlets for new talent? But not only can it happen, it will inevitably happen. It’s the same story as in music. The old guard has stopped defending its base business, and everything is either up for grabs now—or will be very soon.

Newspapers have lost enormous power over the last twenty years. They have lost subscribers. They have lost ad revenues. They have even, in many instances, lost credibility and respect. Up until now, this has hurt writers—who depended on the newspapers for assignments and pay checks. But we are now arriving at the point where the trend reverses.

And this reversal opens up huge opportunities and income potential for smarter, nimbler operators.

I could give many other examples. What I’m describing is also true for Hollywood movie studios, book publishing, and every other field where the old guard has become arteriosclerotic and inflexible.

Okay, let me summarize the whole thing in a diagram.

[Note: tuka is in the blue circle here.]

There’s an elegant irony here. The very same forces putting the squeeze on creators actually serve to accelerate the happy next phase.

This is one reason why I believe karma is at work in the universe. If you run a business that depends on creativity, you can’t punish the creators without consequences. Sometimes it takes a while for the cycle to play out, but it always plays out the same way.

There are many aspects of this story I haven’t covered here. There are all sorts of Web3 angles, and there’s also a story to be told about how platforms such as Spotify will pay a price for squeezing musicians to subsidize their entry into podcasting and other ancillary businesses. But we can look at those on another occasion.

For the time being, I just want you to keep your eyes on the prize. And remember—Victory is Assured!

The Decline of Music Journalism

This blog post article by Ted Gioia explores the extent to which all aspects of the creative industries have been disrupted by digital formats.

The Nostalgic Turn in Music Writing

Are music magazines contributing to the stagnancy of the current scene?

By Ted Gioia

My Comment below:

This reality reflects the change in risk-taking behavior across the creative industries (and I would include media news and entertainment) occasioned by the rise of the digital economy. Revenues and profit margins have been squeezed, even as markets have grown. This puts legacy publishers and distributors in an existential crisis to survive. The response has been to reduce the risk of not surviving by reverting to what worked in the past. In music, reselling the catalog is a low-risk endeavor that yields profits through very low marginal costs. Streaming is a short-term boon for publishers and a long-term disaster for innovative new artists (they now bear all the risk and little of the reward).

In media, it means giving the audience exactly what it wants based on past metrics. So, a cover article on Bruce Springsteen is a sure bet relative to some unknown underground artist or new artistic movement. This can only be rectified by rebalancing the market between creators and consumers (and probably eliminating many of the middlemen or at least only rewarding them for value-added).

Art has become a commodity, but true art can never be a commodity, so the road we are on would mean the death of art. However, I am optimistic that the creative spirit cannot and will not ever die. And, with the proper sustainable model, consumers will willingly pay for the real value in art.

The Degeneration of Culture

I reprint below an excellent substack post by Ted Gioia – a keen cultural observer, especially of music.

He explicates many of the obvious trends in our cultural degeneration. As one who has studied the entertainment industries from the inside and out, I have shown that these trends are primarily driven by technology and economics. Digital tech has minimized the return to risk for publishers and distributors, leading to the depletion of risk capital. Without risk capital on unproven art, there is no investment in the new and innovative. Thus, we get the most risk averse business models that basically regurgitate what worked last time. We see this is movies, music, visual arts, and books.

14 Warning Signs That You Are Living in a Society Without a Counterculture

by Ted Gioia

I’ve occasionally mentioned, in interviews and other settings, that we are living in a society without a counterculture. People ask me what I mean by this.

That’s a a reasonable question, but the new normal defies simple explanation. At some point, I hope to write in-depth on this subject. But today I will simply offer a quick definition, and then share 14 tweets.

These capture the flavor of what I’m trying to express better than any long-winded analysis.

First, here’s a quick definition. These are the key indicators that you might be living in a society without a counterculture:

    • A sense of sameness pervades the creative world
    • The dominant themes feel static and repetitive, not dynamic and impactful
    • Imitation of the conventional is rewarded
    • Movies, music, and other creative pursuits are increasingly evaluated on financial and corporate metrics, with all other considerations having little influence
    • Alternative voices exist—in fact, they are everywhere—but are rarely heard, and their cultural impact is negligible
    • Every year the same stories are retold, and this sameness is considered a plus
    • Creative work is increasingly embedded in genres that feel rigid, not flexible
    • Even avant-garde work often feels like a rehash of 50-60 years ago
    • Etc. etc. etc.

