Description: To discuss actuaries, as a rational group with systematic professional knowledge training in life insurance companies, should participate more in the discussion of enterprise management and make greater contributions to the industry at the stage when the industry is facing transformation and exploring new development ideas.

Description: How to make the third pillar of the pension system develop faster is a hot topic in the field of social security research in recent years. Its development is facing three dilemmas: cognitive dilemma, economic transformation dilemma and incentive dilemma. According to the order from easy to difficult, four suggestions are put forward: to build the third pillar system by introducing personal accounts; to separate individual accounts from urban and rural residence insurance and put them in the third pillar; to integrate housing funds into the third pillar; to turn short-term bank savings into long-term pension reserve by improving social welfare.

Description: Commentary on practical observations resulting from constructing and running Economic Capital models. Possible standardization of assumptions and result interpretation are morphing even though use of E.C. models has now been around for years.

Description: The SOA's Competency Framework for Actuaries is a tool to help actuaries make decisions related to their individual professional development and career management plans. It applies systematic, sound approaches to selecting professional development opportunities, focusing on the skills needed to go beyond technical and specific actuarial analysis. This is an Excel file that facilitates that process by providing a personal planning workbook.

Description: This is the first of two articles discussing technologies used to control data. this article covers data management strategies.

Description: These assumption tables provide the range and cumulative values used in the Relative Risk Tool in the calculation of Relative Risk scores and Prevalence values.

Description: LDTI’s introduction has forced many insurers to examine their existing operations and technologies. They must determine how to optimize compliance efforts while balancing data, analytics and system modernization considerations to achieve maximum value. This article will examine the four key facets—the data, technology, processes, and people—essential to any successful LDTI exercise. It will also touch on the various approaches for tackling LDTI and how a modernization mindset can help insurers realize much greater transformation for the business.

Description: This article provides a brief overview of the current state of machine learning (ML) and artificial intelligence (AI) as they apply to actuarial science, including discussion around the integration of actuarial judgment with ML and AI. It concludes with an example of explainable ML through a python tool known as SHAP (SHapley Additive exPlanations), which is able to explain the key drivers behind individual ML or AI predictions.

Description: The August/September 2014 edition of The Actuary magazine—the Society of Actuaries’ flagship publication.

Description: This article describes how to externalize code of Moody's Axis platform to Visual Studio, so that all the actuarial calculation code run through corporate DevOps pipeline. This article gives specific examples of the author has used in his job to accomplish automated model governance.