how to replicate same clusters over time ?

ogrigny — Tue, 25 Oct 2022 09:01:10 GMT

Hi,

I have developed a segmentation with eight segments that I am satisfied with and I want to follow the evolution of my customers over time through these 8 segments. How can I make sure that when I update my segmentation, I keep the same segments as before (for example, that segment 8 still has the same characteristics as the previous segment 8 and that only my customers have moved from one segment to the other)? I use the fastclust procedure, does using the outseed options to retrieve the initial seeds and then use the seed option when updating keep the same segments? Thanks in advance for your help!

Re: how to replicate same clusters over time ?

KevinScott — Tue, 25 Oct 2022 13:30:16 GMT

Yes, this can be done with PROC FASTCLUS:

There is an example In technical note 22544 here: 22544 - Assigning new observations to clusters defined using previous data (sas.com)

I will reiterate the relevant information below:

Assigning new observations to clusters with PROC FASTCLUS using a cluster solution from PROC FASTCLUS

Suppose you have an eight-cluster solution for your original data and saved the cluster solution statistics in the OUTSTAT= data set FastclusStats.

This dataset will be used as the INSTAT= data set to assign the new observations you receive over time to the existing eight clusters. Your final cluster assignments will be saved in the NewClusters data set.

proc fastclus data=NewData instat=FastclusStats out=NewClusters;
var <yourvars>;
run;

Any transformation to your variables before the initial execution of FASTCLUS to find the eight clusters will need to be done to the same variables in the new data set that you use to assign/score observations into the existing eight clusters.

After the reassignment of customers, you can do post-processing to see which customers have changed clusters and aggregate the migration/transition measures

topic Re: how to replicate same clusters over time ? in SAS Procedures

how to replicate same clusters over time ?

Re: how to replicate same clusters over time ?