This is a deep matter, and I won’t try to unlock all the nuances here. I will now simply share 14 tweets that capture the stale taste of life without a counterculture. Some of these tweets are my own, others from total strangers—but they all paint the same overall picture.


The Honest Broker is a reader-supported guide to music, books, and culture. Both free and paid subscriptions are available. If you want to support my work, the best way is by taking out a paid subscription.


You might be living in a society without a counterculture if. . . .

(A story told in 14 tweets)


1. Every screen shows the same movie.

Twitter avatar for @tedgioiaTed Gioia @tedgioia

Shared without comment.

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2. Alt Weeklies disappear in every city—along with everything else that’s alternative or outside the norm.


3. The most popular song doesn’t change for three years in a row.

Twitter avatar for @rps_prRock Paper Scissors PR @rps_pr

Are we stuck in a loop? bit.ly/39awdlpvia: @tedgioia

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4. The banal word ‘content’ is used to describe every type of creative work, implying that artistry is generic and interchangeable.


5. There are lots of journalists, but they all seem to be working for the same corporations.


6. The dominant company in the creative culture views everything as a brand extension.


7. Indie music and alt music are marginalized.


8. Telling jokes becomes a dangerous profession.


9. The experts who ‘explain’ the culture to us all seem to be insiders with identical backgrounds.


10. This year’s movies look a lot like last year’s movies.

Twitter avatar for @RPK_NEWS1RPK @RPK_NEWS1

Biggest films/shows of 2022. What are you looking forward to the most?

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11. Even elite awards for creativity are dominated by reboots and remakes.


12. Five companies have almost complete control over the book business—where, in an earlier day, dozens of indie publishers thrived.


13. Everybody is encouraged to watch the same TV shows and movies—with niche options gradually removed from the dominant platforms.


14. All those nasty, rebellious songs that defy authorities are now owned by hedge funds.

Is Old Music Killing New Music?

No. But that doesn’t mean new music isn’t withering on the vine. This article in The Atlantic addresses many of the problems, which can be reduced down to the drying up of investment risk capital in the industry. This has been a function of digital technology and the explosion of new content across all creative industries.  In the age of physical media, content sales were king, but in the digital information age data is king. The industry must pivot around that reality and it probably means the disintermediation of many industry functions that served the sale of physical media. Article and comments are reprinted in full because we need to understand this new world.

Is Old Music Killing New Music?

Old songs now represent 70 percent of the U.S. music market. Even worse: The new-music market is actually shrinking.

By Ted Gioia

The Atlantic January 23, 2022.

Old songs now represent 70 percent of the U.S. music market, according to the latest numbers from MRC Data, a music-analytics firm. Those who make a living from new music—especially that endangered species known as the working musician—should look at these figures with fear and trembling. But the news gets worse: The new-music market is actually shrinking. All the growth in the market is coming from old songs. [Well, the problem is lack of growth, since these revenues are coming from existing catalogs. Record companies are churning their catalogs because it’s costless and risk free.]

Source: MRC Data

The 200 most popular new tracks now regularly account for less than 5 percent of total streams. That rate was twice as high just three years ago. The mix of songs actually purchased by consumers is even more tilted toward older music. The current list of most-downloaded tracks on iTunes is filled with the names of bands from the previous century, such as Creedence Clearwater Revival and The Police.

I encountered this phenomenon myself recently at a retail store, where the youngster at the cash register was singing along with Sting on “Message in a Bottle” (a hit from 1979) as it blasted on the radio. A few days earlier, I had a similar experience at a local diner, where the entire staff was under 30 but every song was more than 40 years old. I asked my server: “Why are you playing this old music?” She looked at me in surprise before answering: “Oh, I like these songs.”

Never before in history have new tracks attained hit status while generating so little cultural impact. [This is likely because the music culture today is so diffused. Diversity of musical tastes and the sheer volume of new music means the audiences are fractured into thousands of pieces.] In fact, the audience seems to be embracing the hits of decades past instead. Success was always short-lived in the music business, but now even new songs that become bona fide hits can pass unnoticed by much of the population.

Only songs released in the past 18 months get classified as “new” in the MRC database, so people could conceivably be listening to a lot of two-year-old songs, rather than 60-year-old ones. But I doubt these old playlists consist of songs from the year before last. Even if they did, that fact would still represent a repudiation of the pop-culture industry, which is almost entirely focused on what’s happening right now.

Every week I hear from hundreds of publicists, record labels, band managers, and other professionals who want to hype the newest new thing. Their livelihoods depend on it. The entire business model of the music industry is built on promoting new songs. [Yes, but this business model is dead. It was built on physical product. The new model is built on data network monetization.] As a music writer, I’m expected to do the same, as are radio stations, retailers, DJs, nightclub owners, editors, playlist curators, and everyone else with skin in the game. Yet all the evidence indicates that few listeners are paying attention. [Digital media and communications have disrupted these professions dedicated to promoting and distributing physical product.]

Consider the recent reaction when the Grammy Awards were postponed. Perhaps I should say the lack of reaction, because the cultural response was little more than a yawn. I follow thousands of music professionals on social media, and I didn’t encounter a single expression of annoyance or regret that the biggest annual event in new music had been put on hold. That’s ominous.

Can you imagine how angry fans would be if the Super Bowl or NBA Finals were delayed? People would riot in the streets. But the Grammy Awards go missing in action, and hardly anyone notices. [Award shows are based on mass markets – those markets have disintegrated.]

The declining TV audience for the Grammy show underscores this shift. In 2021, viewership for the ceremony collapsed 53 percent from the previous year—from 18.7 million to 8.8 million. It was the least-watched Grammy broadcast of all time. Even the core audience for new music couldn’t be bothered—about 98 percent of people ages 18 to 49 had something better to do than watch the biggest music celebration of the year.

A decade ago, 40 million people watched the Grammy Awards. That’s a meaningful audience, but now the devoted fans of this event are starting to resemble a tiny subculture. More people pay attention to streams of video games on Twitch (which now gets 30 million daily visitors) or the latest reality-TV show. In fact, musicians would probably do better getting placement in Fortnite than signing a record deal in 2022. At least they would have access to a growing demographic.

Source: Nielsen/Media Reports

Some would like to believe that this trend is just a short-term blip, perhaps caused by the pandemic. When clubs open up again, and DJs start spinning new records at parties, the world will return to normal, or so we’re told. The hottest songs will again be the newest songs. I’m not so optimistic.

A series of unfortunate events are conspiring to marginalize new music. The pandemic is one of these ugly facts, but hardly the only contributor to the growing crisis.

Consider these other trends:

  • The leading area of investment in the music business is old songs. Investment firms are getting into bidding wars to buy publishing catalogs from aging rock and pop stars. [Yeah, because it’s low risk/high return. Financiers and music companies can’t afford to lose money.]
  • The song catalogs in most demand are by musicians who are in their 70s or 80s (Bob Dylan, Paul Simon, Bruce Springsteen) or already dead (David Bowie, James Brown). [All you have to pay are royalties, and you don’t have to pay those unless you’re selling.] 
  • Even major record labels are participating in the rush to old music: Universal Music, Sony Music, Warner Music, and others are buying up publishing catalogs and investing huge sums in old tunes. In a previous time, that money would have been used to launch new artists. [It’s where the low risk money is.]
  • The best-selling physical format in music is the vinyl LP, which is more than 70 years old. I’ve seen no signs that the record labels are investing in a newer, better alternative—because, here too, old is viewed as superior to new. [Physical media cannot compete with digital media because digital media builds networks without llimit. Those networks get monetized by the digital distributors.]
  • In fact, record labels—once a source of innovation in consumer products—don’t spend any money on research and development to revitalize their business, although every other industry looks to innovation for growth and consumer excitement. [It’s about risk capital – and the collapse in revenues means the evaporation of risk capital.]
  • Record stores are caught up in the same time warp. In an earlier era, they aggressively marketed new music, but now they make more money from vinyl reissues and used LPs.
  • Radio stations are contributing to the stagnation, putting fewer new songs into their rotation, or—judging by the offerings on my satellite-radio lineup—completely ignoring new music in favor of old hits.
  • When a new song overcomes these obstacles and actually becomes a hit, the risk of copyright lawsuits is greater than ever before. The risks have increased enormously since the “Blurred Lines” jury decision of 2015, and the result is that additional cash gets transferred from today’s musicians to old (or deceased) artists. [Copyright is fairly meaningless in the digital world – as most software makers discovered long ago. The record cos. made the mistake of suing their best customers.]
  • Adding to the nightmare, dead musicians are now coming back to life in virtual form—via holograms and “deepfake” music—making it all the harder for young, living artists to compete in the marketplace. [Haha – Night of the Living Dead. Maybe they’re Grateful?]

