NCDM 2008 (National Center for Database Marketing)
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Adding Structure to Your Models - Hierarchical Bayesian Methods
Program Code:
86
Date:
Tuesday, December 9, 2008
Time:
2:15 PM to 3:30 PM
EST
SPEAKER
:
"Hongjie Wang is a VP of Customer Analytics at Fulcrum Analytics. He manages the Analytics group at Fulcrum. Prior to Fulcrum, he worked for ZS Associates, a marketing and management consultancy in the pharmaceutical sector, where he helped develop a number of innovative analytical solutions.
At Fulcrum, Mr. Wang has developed statistical and optimization models, as well as
segmentation solutions for a diverse range of clients to support their marketing and management applications. He has also been the chief designer of several of Fulcrum’s analytical solutions,
including Incremental Value Modeling, Customer Equity Models, and Cross-Sell Optimization.
Mr. Wang has co-authored several papers in analytical and trade journals. He also speaks
frequently at industry events, such as the NCDM and several DMA seminars. Mr. Wang served as an expert panelist in Market Science Institute conference at the Wharton School in 2007 and has guest-lectured at universities, most recently at Carnegie Mellon University, Tepper School of Business and Southern Illinois University. "
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Description
"Much of the data about customers and businesses contains hierarchical structures that are important to understanding and predicting customer behavior. Yet, many traditional analytical techniques cannot accommodate such structures and require analysts to ignore or flatten data. Hierarchical Bayesian (HB) analysis is a practical and elegant solution to many database marketing problems. Attendees will gain insights on how to rethink many common modeling problems and how to attack some of their toughest challenges. While the theoretical concepts of HB will be discussed, the focus will be on practical applications of this powerful technology.
Learn how to:
• Identify hierarchies and to use these structures in modeling
• Use practical how-to methods, illustrated by real-world examples
• Apply this technique to drive highly tailored, effective marketing programs"