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1  sur  9
Group 1
Abhishek DM15101
Sriram DM15159
Gaurav DM15219
Leveraging Big Data to Predict Hits
Types of data collected
Tracked every search made by the subscriber
Good or bad rating attributed by each subscriber
along with Nielsen rating.
ZIP code of subscribers
Type of device on which they streamed.
Number of times he paused the show; whether
exited the show before it ends
Subscribers switching off before/after credits began
to roll
Post Play Feature
Netflix Knew when the customer would most probably switch off.
Popup would then be carefully adjusted by the algorithm.
Personalized Recommendations
Recommendations given out based on:
• Prior viewing patterns
• Viewing behaviors and recommendations from
other users
• Based on the movie just watched
• Personalized Trailers
Results:
Customer ordered more movies
75% of viewer activity is based on these suggestions
Rating algorithm
• Netflix recommends movies based on ratings provided by the subscribers.
• Subscribers can rate even if they have watched the movie or not watched the movie.
0
1
Not Watched the movie
0.5 Partly Watched
Watched the movie
•Netflix also looks at data within movies. They take various “screen shots” to look at “in
the moment” characteristics.
A/B testing is carried out for testing
alternate webpage designs to find out
which design generates a positive result.
The Big data Architecture
Integrating social media for the recommendations
After logging into Netflix using the twitter and
Facebook, subscriber updates can be analyzed by Netflix
to make context based recommendations to the users.
The research suggests there is different viewing
behavior depending on :
• the day of the week
• the time of day
• the device
• and sometimes even the location.
Designing the poster after analyzing the color recognition patterns of the users and finding the impact on
customer viewing habits, recommendations, ratings and the likes.
Challenges
• Analyzing relevant information
• Requirement of huge Storage capacities
• Providing multiple customization to different users with same account
• The authenticity of ratings provided.
• Difficulty in decoding the tweets/Facebook updates.
• Privacy of the customers
Benefits..
• Accurate Licensing fees based on collected data
• number of subscribers
• number of times they watched it
• Saving $40 million a show on marketing campaigns
Only 22% of
movies are
profitable
Only 33% of
new shows
survive for
more than
one season

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Netflix-Using analytics to predict hits

  • 1. Group 1 Abhishek DM15101 Sriram DM15159 Gaurav DM15219 Leveraging Big Data to Predict Hits
  • 2. Types of data collected Tracked every search made by the subscriber Good or bad rating attributed by each subscriber along with Nielsen rating. ZIP code of subscribers Type of device on which they streamed. Number of times he paused the show; whether exited the show before it ends Subscribers switching off before/after credits began to roll
  • 3. Post Play Feature Netflix Knew when the customer would most probably switch off. Popup would then be carefully adjusted by the algorithm.
  • 4. Personalized Recommendations Recommendations given out based on: • Prior viewing patterns • Viewing behaviors and recommendations from other users • Based on the movie just watched • Personalized Trailers Results: Customer ordered more movies 75% of viewer activity is based on these suggestions
  • 5. Rating algorithm • Netflix recommends movies based on ratings provided by the subscribers. • Subscribers can rate even if they have watched the movie or not watched the movie. 0 1 Not Watched the movie 0.5 Partly Watched Watched the movie •Netflix also looks at data within movies. They take various “screen shots” to look at “in the moment” characteristics. A/B testing is carried out for testing alternate webpage designs to find out which design generates a positive result.
  • 6. The Big data Architecture
  • 7. Integrating social media for the recommendations After logging into Netflix using the twitter and Facebook, subscriber updates can be analyzed by Netflix to make context based recommendations to the users. The research suggests there is different viewing behavior depending on : • the day of the week • the time of day • the device • and sometimes even the location. Designing the poster after analyzing the color recognition patterns of the users and finding the impact on customer viewing habits, recommendations, ratings and the likes.
  • 8. Challenges • Analyzing relevant information • Requirement of huge Storage capacities • Providing multiple customization to different users with same account • The authenticity of ratings provided. • Difficulty in decoding the tweets/Facebook updates. • Privacy of the customers
  • 9. Benefits.. • Accurate Licensing fees based on collected data • number of subscribers • number of times they watched it • Saving $40 million a show on marketing campaigns Only 22% of movies are profitable Only 33% of new shows survive for more than one season