As record labels lose interest in new music, emerging performers desperately search for other ways to get exposure. They hope to place their self-produced tracks on a curated streaming playlist, or license their songs for use in advertising or the closing credits of a TV show. Those options might generate some royalty income, but they do little to build name recognition. You might hear a cool song on a TV commercial, but do you even know the name of the artist? You love your workout playlist at the health club, but how many song titles and band names do you remember? You stream a Spotify new-music playlist in the background while you work, but did you bother to learn who’s singing the songs?

Decades ago, the composer Erik Satie warned of the arrival of “furniture music,” a kind of song that would blend seamlessly into the background of our lives. His vision seems closer to reality than ever.

Some people—especially Baby Boomers—tell me that this decline in the popularity of new music is simply the result of lousy new songs. Music used to be better, or so they say. The old songs had better melodies, more interesting harmonies, and demonstrated genuine musicianship, not just software loops, Auto-Tuned vocals, and regurgitated samples. [No, the problem is search and discovery. Recommendations from streaming servers are self-interested and worthless, so baby boomers just drop out. The market has become so large and diverse that audiences can’t find music and artists can’t find their audiences.]

There will never be another Sondheim, they tell me. Or Joni Mitchell. Or Bob Dylan. Or Cole Porter. Or Brian Wilson. I almost expect these doomsayers to break out in a stirring rendition of “Old Time Rock and Roll,” much like Tom Cruise in his underpants.

Just take those old records off the shelf

I’ll sit and listen to ’em by myself …

I can understand the frustrations of music lovers who get no satisfaction from current mainstream songs, though they try and they try. I also lament the lack of imagination on many modern hits. But I disagree with my Boomer friends’ larger verdict. I listen to two to three hours of new music every day, and I know that plenty of exceptional young musicians are out there trying to make it. They exist. But the music industry has lost its ability to discover and nurture their talents. [Exactly. There’s no way to pay A&R people anymore. The record cos. depend on social media and streaming services.]

Music-industry bigwigs have plenty of excuses for their inability to discover and adequately promote great new artists. The fear of copyright lawsuits has made many in the industry deathly afraid of listening to unsolicited demo recordings. If you hear a demo today, you might get sued for stealing its melody—or maybe just its rhythmic groove—five years from now. Try mailing a demo to a label or producer, and watch it return unopened. [Probably a function of ‘beats’ and sampling regurgitating proven music.]

The people whose livelihood depends on discovering new musical talent face legal risks if they take their job seriously. That’s only one of the deleterious results of the music industry’s overreliance on lawyers and litigation, a hard-ass approach they once hoped would cure all their problems, but now does more harm than good. Everybody suffers in this litigious environment except for the partners at the entertainment-law firms, who enjoy the abundant fruits of all these lawsuits and legal threats.

The problem goes deeper than just copyright concerns. The people running the music industry have lost confidence in new music. They won’t admit it publicly—that would be like the priests of Jupiter and Apollo in ancient Rome admitting that their gods are dead. Even if they know it’s true, their job titles won’t allow such a humble and abject confession. Yet that is exactly what’s happening. The moguls have lost their faith in the redemptive and life-changing power of new music. How sad is that? Of course, the decision makers need to pretend that they still believe in the future of their business, and want to discover the next revolutionary talent. But that’s not what they really think. Their actions speak much louder than their empty words. [Most existing music co. execs are playing an end game. They been bleeding everything they can from the industry since the advent of the mp3.]

In fact, nothing is less interesting to music executives than a completely radical new kind of music. Who can blame them for feeling this way? The radio stations will play only songs that fit the dominant formulas, which haven’t changed much in decades. [Regurgitate what worked in the recent past.] The algorithms curating so much of our new music are even worse. Music algorithms are designed to be feedback loops, ensuring that the promoted new songs are virtually identical to your favorite old songs. Anything that genuinely breaks the mold is excluded from consideration almost as a rule. That’s actually how the current system has been designed to work. [Recommendation engines running machine algorithms are worthless for subjective art. We need to get humans back in the loop, like tuka.]

