Description: A look into how machine learning models implement classification and regression at a deeper level. Covers topics such as multi-regression, softmax, and ROC charts.

Description: This third session in the Munich Re series continues with an exploration of responses to the changing workplace landscape from those inside the industry. The presenters will focus on practical approaches to identifying new opportunities, and on ways in which traditional products and sales channels are changing to meet emerging needs. Are voluntary benefits still relevant? Yes, but they are changing. While the first session provided an overview of the future workplace, this session will provide an overview of the current and evolving voluntary benefits market. Sales processes and products will be challenged to change to keep up with the new workplace dynamic. The presenters share strategies for developing products and sales channels that are robust and flexible enough to address evolving customer needs.

Description: Ever wanted to do a Kaggle data science competition, but didn't know where to start? This presentation meets the needs of actuaries interested in predictive analytics and competitive data science. The presentation will describe the nature of competitive data science, and provide insights into lessons learned by competing in the Airbus Ship Detection Challenge at Kaggle, as well as other Kaggle competitions. The presenters will provide an introduction to neural networks and describe the nature of the Airbus Ship Detection Challenge and other Kaggle competitions, plus a solution approaches that can be used to obtain top scores using Convolutional Neural networks (CNNs), random forests and boosted trees.

Description: On November 30, 2021, the SOA Research Institute assembled an industry expert panel to discuss current issues in actuarial technology. Each participant who volunteered to be part of the discussion was selected because of their management-level responsibilities for the application of technology in an actuarial context. The group was diverse in terms of employment, including company actuaries from life, health, and property/casualty backgrounds, as well as consultants from various kinds of firms. This document summarizes the discussion that occurred during the three-hour meeting. To encourage candor during the discussion, participants were assured that this report would not attribute comments to individuals or companies, so no names appear in the body of the report. The names of those who participated are included at the end of the report.

Description: The Society of Actuaries (SOA) Research Institute released an updated report summarizing current issues regarding actuarial technology. In March 2022, for a second time, the SOA Research Institute gathered a panel of insurance industry experts for an update on current actuarial technology topics to help identify directions for future research efforts. This report summarizes their discussions on the Actuarial operating model, technology risk and open-source software.

Description: This paper investigates easy-to-implement techniques and tools developed to reduce sample-run errors and sampling bias arising from using small risk scenario samples to replicate a very large population distribution at the tails.

Description: This article introduces IT DevOps to actuaries and how it is applicable to them to improve their modeling efforts and make them more efficient.

Description: 1994 SOA Spring Meeting, Orlando. This session is about re-engineering large actuarial systems. Large actuarial systems have become drains on human, computing and financial resources. And in some cases, daily actuarial functions have grown beyond the scope of normal cost-containment techniques. Re-engineering actuarial systems can significantly alter the trend.

Description: This is a discussion on computer systems. Specifically it highlights new computer applications in: insurance administration, both personal and group sales illustrations and information to field offices, corporate modeling and use of time-sharing and mini-computers by actuaries. From Record of the Society of Actuaries 1979, Volume 5, No. 1.

Description: 1994 SOA Spring Meeting, Orlando. In this teaching session, techniques were presented to get the optimal result with the least effort. Techniques discussed: 1. Look at the whole process, working backwards from the result. 2. Look at all of the pieces of the job and redesign. 3. Bring technological tools into the process.