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Analysis Methodology






               three approaches:
              I   n  order  to  understand  clearly  what  could  possibly  prevent  users  to



                  progress  further  in  the  game,  we  will  approach  this  dataset  from
                  three perspectives.


                The first method will consist in comparing the rate of users leaving the
                game to the Natural Decay rate. (p. )

                The second approach will rely on indices and indexes analysis. We will
                create  new  aggregated  variables  to  highlight  phenomena  that  are

                invisible while using descriptive statistics. (p. )

                Finally, we will use all the data (original dataset + all newly created
                variables) to cluster our CheckPoints into similar groups. To do that we

                will use the PCA method and the K-Means algorithm. (p. )


               Analysis Workflow:





                                              Descriptive Analysis








                                             Feature Engineering







                 Natural Decay                   Indexes Method                   Segmentation





                        Analysis                        Analysis                        Analysis




                                                     Comparing







                                                Recommendations



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