Even the music genres famous for shaking up the world—rock or jazz or hip-hop—face this same deadening industry mindset. I love jazz, but many of the radio stations focused on that genre play songs that sound almost the same as what they featured 10 or 20 years ago. In many instances, they actually are the same songs.

This state of affairs is not inevitable. A lot of musicians around the world—especially in Los Angeles and London—are conducting a bold dialogue between jazz and other contemporary styles. They are even bringing jazz back as dance music. But the songs they release sound dangerously different from older jazz, and are thus excluded from many radio stations for that same reason. The very boldness with which they embrace the future becomes the reason they get rejected by the gatekeepers. [The gatekeepers will soon be gone. It’s a failed business model.]

A country record needs to sound a certain way to get played on most country radio stations or playlists, and the sound those DJs and algorithms are looking for dates back to the prior century. And don’t even get me started on the classical-music industry, which works hard to avoid showcasing the creativity of the current generation. We are living in an amazing era of classical composition, with one tiny problem: The institutions controlling the genre don’t want you to hear it. [The only two genres that make money are…you guessed it: Country and Hip-Hop/Rap. So that’s all we hear.]

The problem isn’t a lack of good new music. It’s an institutional failure to discover and nurture it. [This is one of the two major problems that result from digitization. A low cost structure that creates too much supply with an inability to monetize. Streaming doesn’t solve either of these problems.]

I learned the danger of excessive caution long ago, when I consulted for huge Fortune 500 companies. The single biggest problem I encountered—shared by virtually every large company I analyzed—was investing too much of their time and money into defending old ways of doing business, rather than building new ones. [This is what suits and lawyers do.] We even had a proprietary tool for quantifying this misallocation of resources that spelled out the mistakes in precise dollars and cents.

Senior management hated hearing this, and always insisted that defending the old business units was their safest bet. [Of course.] After I encountered this embedded mindset again and again and saw its consequences, I reached the painful conclusion that the safest path is usually the most dangerous. If you pursue a strategy—whether in business or your personal life—that avoids all risk, you might flourish in the short run, but you flounder over the long term. That’s what is now happening in the music business. [Yes, coporate businesses are short-sighted.]

Even so, I refuse to accept that we are in some grim endgame, witnessing the death throes of new music. And I say that because I know how much people crave something that sounds fresh and exciting and different. If they don’t find it from a major record label or algorithm-driven playlist, they will find it somewhere else. Songs can go viral nowadays without the entertainment industry even noticing until it has already happened. That will be how this story ends: not with the marginalization of new music, but with something radical emerging from an unexpected place. [Yup – try www.tukaglobal.com.]

The apparent dead ends of the past were circumvented the same way. Music-company execs in 1955 had no idea that rock and roll would soon sweep away everything in its path. When Elvis took over the culture—coming from the poorest state in America, lowly Mississippi—they were more shocked than anybody. It happened again the following decade, with the arrival of the British Invasion from lowly Liverpool (again, a working-class place, unnoticed by the entertainment industry). And it happened again when hip-hop, a true grassroots movement that didn’t give a damn how the close-minded CEOs of Sony or Universal viewed the marketplace, emerged from the Bronx and South Central and other impoverished neighborhoods.

If we had the time, I would tell you more about how the same thing has always happened. The troubadours of the 11th century, Sappho, the lyric singers of ancient Greece, and the artisan performers of the Middle Kingdom in ancient Egypt transformed their own cultures in a similar way. Musical revolutions come from the bottom up, not the top down. The CEOs are the last to know. That’s what gives me solace. New music always arises in the least expected place, and when the power brokers aren’t even paying attention. It will happen again. It certainly needs to. The decision makers controlling our music institutions have lost the thread. We’re lucky that the music is too powerful for them to kill.

[Yes, but we’re not talking about human createivity here (which will never die), we’re talking about the business of human creativity. That has changed and maybe broought us back to a digital form of busking. We need to think outside this box.]


This story was adapted from a post on Ted Gioia’s Substack, The Honest Broker

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The tuka Platform

Collective Memory and Culture

This is an interesting explanation of how digital networks affect culture.  Comments in RED.

