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Event Details
Michael J. A. Berry
Author, Trainer and Consultant
Data Miners, Inc.
Author of “Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management” which came out in 2004, and updated in 2011.
Abstract: Survival analysis, also called time-to-event analysis, is an underutilized tool in the data miner's toolkit. Because many analytical practitioners in the business world are unfamiliar with survival analysis, they have become adept at reformulating questions that should properly be about "when" into questions about "whether." A typical attrition model asks "Will the customer still be active in six months?" This is a convenient question because it has the kind of yes or no answer that can easily be modeled using logistic regression, or decision trees, but a much more interesting question is "How long will the customer last?" The answer to that question has many uses from lifetime value calculations to optimizing acquisition channels. The particular application addressed in this talk is creating a long-range daily forecast for a subscriber population that is a constantly changing mix of customers segments, each with its own survival function. A bottom-up forecast of this sort is more useful as a planning tool than the typical aggregate forecast because the survival-based forecast is very sensitive to changes in assumptions about the characteristics of new customers. The analyst can study the effect of varying assumptions about credit scores, product preferences, rate plans, demographics, or whatever else is of interest by watching the effect of these assumptions on the forecast. The work described here is based on several successful forecasts developed for newspapers, telephone companies, and other subscription-based businesses.
Location: First Floor of the Maureen Murphy Wilkens Science Center at Emmanuel College,WSC 102
Directions: http://www.emmanuel.edu/About_Emmanuel/Campus/Wilkens_Science_Center/FAQs.html
Sponsored by the Boston Chapters of the American Statistical Association and we thank Emmanuel College for hosting.
Time: 6:15 PM light dinner, 7:00 PM lecture
Directions: http://www.emmanuel.edu/Tools_Navigation/Maps_and_Directions.html
To register by check, include the check made payable to BCASA, your name, affiliation, and mail by March 19 to:
Huichao Chen, PhD
Department of Biostatistics/CBAR
Harvard University
651 Huntington Ave, FXB502
Boston, MA 02115
When & Where
Emmanuel College
400 The Fenway
Boston,
MA 02115
Tuesday, March 29, 2011 from 6:15 PM to 9:00 PM (ET)
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Hosted By
Boston Chapter of the American Statistical Association