I have a mobile game dataset as below and I m expected to make analysis from users first 3 Days activity and predict/classify users’ Lifetime Values (LTV) from the user-level dataset with implementing logistic regression and randm forest models in order to predict the users' LTV.
My question is here; I havent been worked mobile game data and life time value prediction before but I know how to implement logistic regression for classification models. In this data set I couldnt understand how should I choose my target(dependent) variable and independent variables to build model? Because as I know for logistic regression there should be labelled data for target variable? I guess I m missing some information about life time value prediction.Aand I also couldnt find good enough document on google for life time value prediction with logistic regression
Could anyone help me about how can I create labelled data before running logistic regreession for life time value prediction? p.s: I ll use R for this projects
here is my data;
X userID_anonymized arrival_time event_time eventType event_data platform session_no
1 0 12acc8df-d4f9 11/30/20 18:01 12/26/20 3:16 level_event {duration=30.328, level=47, progress=36, play_count=36, status=1} ios 12
2 1 12acc8df-d4f9 11/30/20 18:01 12/26/20 3:16 level_event {duration=0, level=64, progress=37, play_count=37, status=2} ios 12
3 2 684c9a99-aeb0 11/30/20 15:06 12/26/20 0:53 level_event {duration=39.537, level=7, progress=31, play_count=31, status=1} ios 7
4 3 684c9a99-aeb0 11/30/20 15:06 12/26/20 0:53 level_event {duration=0, level=58, progress=31, play_count=31, status=2} ios 7
5 4 be725f9b-33c5 11/30/20 3:20 11/30/20 3:21 interstitial_impression {'revenue': '0.035'} ios 1
6 5 dd5ef583-258b 11/30/20 0:07 11/30/20 3:22 banner_impression {'revenue': '0.0003'} ios 13
wifi_state model operating_system totalrevenue
1 0 iPhone12,8 iOS 14.2 0.8706336
2 0 iPhone12,8 iOS 14.2 0.8706336
3 1 iPhone11,8 iOS 14.3 0.1839144
4 1 iPhone11,8 iOS 14.3 0.1839144
5 1 iPhone12,1 iOS 14.0.1 0.0362000
6 0 iPhone12,1 iOS 14.2 0.4605784