Opened Pandora

Via Eric Goldman’s recent recommendation, I decided to give Pandora another shot. The short version: Pandora is an intelligent predictive personalized Internet radio service with an arguably sustainable and protectable business model. And by “intelligent,” I mean there are real human brains at work. As Eric explains:

Pandora’s main competitive differentiator is its “Music Genome Project.” 50 trained musicians with at least a college degree in music (called “music analysts”) listen to songs all day long and rate each song on 400 different musical attributes. See the 2005 WSJ article discussing them. By profiling songs this way, the system can predict that a person who likes an artist’s song might like other songs with similar musical attributes. From listening to Pandora for many, many hours, IMO the system isn’t perfect, but it does a pretty good job, and it has definitely hooked me on music that I wouldn’t have listened to otherwise.

They have apparently cataloged approximately half a million songs and the database continues to grow apace. There is also a collaborative-filtering aspect, similar to Netflix and Amazon. I suspect this hybrid between the “wisdom of crowds” and the “wisdom of experts” will be the future of most large content projects (including wikipedia).

My first few hours have returned excellent results. I created a for-working “station” called, lazily, “The Bad Plus Radio” (described as “Avant garde and angular funk/jazz, but not so dissonant that you can’t do mind-taxing work while listening”). You are welcome to listen as well. (See also my Pandora Profile.) The “artist seeds” for the channel include the following:

  • The Bad Plus (of course)
  • Bill Frisell
  • John McLaughlin
  • Medeski Martin & Wood
  • Thievery Corporation
  • Bred Mehldau
  • Oliver Nelson
  • Ornette Coleman
  • Keith Jarrett

Pandora has played several tracks by these artists, but is increasingly mixing in other artists that match up on some axis of preference. I’ve thumbed-up and thumbed-down several tracks from beyond the “seed” set (and will continue to do so), thus driving the predictive engine. I look forward to creating some entirely different channels and publishing the URLs here.

Although supposedly the “free” version is ad-supported, I haven’t heard any ads yet. Maybe that is still to come. In any case, it is probably worth the $36/year subscription cost.

Beyond the specific content I’m enjoying here, it is nice to see a Web 2.0 (or pick your favorite version) business model that doesn’t require a leap of faith to see how it can work.

Of course, they have a Facebook app as well.

Useful Email Disclaimer

Unlike some email disclaimers, this snippet recently observed in a signature block could actually prove useful:

Please consider the environment – do you really need to print this email?