Speaker: Paul D. Anderson, FCAS, MAAA, CSPA – Milliman, Inc.
### @@@ Ben Woods, FCAS – Allstate ### 2177060###Speaker###Actuary###Allstate###Speaker: Ben Woods, FCAS – Allstate
### @@@ Howard A. Kunst, FCAS MAAA CCRMP – CoreLogic ### 2010542###Moderator###Chief Actuary, Science & Analytics###CoreLogic###Moderator: Howard A. Kunst, FCAS MAAA CCRMP – CoreLogic
### @@@ Rebecca R. Williams, ACAS, MAAA (she/her/hers) – North Carolina Rate Bureau ### 2171902###Committee Member###Actuary###North Carolina Rate Bureau###Committee Member: Rebecca R. Williams, ACAS, MAAA (she/her/hers) – North Carolina Rate Bureau
### she/her/hers ST-7