How We’ll Forget John Lennon

Kevin Berger

A few years ago a student walked into the office of Cesar A. Hidalgo, director of the Collective Learning group at the MIT Media Lab. Hidalgo was listening to music and asked the student if she recognized the song. She wasn’t sure. “Is it Coldplay?” she asked. It was “Imagine” by John Lennon. Hidalgo took it in stride that his student didn’t recognize the song. As he explains in our interview below, he realized the song wasn’t from her generation. What struck Hidalgo, though, was the incident echoed a question that had long intrigued him, which was how music and movies and all the other things that once shone in popular culture faded like evening from public memory.

Hidalgo is among the premier data miners of the world’s collective history. With his MIT colleagues, he developed Pantheon, a dataset that ranks historical figures by popularity from 4000 B.C. to 2010. Aristotle and Plato snag the top spots. Jesus is third. It’s a highly addictive platform that allows you to search people, places, and occupations with a variety of parameters. Most famous tennis player of all time? That’s right, Frenchman Rene Lacoste, born in 1904. (Roger Federer places 20th.) Rankings are drawn from, essentially, Wikipedia biographies, notably ones in more than 25 different languages, and Wikipedia page views.

Medium Is the Message: “As a new medium takes over, the type of information being produced changes dramatically,” says Cesar Hidalgo. “Printing was not good for actors but good for playwrights. TV was not good for playwrights but very good for sports.” 

 In December 2018, Hidalgo and colleagues published a Nature paper that put his crafty data-mining talents to work on another question: How do people and products drift out of the cultural picture? They traced the fade-out of songs, movies, sports stars, patents, and scientific publications. They drew on data from sources such as Billboard, Spotify, IMDB, Wikipedia, the U.S. Patent and Trademark Office, and the American Physical Society, which has gathered information on physics articles from 1896 to 2016. Hidalgo’s team then designed mathematical models to calculate the rate of decline of the songs, people, and scientific papers.

The report, “The universal decay of collective memory and attention,” concludes that people and things are kept alive through “oral communication” from about five to 30 years. They then pass into written and online records, where they experience a slower, longer decline. The paper argues that people and things that make the rounds at the water cooler have a higher probability of settling into physical records. “Changes in communication technologies, such as the rise of the printing press, radio and television,” it says, affect our degree of attention, and all of our cultural products, from songs to scientific papers, “follow a universal decay function.”

Last week I caught up with Hidalgo to talk about his Nature paper. But I also wanted to push him to talk about what he saw between the mathematical lines, to wear the social scientist’s hat and reflect on the consequences of decay in collective memory.

How do you define “collective memory?”

The easiest definition would be those pieces of knowledge or information that are shared by a large number of people.

Why does collective memory decay matter?

If you think about it, culture and memory are the only things we have. We treasure cultural memory because we use that knowledge to build and produce everything we have around us. That knowledge is going to help us build the future and solve the problems we have yet to solve. If aliens come here and wave a magic wand and make everyone forget everything—our cars, buildings, bridges, airplanes, our power systems, and so forth, we would collapse as a society immediately.

The relative power of scientists has diminished as we exited the printing era and went into this more performance-based era.

In your mind, what is a classic example of collective memory decay?

I thought everybody knew “Imagine” by John Lennon. I’m almost 40 and my student was probably 20. But I realized “Imagine” is not as popular in her generation as it was in mine, and it was probably less popular in my generation than in the generation before. People have a finite capacity to remember things. There’s great competition for the content out there, and the number of people who know or remember something decays over time. There’s another example, of Elvis Presley memorabilia. People had bought Elvis memorabilia for years and it was collecting huge prices. Then all of a sudden the prices started to collapse. What happened is the people who collected Elvis memorabilia started to die. Their families were stuck with all of this Elvis stuff and trying to sell it. But all of the people who were buyers were also dying.

You write collective memory also reflects changes in communication technologies, such as the rise of the printing press, radio, and TV. How so?

Take print. Changing the world from an oral tradition to a written tradition provided a much better medium for data. A lot of people have linked the revolution in the sciences and astronomy to the rise of printing because astronomical tables, for instance, could be copied in a reliable way. Before printing, astronomical tables were hand-copied, which introduced errors that diminished the quality of the data. With printing, people had more reliable forms of data. We see very clearly from our data that with the rise of printing you get the rise of astronomers, mathematicians, and scientists. You also see a rise in composers because printing helps the transmission of sheet music. So when you look at people we remember most from the time when print first arose, you see ones from the arts and sciences.

