Skip to main content

Art v. Numbers & the "It" Factor in Music’s Big Data Era

Artists like Chance are dripping in so much “it” factor that the algorithms don’t stand a chance of keeping up.

Think about how you used to discover new music. Even if you’re too young to remember a time before Napster, put on your Nostalgia Goggles™ with me and pretend.  

Maybe you’re walking through a record store, and a fresh, psychedelic cover catches your eye. Maybe your boy’s CD player is your gateway to what’s hot, or maybe you hear your favorite artist’s new track at the club for the first time.  

Fifteen years ago, however you found music, it was a visceral experience. The kind that forms a personal connection. It sounds like ancient history now, but there was a time where all facets of the music industry had a touch of this humanity.

A&R’s sourced fresh talent from local stages, not Twitter or (RIP) Vine. College DJs mattered. Local music columns were still a thing. In this more personal, more human music landscape, finding the next big star was about intangibles. The “it” factors those A&R’s in that grungy bar were looking for were all qualitative, all “know it when you see it” pieces of magic, all abstract.

Today, on the social-media algorithm driven information superhighway of modern digital fast-food culture, the picture couldn’t be more different.  

Thanks to digital content and all of the easy-to-gather numbers that go along with Spotify and Facebook and Bandcamp and Twitter and Audiomack and the rest, the music industry has wholeheartedly entered the big data era. The business of music is now operating as a highly computed numbers game more than ever before, and it’s having big effects across the board.  

On the consumer side, the majority of music we come into contact with is no longer curated by a DJ or a magazine, but an algorithm. On every music platform, and every social networking site, which songs and artists cross our eyes as we browse is determined by equations under the website’s dashboard.  

That already feels like a little too much “big brother” for something as important and personal as music is to most of us, but it’s just the tip of the iceberg.  

From an industry perspective, labels and A&Rs are able to play Moneyball with internet-generated data points when determining which artists to invest in. Social media followings can be analyzed, marketability can be broken down on a spreadsheet, and an artist’s appeal can be read in potential dollar signs backed up by scientific models and profitability metrics.

When we had the chance to ask Brian Ahren, a London-based agent at major talent agency WME | IMG, he offered some invaluable insights about these trends and what power players look for in upcoming acts. “We all equate buzz in different ways,” Brian says, speaking as an industry insider. “It could be as simple as old-school touring.”

“Or, it could be as complicated as how many views, or whatever, online,” Ahren continues.  Later, he gets even more direct. “We are all trying to figure out better ways to analyze the data.”

“Better ways to analyze the data,” from a business perspective, means finding marketable artists who can turn a profit for a label interested in investing. This goal isn’t anything new in the highly commodified music industry, but what’s changed drastically is the tools that power brokers have at their disposal.

Scroll to Continue



5 New Albums You Need to Hear This Week

Press play on new albums from Wizkid, GloRilla, SleazyWorld Go, Sarkodie, and SoFaygo.


5 Songs You Need to Hear: Best of the Week

Tap in to the best new songs on Audiomack this week.


Polo Perks Is Building a Future From Pieces of the Past

We talk to the Surf Gang artist about microdosing alternative music in his raps.

Today, talent scouts looking for hot artists to break aren’t digging into local networks, combing for undiscovered talent. They’re basing investment decisions on numbers; the gatekeepers and tastemakers of the big-data era music game are listening while reading a spreadsheet and running a profitability predicting simulation.  

It’s easy to take an alarmist stance on all of this and come to some scary conclusions about the future of mainstream artistry. If executives are able to break down and quantify every element of an artist’s appeal, what will we really be left with?  

Take all of the most marketable ingredients of Drake, Taylor Swift, Adele and Lil Yachty, mix in a dash of Bieber or Migos, and the result is a Frankenstein that I’d be genuinely afraid of.  Data analysis and powerful artistry aren’t things that intuitively go hand in hand. It’s easy to imagine an increasingly data-driven industry creating even more generic and heartless music than we see today.   

And it’s easy to imagine plenty of ugly manipulation of the numbers (which already happens), as artists without true talent—or the machines behind those artists—look to game the system and snag their moment of shine. It’s easy to imagine major labels performing experiments with our social media timelines, collecting more and more data to use in more and more targeted, profitable ways.  

Granted, this type of practice can be found in just about every other large industry. But that doesn’t mean that thinking about big data’s conquering of the music world is any less unsettling.    

It also doesn’t mean that the landscape is bleak, or that we’re doomed to enter an all-time low point in mainstream music, or that all of these worst case scenarios will play out.  

There’s something intuitively unnerving about music, at its core an act of artistic expression, becoming totally quantified. But there’s something to be said as well for optimism, and trusting in the power of true art to prevail.

Even as industry power brokers and gatekeepers lean more and more heavily on numbers and analytics, artists like Chance The Rapper are able to connect with millions of fans, delivering in Chance’s case something of immense artistic value. Even as the business becomes more and more data-driven, hard-working artists like Anderson .Paak are finding mainstream success without compromising artistic integrity.

That “it” factor that A&Rs used to look for in local venues is still connecting with listeners, still eluding data scientists. All of those intangibles that make an artist powerful still have the ability to shine through, overpowering the commodified result of formulas and simulations.  

We know good art when we hear it. No matter what the marketing departments want us to believe or what the research suggests, artists will still need to prove themselves in our hearts. And if they can’t, we’ll find art that we do connect with; good music won’t go extinct at the hands of big data analytics, even if it becomes more obscured.  

At some level, even as they are eager to collect and employ as many numbers as possible, many industry insiders understand this and realize that there is still an essence of art that is hard to convey in zeros and ones.  

“Talent is worth our time,” Brian Ahren says. “So many people have gotten away and tried to look at the metrics, weighing that over the talent. But the talent and ability to create content is the most important thing.”

As long as people like Brian are in positions of industry power, common sense may prevail, and the worst-case outcomes of the music business’s big data infatuation may not come to fruition. Even so, it’s almost inevitable that data will play a bigger and bigger role in the music world, and more of the elusive and intangible elements of artistry will become quantifiable to labels playing with more numbers in more ways.  

All we can hope is that great artistry prevails and that we always have artists like Lil Chano dripping in so much “it” factor that the algorithms don’t stand a chance of keeping up. 



Polo Perks Is Building a Future From Pieces of the Past

We talk to the Surf Gang artist about microdosing alternative music in his raps.


5 New Albums You Need to Hear This Week

Drake and 21 Savage, Seyi Vibez, PsychoYP, Surf Gang, and Jucee Froot all have albums you need this week on Audiomack.


Bandmanrill Is Bringing the Jersey Vibe Everywhere

Club Godfather Bandmanrill gets real about the sound he's helped pioneer and his debut album.


BIG30 Towers as the ‘Last Man Standing’

The rapper gets real about carrying the torch for Memphis.


10 Rappers You Should Know Right Now

Put Yung Sinn, Kenzo B, FCG Heem, Set Da Trend, Allstar JR, and more on your radar.


5 New Albums You Need to Hear This Week

Bella Shmurda, Blaqbonez, Ankhal, Smino, and Bandmanrill all have albums you need this week.