BookmarkSubscribeRSS Feed
MarkAA
Calcite | Level 5

we are starting a new line of product, it is very different from the existing products we are selling, and intended for a different group of customers.

just wondering if any of you have any idea of how can I model the purchase propensity for this new product ?

Thanks

1 REPLY 1
DougWielenga
SAS Employee

A little data is better than no data since you would then be left with only your business knowledge to lean on.   It is not uncommon to use surrogate target variables that might be related to the new target variable.   You might also profile your new population (if possible) and study their behavior compares to your previous population.  You might be able to weight your sampling based to make the distribution of the observations similar in the sample on the previously known population and the new population.   You are really left with a judgement call to try and identify a meaningful surrogate target and to choose a comparable sample.  


Hope this helps!

Doug

sas-innovate-2024.png

Don't miss out on SAS Innovate - Register now for the FREE Livestream!

Can't make it to Vegas? No problem! Watch our general sessions LIVE or on-demand starting April 17th. Hear from SAS execs, best-selling author Adam Grant, Hot Ones host Sean Evans, top tech journalist Kara Swisher, AI expert Cassie Kozyrkov, and the mind-blowing dance crew iLuminate! Plus, get access to over 20 breakout sessions.

 

Register now!

How to choose a machine learning algorithm

Use this tutorial as a handy guide to weigh the pros and cons of these commonly used machine learning algorithms.

Find more tutorials on the SAS Users YouTube channel.

Discussion stats
  • 1 reply
  • 656 views
  • 0 likes
  • 2 in conversation