What did the mediums that came next mean for science?

The new mediums of radio and TV were much more adaptive for entertainment than science, that’s for sure. The people who belong to the sciences, as a fraction of the people who became famous, diminished enormously during the 20th century. The new mediums were not good for the nuances that science demands. For good reason, scientists need to qualify their statements narrowly and be careful when they talk about causality. They need to be specific about the methods they use and the data they collect. All of those extensive nuances are hard to communicate in mediums that are good for entertainment and good for performance. So the relative power of scientists, or their position in society, have diminished as we exited the printing era and went into this more performance-based era.

At the same time, scientists and the general scientific community have not been great at adapting their ideas to new mediums. Scientists are the first ones to bring down another scientist who tries to popularize content in a way that would not be traditional. So scientists are their own worst enemies in this battle. They have lagged behind in their ability to learn how to use these mediums. Sometimes they focus too much on the content without paying attention on how to adapt it to the medium that will best help it get out.

What does your analysis tell us we didn’t know before about the decay of collective memory?

We began by looking at how popular something is today based on how long ago it became popular in the first place. The expectation is collective memory decays over time in a smooth pattern, that the more time goes by, the more things become forgotten. But what we found when we looked at cultural products—movies, songs, sports figures, patents, and science papers—was that decay is not smooth but has two defined regimes.                                                                                                                                                                                                                                                                                                                                                                                                                                                 Then there’s the second regime in which it has a much longer tail, when the decay is smoother, and the attention is less. [This implies that artistic innovation, which departs from the popular, will take longer and a more focused, or niche, audience to catch on; its durability and network dissemination determining how successful it is.] 

I’m surprised how the U.S., a country with people doing so many things, can become so monothematic on such a vast scale.

When we started to think about decay, we realized we could take two concepts from anthropology—“communicative memory” and “cultural memory.” Communicative memory arises from talking about things. Donald Trump is very much in our communicative memory now. You walk down the street and find people talking about Trump—Trump and tariffs, Trump and the trade war. But there’s going to be a point, 20 years in the future, in which he’s not going to be talked about every day. He’s going to exit from communicative memory and be part of cultural memory. And that’s the memory we sustain through records. Although the average amount of years that something remains in communicative memory varies—athletes last longer than songs, movies, and science papers, sometimes for a couple of decades—we found this same overall decay pattern in multiple cultural domains.

In your forthcoming paper, “How the medium shapes the message,” you refer to the late cultural critic Neil Postman who argued that the popular rise of TV led to a new reign of entertainment, which dumbed us down, because entertainment was best suited for TV. Is that what you found?

We found evidence in that favor, yes. Because the fraction of people who belong to the sciences, as a fraction of all of the people that become famous, diminishes enormously during the 20th century. It would completely agree with that observation.

Do you agree with Postman that we’re all “amusing ourselves to death?”

I don’t think we’re amusing ourselves to death. I’m not like that much of a pessimist. I do think life is also about enjoying the ride, not just about doing important things. And new mediums like TikTok, a kind of Twitter for videos, are great for creative expression. People are doing amazing little performance skits on TikTok. The entertainment and artistic components of every new medium are not bad per se, but every medium can be hijacked by extreme people who know how to craft entertaining messages, especially when they want to advance a certain agenda.

What type of information is best suited for the Internet?

It’s hard to think of the Internet as a medium. It’s more of a platform in which Facebook, Twitter, email, and TikTok are different mediums. They each send their own type of message. A picture that does well on Instagram doesn’t necessarily shine on Twitter, where people are expecting something else. The behavior and the engagements are different. Twitter, for example, is about being controversial. You know, one way to get chewed up on Twitter is to try to be in the center! I use Twitter a little, but not that much. I find that it’s a little bit hostile. I’m a family type of guy, so I use Facebook. In Facebook, at least in my circle, you put more detail into comments and are a little bit more thoughtful.

Now people like Elon Musk are in the center of culture. Young people now look up to entrepreneurs the way we used to look up to musicians.

Is collective memory decaying more rapidly because communication technologies are so much faster?

