Description: This article demonstrates how to implement DevOps for data using Moody's Axis. This was described as Model as Data (MAD). It described how extract turn-around documents from the model so they could be loaded back into the model. This feature allows continuous integration, continuous deployment and continuous testing of the model, which are important concepts in DevOps. This will allow the actuaries to speed up the model development cycle.

Description: This article explains the importance of centralizing modeling departments. It goes further and explains the importance of making all aspects of modeling reusable. It explains the consequences of decentralization.

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.

Description: Actuarial systems access and change controls are hot topics these days as modeling continues to increase in complexity and as new modeling regulations may begin to crest over the horizon. Many companies are currently in the process of either formalizing their actuarial system access and change control protocols, or are reevaluating and strengthening their existing control processes in response to identified deficiencies or in conjunction with new actuarial system implementations. With these undertakings in mind, this article discusses a number of valuable components commonly incorporated in formal systems access and change control protocols. Also discussed are leading practices identified in the SOA publication “Actuarial Modeling Controls: A Survey of Actuarial Modeling Controls in the Context of a Model-Based Valuation Framework (December 2012)”, and from the Institute and Faculty of Actuaries.