Timeline for Predicting Customer Activity Absence
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| Aug 16, 2020 at 9:08 | answer | added | tehem | timeline score: 0 | |
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| Jun 18, 2018 at 6:24 | vote | accept | Andrei | ||
| Jun 18, 2018 at 6:24 | |||||
| Jun 16, 2018 at 15:47 | comment | added | Andrei | There pretty much might be a seasonality pattern, that's what i'm trying to figure out. Some of them might have had 1's for a few years and afterwards are just trailing 0's that pretty much mean (based on the data available) that the customer will not be active anymore. Some of them have only a few 1's in the middle of the selected daterange (these are, as well, not very likely to produce new activity). Some might bring up recurring activity based on seasonality (these are the one's id like to determine). There might not have been any sight from them recently but the might be active again soon | |
| Jun 16, 2018 at 15:40 | comment | added | Spacedman | Is there seasonality (a yearly pattern)? Is there serial correlation in the 1s (ie you are more likely to get 10 1s in a row than if they are completely random)? Do 1s "tail off" for all customers? Do some basic descriptive summaries before thinking all you need to do is throw it into a magic machine learning algorithm. | |
| Jun 16, 2018 at 13:26 | answer | added | Sharvari Gc | timeline score: 0 | |
| Jun 16, 2018 at 9:59 | review | Close votes | |||
| Jun 18, 2018 at 17:40 | |||||
| Jun 16, 2018 at 9:58 | comment | added | Andrei | @Spacedman: Thanks for your input. To be honest i'm a bit lost (+ very new to this field) and haven't done anything yet. No, the data is only 1 and 0. The outcome would be, as you mentioned, "any activity". If there is at least one 1 in the next 6 months then I am not interested in this customer. | |
| Jun 16, 2018 at 9:44 | comment | added | Spacedman | This question is way too broad. What have you tried already? Have you done any basic statistical analysis? Are the data any different from random 1s and 0s? Have you seen any patterns? Is your outcome "any activity (ie at least one "1") in the next six months"? | |
| Jun 16, 2018 at 9:17 | review | First posts | |||
| Jun 16, 2018 at 17:46 | |||||
| Jun 16, 2018 at 9:15 | history | asked | Andrei | CC BY-SA 4.0 |