I would love to know that but I can’t. Some people would say collective memory decays based not on calendar time but the speed at which new content is being produced. We forget Elvis because the Beatles came up and we forget the Beatles because Led Zeppelin came and we forget Led Zeppelin because Metallica came up, and so forth. But things become very dear to a generation and people will not forget about them just because new content came in. So decay would be something characteristic of humans, not the volume of content. To separate those two things, we would need to look at content from very different time frames. At the moment, we don’t have the richness of data that we would need to answer that question.

Still, don’t you think the speed at which online information is tearing through our brains has got to be leaving some path of destruction in collective memory?

I don’t know. I grew up in Chile, which of course is small compared to the United States. I came to the U.S. for the first time in 1996. And one of the things that still surprises me is how monothematic American culture can be. In 1996 it was all about O.J. Simpson. Everybody talked about O.J. Simpson. He was everywhere on TV. Just like Trump today, he consumed the entire bandwidth. I’m surprised how a country with so many people, and with people doing so many different things, can nevertheless become so monothematic on such a vast scale. Today we have so much more content than in 1996 because of the rise of the Internet and the ability of people to create content. But look at the percentage of all conversations and online communications that are consumed by Trump. So in that context, I don’t think content is being replaced so easily. I don’t see that much of a rise in diversity. [This indicates the winner-take-all nature of network and popularity metrics. Content creators become famous for being famous.] 

That’s really interesting. Because one of the common criticisms of the current information glut is we have no shared cultural center. Everybody has their own narrow interest and we have no shared cultural bond, no John Lennon.

Is that a collective memory phenomenon or is it because nowadays the guys in the middle of the culture are different guys? Different people come into the center of culture because of the type of mediums that are available. There have been musicians for thousands of years, and for most of that history, musicians have not been wealthy. It was only when there was a medium that allowed them to sell their music—vinyl, magnetic tapes, and discs—that they were able to make money. I think that generated a golden era of pop music in the ’60s, ’70s, and ’80s. And that’s associative to a communication technology that was dominant at that time. Radio and discs were a way to distribute those popular idols’ musical performances. When that technology was replaced by simple forms of copying, like the ability to copy files on the Internet, all that went away. [This explains why the music industry of physical media, with its high-profit margins, is not coming back.] Now people like Elon Musk are in the center of culture. He’s not John Lennon. It’s a very different type of leadership, a different type of model for young people. But Musk’s first job was an online payment start-up. And I think a lot of young people now look up to entrepreneurs the way we used to look up to musicians.

Did you come away from your study with insights into what may or may not cause something to stick in collective memory?

I read a very good book recently called The Formula by Albert-Laszlo Barabas. He says you can equate quality and popularity in situations in which performance is clearly measurable. But in cases in which performance is not clearly measurable, you cannot equate popularity with quality. If you look at tennis players, you find tennis players who win tournaments and difficult games are more popular. So quality and fame are closely correlated in a field in which performance is measured as tightly as professional tennis players. As you move to things that are less quantifiable in terms of performance, like modern art [or music or books], your networks are going to be more important in determining popularity. [This is why we need a human social network that curates and filters subjective content.]

How should we think about quality in media content?

Well, I would say that collective memory decay is an important way to measure and think about quality. If you publish some clickbait that is popular in the beginning, that gets a lot of views in the first couple of days, but a year later, nobody looks at it, you have a good metric. The same is true if you publish a more thoughtful piece that might not be as popular in the beginning because it didn’t work as clickbait—it required more engagement from the readers—but keeps on building readers over time. So the differences in longevity are important metrics for quality. [So unless we have a dynamic social network that can curate subjective contents and filter it into its proper consumer niche, quality becomes an ignored step-child to the popularity of art.]

That goes back to a paper I did when I was an undergrad about the decay functions of attendance of movies. There were some movies that had a lot of box office revenue in the first week but then decayed really fast. And there were other movies that decayed more slowly. We created a model in which people would talk to each other [this is what happens with an OSN] and communicate information of the quality of the movie. And that model only had one parameter, which was how good was the movie was. So the quality of the movie would increase or decrease the probability that people would go watch it. We could then look at the curves and infer how good the movie was, based not on the total area it was shown, or on the total revenue, but on the shape of the curve. That was interesting because there were movies that were really bad like Tomb Raider, which at first was a box office success. But if you put it on our model, you would see that it was just hype, people watched it, hated the movie, and the curve decayed really fast.

Cultural innovation and quality depend on human curation of content and word of mouth through a social network.