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Do Androids Dream Of Algorithmic Playlists? Matthew Hawn - VP Product, Last.fm Next Rad.io Conference  - London, 15 Sept 2011
hello
3 Last.fm First Principles LISTEN EVERYWHERE Track your music playback history, on any device, on any platform and on any music service
4 Last.fm First Principles DISCOVER MORE MUSIC & EVENTS Using your listening data, we make great music recommendations in the form of personalized radio and live gigs we think you will love
5 Last.fm First Principles SHARE DISCOVERIES WITH FRIENDS Using social networks, recommend music to your friends Publish your personal charts and Top 10 lists Check in to concerts, festivals and music events
Our Audience 35M   Registered listeners 140M People via API 72M   Visits/month 36M   Unique Visitors/month 360MPageviews/month 600+ devices/software clients collect personal listening histories  800 scrobbles per second 57B scrobbles since 2003 
Q: What is a Playlist?
What is a Playlist? For Radio DJs and Program Directors
What is a Playlist? For anyone with a iPhone or a computer
What is a Playlist? For my 19 year-old self in 1987
Q: What is a Playlist? A:An algorithm for a great music experience
What’s a Algorithm? An algorithm is:   A step-by-step set of instructions for calculating something.   A recipe can be an algorithm In the case of Last.fm’s personalized radio stations,  our algorithms are designed to create a string of song recommendations based on a listener’s musical history
Making a great algorithm is hard work
How we feed the algorithm:  Information about who is  listening & what they love
Last.fm Personalized  Radio Playlist Context + Meaning
why I’m here today In the world of personalized internet radio, Last.fm has the best playlists …But I think we can make  them better using a hybrid of computer power and human skills.
WHAT WOULD JOHN PEEL DO?
The best DJs provide  context & meaning to what they play They bring certain elements that computers can’t match ,[object Object]
 Deep love and esoteric knowledge of the genres they play
 A lyric sense of the syntax of a great playlist,[object Object]
Tips for surviving a hybrid world Algorithmic playlists and personal listening data from smart phones and computers are here to stay….but they don’t replace individual voices and personality in radio.  	Put both elements in the mix. 2. Traditional radio’s limited playlists are not the full set of songs that your audience listens to or have access to anymore.   	Admit this and make suggestions for artists and things off your line, particularly online. Give them directions to explore new artists, off-list. 3. Your audience expects their playlists to be interactive and they are looking for ways to add personal context to on-air playlists.  	Use the space in radioplayer.co.uk, your forums, social media channels to encourage their contributions…. and they will amplify your playlists with their data and desires. .
Have some science with your art.   It will make your art better.

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Do Androids Dream Of Algorithmic Playlists

  • 1. Do Androids Dream Of Algorithmic Playlists? Matthew Hawn - VP Product, Last.fm Next Rad.io Conference - London, 15 Sept 2011
  • 3. 3 Last.fm First Principles LISTEN EVERYWHERE Track your music playback history, on any device, on any platform and on any music service
  • 4. 4 Last.fm First Principles DISCOVER MORE MUSIC & EVENTS Using your listening data, we make great music recommendations in the form of personalized radio and live gigs we think you will love
  • 5. 5 Last.fm First Principles SHARE DISCOVERIES WITH FRIENDS Using social networks, recommend music to your friends Publish your personal charts and Top 10 lists Check in to concerts, festivals and music events
  • 6. Our Audience 35M Registered listeners 140M People via API 72M Visits/month 36M Unique Visitors/month 360MPageviews/month 600+ devices/software clients collect personal listening histories 800 scrobbles per second 57B scrobbles since 2003 
  • 7. Q: What is a Playlist?
  • 8. What is a Playlist? For Radio DJs and Program Directors
  • 9. What is a Playlist? For anyone with a iPhone or a computer
  • 10. What is a Playlist? For my 19 year-old self in 1987
  • 11. Q: What is a Playlist? A:An algorithm for a great music experience
  • 12. What’s a Algorithm? An algorithm is: A step-by-step set of instructions for calculating something. A recipe can be an algorithm In the case of Last.fm’s personalized radio stations, our algorithms are designed to create a string of song recommendations based on a listener’s musical history
  • 13. Making a great algorithm is hard work
  • 14. How we feed the algorithm: Information about who is listening & what they love
  • 15. Last.fm Personalized Radio Playlist Context + Meaning
  • 16. why I’m here today In the world of personalized internet radio, Last.fm has the best playlists …But I think we can make them better using a hybrid of computer power and human skills.
  • 17. WHAT WOULD JOHN PEEL DO?
  • 18.
  • 19. Deep love and esoteric knowledge of the genres they play
  • 20.
  • 21. Tips for surviving a hybrid world Algorithmic playlists and personal listening data from smart phones and computers are here to stay….but they don’t replace individual voices and personality in radio. Put both elements in the mix. 2. Traditional radio’s limited playlists are not the full set of songs that your audience listens to or have access to anymore. Admit this and make suggestions for artists and things off your line, particularly online. Give them directions to explore new artists, off-list. 3. Your audience expects their playlists to be interactive and they are looking for ways to add personal context to on-air playlists. Use the space in radioplayer.co.uk, your forums, social media channels to encourage their contributions…. and they will amplify your playlists with their data and desires. .
  • 22. Have some science with your art. It will make your art better.
  • 23. Last.fm profile: last.fm/user/jukevox Twitter: @jukevox Email: Matthew@last.fm

Editor's Notes

  1. Scrobbling as the “Music Check-in”If Facebook and Twitter tells your friends what you are doing and thinking about and Foursquare shares your location, Last.fm is what you are listening to.
  2. Better music recommendation—via our radio, via email newsletters, via revised charts, Expand Live Events & Festivals presence and coverage
  3. Twitter, Facebook, Google+
  4. Curated
  5. It’s creative. It’s as hard to write a great algorithm as it is to write a great song or write a great sonnet.
  6. via a hybrid of computer power and human skills.An replicant, if you will…
  7. Joney’s Jukebox, Dylan’s Old Time Radio Hour, Joe Strummer’s
  8. Last.fm Hype Charts measure velocity and fast movers. Take advantage of themLast.fm Tags: