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Predictive Analytics Study Group RAISING PREDICTIVE ANALYTICS CAPABILITIES ACROSS THE ENTERPRISE The Predictive Analytics Study Group (PASG) is for individuals who want to "sharpen their analytical teeth" by studying cutting-edge predictive modeling techniques alongside our in-house subject matter experts. Specifics • • • • • • • Expose a large portion of our analytics community to today's most advanced modeling techniques Provide opportunities for valuable hands-on experience Transfer practical modeling experience from current subject matter experts to future subject matter experts Focus the collective energy of the analytics community on real problems Demonstrate new modeling techniques applied to insurance products Allow technical experts to hone their presentation skills Have fun learning with others who share a passion for analytics PASG Facts • • • • Started in March 2010 More than 300 members Monthly meetings Sponsored a company-wide predictive modeling competition If you are interested in participating or would like more information, please contact [email protected] or visit www.travelers.com/about-us/careers/. Recent Topics • Linear Methods for Regression • Linear Methods for Classification • Kernel Smoothing • Basis Expansions and Regularization • Model Assessment and Selection • Additive Models, Trees and Related Methods • Boosting and Bagging Algorithms • Ensemble Learning • Finite Mixture Models • Text Mining • Exploratory Data Analysis • Programming in R • Using SAS JMP Software • Enterprise Risk Management • Excess Loss Modeling • Pure Premium Modeling • Big Data • Boosting • Bayesian Statistics • Survival Analysis • Geospatial Analysis • Experiment Design travelers.com The Travelers Indemnity Company and its property casualty affiliates. One Tower Square, Hartford, CT 06183 Travelers is an equal opportunity employer. We actively promote a drug-free workplace. © 2014 The Travelers Indemnity Company. All rights reserved. Travelers and the Travelers Umbrella logo are registered trademarks of The Travelers Indemnity Company in the U.S. and other countries. Rev 05-14