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  • 2023-all-signs-regime

    Recent and potential near future extreme experiences are leading us to a new normal rather than back to the prior environment. Learn more about several examples of past Regime Changes along with ...

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    • Authors: Max Rudolph, Ariel Weis
    • Date: Nov 2023
    • Competency: External Forces & Industry Knowledge; Leadership
    • Topics: Demography; Enterprise Risk Management; Global Perspectives; Modeling & Statistical Methods; Environment
  • Calibrating Risk Score Model with Partial Credibility

    Calibrating Risk Score Model with Partial Credibility by Shea Parkes and Brad Armstrong Learn how to use concepts like ridge regression to train a model with partial credibility. Predictive ...
    • Authors: Sheamus Parkes, Brad Armstrong
    • Date: Oct 2015
    • Competency: Results-Oriented Solutions>Actionable recommendations; Technical Skills & Analytical Problem Solving>Innovative solutions; Technical Skills & Analytical Problem Solving>Problem analysis and definition; Technical Skills & Analytical Problem Solving>Process and technique refinement
    • Publication Name: Expanding Horizons
    • Topics: Health & Disability>Health care; Health & Disability>Health insurance; Health & Disability>Health risks; Modeling & Statistical Methods>Bayesian methods; Modeling & Statistical Methods>Data mining; Modeling & Statistical Methods>Estimation methods; Predictive Analytics
  • RILA GLWB Designs and Market Risk Analysis

    RILA GLWB Designs and Market Risk Analysis An overview of guaranteed lifetime withdrawal benefits (GLWB) on registered index-linkedannuity (RILA) products and a stochastic analysis of market ...

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    • Authors: Matthew Kevin Heaphy, Nicholas Carbo, David J Elliott
    • Date: May 2023
    • Competency: Results-Oriented Solutions; Technical Skills & Analytical Problem Solving
    • Publication Name: Product Matters!
    • Topics: Annuities; Annuities>Equity-indexed annuities; Annuities>Guaranteed living benefits; Modeling & Statistical Methods; Modeling & Statistical Methods>Sensitivity testing; Modeling & Statistical Methods>Stochastic models; Annuities>Deferred annuities; Annuities>Living / Death benefit riders
  • General Insurance Research Update

    This article provides an update of the activities currently in progress in SOA General Insurance research.
    • Authors: Scott Lennox
    • Date: Dec 2021
    • Competency: External Forces & Industry Knowledge; Technical Skills & Analytical Problem Solving
    • Publication Name: General Insurance Insights
    • Topics: General Insurance (Property & Casualty); General Insurance (Property & Casualty)>Claims - General Insurance; General Insurance (Property & Casualty)>Pricing/ratemaking - General Insurance; General Insurance (Property & Casualty)>Underwriting - General Insurance; Modeling & Statistical Methods; Modeling & Statistical Methods>Data mining
  • 2024-impact-session-6o

    Insurers have long relied on scenario analysis to understand the long-term impacts of potential business decisions, but the advent of rapidly changing market environments and a growing desire to ...

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    • Authors: Society of Actuaries
    • Date: May 2025
    • Topics: Finance & Investments; Life Insurance; Modeling & Statistical Methods
  • 2024-impact-session-3f

    This session will discuss basic and advanced hedge modeling concepts. It will explain common hedge strategies used to support guarantees and options embedded within life and annuity products and ...

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    • Authors: Society of Actuaries
    • Date: May 2025
    • Topics: Finance & Investments; Modeling & Statistical Methods; Technology & Applications
  • Who (or What) To Trust? Going Back to Basic Principles

    Who (or What) To Trust? Going Back to Basic Principles Even in published scientific research, we find fraudulent data. What is an actuary to do? Let's consider our actuarial principles and ...

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    • Authors: Mary Campbell
    • Date: Jul 2024
    • Competency: External Forces & Industry Knowledge; Professional Values
    • Publication Name: The Stepping Stone
    • Topics: Actuarial Profession>Standards of practice; Modeling & Statistical Methods
  • My PA Certificate Experience

    My PA Certificate Experience Article describing content and key takeaways from experience completing the SOA PA Certificate Regression analysis, statistical methods, cluster analysis By Justin ...

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    • Authors: Justin Serebro
    • Date: Mar 2024
    • Competency: Communication; External Forces & Industry Knowledge; Technical Skills & Analytical Problem Solving
    • Publication Name: Actuary of the Future
    • Topics: Modeling & Statistical Methods; Predictive Analytics; Predictive Analytics>Modeling techniques; Predictive Analytics>Programming languages & tools
  • A Predictive Analytics Framework A Reusable Workflow For Experience Analysis

    A Predictive Analytics Framework A Reusable Workflow For Experience Analysis This project was developed by the Predictive Analytics Subgroup of the Society of Actuaries (SOA) Research Institute’s ...

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    • Authors: Society of Actuaries
    • Date: Nov 2024
    • Competency: External Forces & Industry Knowledge
    • Topics: Experience Studies & Data; Modeling & Statistical Methods; Predictive Analytics
  • 2023-impact-session-3b

    Model runtime is a common challenge for actuaries in the life and annuity space. In particular, applications such as pricing and forecasting may require the use of nested-stochastic calculations, ...

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    • Authors: Society of Actuaries
    • Date: Jun 2024
    • Topics: Modeling & Statistical Methods; Predictive Analytics; Technology & Applications