Predictive Analytics and Data Science

The CAS Institute has assembled the following list of professional education resources related to predictive analytics and data science. Analytics professionals can view a list of current published work on the subject (ranging from scholarly/technical to non-technical), as well as in-person education opportunities related to predictive analytics that will help fulfill continuing education requirements.

Coming Events

iCAS Fourth Annual Community of Practice Event – will be rescheduled as on line event

Virtual Workshop – Python for Actuaries – July 15-Aug 19

Webinar: Beyond the Build–Model Implementation and Monitoring – July 23 – on line

Ratemaking, Product and Modeling (RPM) Virtual Seminar – July 28-29 -on line event

Past Events

Webinar: The Change in Mobility Landscape: How Cities, Technology, Companies, and Regulators Will Adapt to Improve Safety on Our Streets – March 27

Webinar: Overview and Practical Applications of Machine Learning Methods in Pricing – Part 2 – February 27

Webinar: Python for Actuaries – February 6

Ensembles and Combining Models – Webinar, January 9, 2020

View More

UCAS – University of CAS (online professional education)

Introduction to the Use of Machine Learning in the P&C Insurance Industry

Recordings in Predictive Modeling/Analytics: The CAS Institute has selected these 16 top-rated recordings of past sessions at CAS events that address topics in predictive modeling and analytics, such as, GLMs, machine learning, decision trees, Bayesian analysis, and more. Available to iCAS members for only $89.

Purchase Predictive Modeling/Analytics Recordings Bundle


The Database of Actuarial Research (DARE) contains over 5,000 records, including full-text journal articles and book citations, on actuarial science research in the property-casualty fields. Everything that CAS has published appears here plus more from outside organizations.

CAS Publications


Enhancing the Generalized Linear Modeling Approach with Machine Learning Technique

Ratemaking for a New Territory: Enhancing GLM Pricing Model with a Bayesian Analysis
Jing Zhang and Tatjana Miljkovic

CAS Monographs

CAS Monograph No. 3Stochastic Loss Reserving Using Generalized Linear Models by Greg Taylor and Gráinne McGuire



CAS Monograph No. 5Generalized Linear Models for Insurance Rating by Mark Goldburd, Anand Khare, and Dan Tevet



CAS Monograph No. 6 – A Machine-Learning Approach to Parameter Estimation by Jim Kunce and Som Chatterjee

Variance Journal

CAS Publishes Special Issue of Variance

Rating Endorsements Using Generalized Linear Models
By Edward W. Frees, Gee Lee

Recent Articles in the Actuarial Review

2019 Predictive Analytics Marketplace

Including Insurers Explore New Frontiers in Claim Management by Kate Walker, CSPA.


Past Issues:
2018 Predictive Analytics Marketplace
2017 CAS Predictive Analytics Marketplace

The Coming Revolution in Actuarial Modeling – Election Day Lessons for the Predictive Data Analyst
by Stephen Mildenhall, CSPA, Ph.D., FCAS, ASA, MAAA, CERA

Published Books

Predictive Modeling Applications in Actuarial Science: Volume 1, Predictive Modeling Techniques

Predictive Modeling Applications in Actuarial Science: Volume 2, Case Studies in Insurance


How Can I Get Started?

Take these steps to start on your path towards earning credentials from The CAS Institute.

Other Credentials

Certified Specialist in Predictive Analytics (CSPA)

Analytics professionals can earn our new credential to demonstrate their expertise

Catastrophe Risk Management

Professionals can earn one or both of our new credentials