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                    <p><!-- Make sure you modify the 4Cast title in this section -->
                      <span style="font-size: 20px; font-weight: bold;
                        color: rgb(0, 0, 0); font-family: arial;
                        line-height: 110%;">OPLIN 4cast #367: Finding
                        good flicks</span><br>
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                      <span style="font-size: 11px; font-weight: normal;
                        color: rgb(102, 102, 102); font-style: italic;
                        font-family: arial;">January 8th, 2014</span></p>
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                    <p style="text-align: justify;font-size: 16px;
                      font-family: arial; line-height: 110%;"><img
                        alt="Netflix laptop"
                        src="cid:part4.03070203.06050608@oplin.org"
                        align="left" height="92" width="125">Every
                      librarian has been asked at one time or another to
                      recommend a book based on something that a reader
                      liked. You know the conversation: "I just read
                      <book title> and loved it, what else do you
                      have like that?" And since the Dewey Decimal
                      System is notoriously weak for categorizing
                      fiction, there are companies that sell books and
                      software to help librarians answer that question.
                      Netflix also has a process to make movie
                      recommendations, categorizing films into thousands
                      of "micro-genres" which can be almost comically
                      specific. The first article linked below from <em>The
                        Atlantic</em> describes how Netflix does that,
                      while the other articles are reactions to the <em>Atlantic</em>
                      article. It's interesting to see how someone else
                      handles the "what do I read/watch next" question.
                    </p>
                    <div> </div>
                    <ul style="text-align: left;">
                      <li style="text-align: justify; font-size: 16px;
                        font-family: arial; line-height: 110%;"><a
href="http://www.theatlantic.com/technology/archive/2014/01/how-netflix-reverse-engineered-hollywood/282679/">How
                          Netflix reverse engineered Hollywood</a> (The
                        Atlantic/Alexis C. Madrigal) "Using large teams
                        of people specially trained to watch movies,
                        Netflix deconstructed Hollywood. They paid
                        people to watch films and tag them with all
                        kinds of metadata. This process is so
                        sophisticated and precise that taggers receive a
                        36-page training document that teaches them how
                        to rate movies on their sexually suggestive
                        content, goriness, romance levels, and even
                        narrative elements like plot conclusiveness.
                        They capture dozens of different movie
                        attributes. They even rate the moral status of
                        characters."</li>
                      <li style="text-align: justify; font-size: 16px;
                        font-family: arial; line-height: 110%;"><a
href="http://www.dailydot.com/business/netflix-metadata-tags-genre-recommends/">76,897
                          genres and 1 very human touch: How Netflix
                          knows you best</a> (The Daily Dot/Beejoli
                        Shah) "Given its recent successful dips into
                        original programming with <em>House of Cards</em>
                        and <em>Orange Is The New Black</em>, Netflix
                        may also be using its vast expanse of metadata
                        to make its own programming even smarter. While
                        metadata can't create a show, it can give
                        Netflix's development executives ... a distinct
                        advantage into viewer preferences that focus
                        groups just can't."</li>
                      <li style="text-align: justify; font-size: 16px;
                        font-family: arial; line-height: 110%;"><a
href="http://blogs.reuters.com/felix-salmon/2014/01/03/netflixs-dumbed-down-algorithms/">Netflix's
                          dumbed-down algorithms</a> (Reuters finance
                        blog/Felix Salmon) "While Amazon has orders of
                        magnitude more books than your local bookseller
                        ever had, Netflix probably has <em>fewer</em>
                        movies available for streaming than your local
                        VHS rental store had decades ago. At least if
                        you're looking only in the 'short head' - the
                        films everybody's heard of and is talking about,
                        and which comprise the majority of movie-viewing
                        demand. So Netflix has been forced to attempt a
                        distant second-best: scouring its own limited
                        library for the films <em>it thinks you'll like</em>,
                        rather than simply looking for the specific
                        movies which it knows (because you told it) that
                        you <em>definitely want to watch</em>. This,
                        from a consumer perspective, is not an
                        improvement."</li>
                      <li style="text-align: justify; font-size: 16px;
                        font-family: arial; line-height: 110%;"><a
href="http://www.marketingpilgrim.com/2014/01/marketing-lessons-from-the-netflixs-micro-genre-generator.html">Marketing
                          lessons from the Netflix's micro-genre
                          generator</a> (Marketing Pilgrim/Cynthia
                        Boris) "The takeaway here is that data is your
                        friend. Dive in and see what's really going on
                        with the business then craft a campaign to
                        either capitalize on your big sellers or push
                        out that old merchandise that's not moving.
                        People will buy anything (Visually-striking
                        Foreign Nostalgic Dramas) if you package it
                        right."</li>
                    </ul>
                    <div style="text-align: left;"> </div>
                    <p style="text-align: left; font-size: 20px;
                      font-family: arial; line-height: 110%;"><small><strong><em>Burr
                            fact:</em></strong></small><br>
                    </p>
                    <div style="text-align: justify; font-size: 16px;
                      font-family: arial; line-height: 110%;">For some
                      reason that is a mystery to Netflix, their data
                      places <em>Perry Mason</em> stars Raymond Burr
                      and Barbara Hale among the top ten favorite
                      actors/actresses.
                    </div>
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