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Considerations for predictive modeling in insurance applications25 June 2019 - By Eileen S. Burns and Anders Larson and Robert J. Meyer and Zohair Motiwalla and Guy Yollin - Article

What are the best ways to implement predictive modeling into relevant areas of actuarial practice?

The Withdrawal Delay Cohort under VM-21/AG-43: The case for random sampling25 March 2019 - By Benjamin J.L. Buttin and Matthias Kullowatz and Zi Xiang Low and Zohair Motiwalla - Article

The VM-21 Standard Projection is essentially a complete overhaul of the existing Actuarial Guideline 43 Standard Scenario framework.

ORSA process implementation for internal stakeholders21 September 2015 - By Eamonn Phelan and Padraic O'Malley and Zohair Motiwalla - Article

This report provides benchmarking information that will help companies address the needs of internal stakeholders in cost effectively conducting and implementing an Own Risk and Solvency Assessment (ORSA) process.

Implications of Actuarial Guideline 43 for variable annuity product design and risk management30 September 2010 - By Novian E. Junus and Zohair Motiwalla - Article
Milliman survey of reporting under the new AG 43 requirement shows a wide range of implementation practices.A discussion of Actuarial Guideline 43 for variable annuities01 April 2009 - By Novian E. Junus and Zohair Motiwalla - Article
This paper summarizes the provisions of AG 43 compared to C-3 Phase II and discusses implications for future product designs.
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