Predictive Analytics; A Useful Marketing Tool?

Several days ago, based on an e-mail I received, I did a little research into Predictive Analytics. Among other things, I found an interesting and easy to read article by Eric Siegel, titled: Predictive Analytics with Data Mining: How It Works*. What follows is a brief summary of Predictive Analytics according to Siegel. I would like to ask my readers: do you use Predictive Analytics? If you use (or have used) this technique, could you please post your experiences of and comments about Predictive Analytics?

According to Siegel, Predictive Analytics is a technique that is based on discovering what he calls a Predictor, a value that you can measure about your client. He uses the example of a measure that he calls recency; a customer who has made a purchase recently will be more likely to make a purchase than a customer that purchased longer ago. The practical application of this understanding in a marketing campaign, according to the article’s author, is to contact clients who have made the more recent purchases first, as they will be more likely to purchase.

Siegel points out that combining predictors can make the technique more effective. Taking the already mentioned predictor, recency and combining it with personal income can make the predictor more accurate. He uses the following equation to show how it works:

recency + personal income

If recency carries more weight than personal income, he would alter the equation to:

2 x recency + personal income

Siegel calls the equations above linear models and goes on to point out that Predictive Analytics can take the form of models using what he calls business intelligence rules with the following example:

If the customer is rural, and her monthly usage is high,
then the customer will probably renew

Eric Siegel then goes on to explain how technology is used to apply Predictive Analytics, combining Data Mining of your customer data in order to find the models that are the most appropriate for you to use. I found the article to be quite instructive and encourage you to give it a read. Here is a link to the article: Predictive Analytics with Data Mining: How It Works. Again, if any of my readers have experience with Predictive Analytics, I would greatly appreciate it if you could post your experiences and comment.

* Originally Published in DM Review’s DM Direct, February 2005.

One thought on “Predictive Analytics; A Useful Marketing Tool?

  1. Good posting and as it has been said countless times before – if you cannot measure it, you cannot manage it. Leanne Hoagland-Smith, author of Be the Red Jacket in a sea of gray suits, the Keys to Unlocking Sales Success

Leave a Reply

Fill in your details below or click an icon to log in: Logo

You are commenting using your account. Log Out /  Change )

Google photo

You are commenting using your Google account. Log Out /  Change )

Twitter picture

You are commenting using your Twitter account. Log Out /  Change )

Facebook photo

You are commenting using your Facebook account. Log Out /  Change )

Connecting to %s