Announcement: SOA releases October 2025 ALTAM, ASTAM, FAM, and November 2025 INV 201 Exams passing candidate numbers. SOA congratulates the new ASAs and CERAs for December 2025.

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  • Integrating Claims-Based and Survey-Based Data to Estimate Program Savings

    Integrating Claims-Based and Survey-Based Data to Estimate Program Savings An approach to quantify medical intervention savings when medical claims data is not available by leveraging overlapping ...

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    • Authors: Andrew Mackenzie, Ian G Duncan
    • Date: Oct 2017
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions; Technical Skills & Analytical Problem Solving>Process and technique refinement
    • Publication Name: Health Watch
    • Topics: Health & Disability>Health care; Health & Disability>Health care quality; Modeling & Statistical Methods>Estimation methods; Modeling & Statistical Methods>Regression analysis
  • Estimating Member-Level Treatment Effects with Uplift Modeling

    Estimating Member-Level Treatment Effects with Uplift Modeling Private LTC insurers are paving the way for value-based care through working to implement care management programs that improve the ...

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    • Authors: Tanner Boyle , Randy Beams
    • Date: Aug 2024
    • Competency: Results-Oriented Solutions; Strategic Insight and Integration; Technical Skills & Analytical Problem Solving
    • Publication Name: Long-Term Care News
    • Topics: Long-term Care; Long-term Care>Chronic health management - Long-term Care; Long-term Care>Long-term care insurance; Long-term Care>Long-term care facilities & home care; Modeling & Statistical Methods; Modeling & Statistical Methods>Credibility theory; Modeling & Statistical Methods>Deterministic models; Modeling & Statistical Methods>Estimation methods; Modeling & Statistical Methods>Modeling efficiency; Modeling & Statistical Methods>Regression analysis; Modeling & Statistical Methods>Simulation; Long-term Care>Claims - Long-term Care; Long-term Care>Incidence - Long-term Care; Long-term Care>Long-term care innovation
  • “One of the Best Kept Secrets of the SOA”

    “One of the Best Kept Secrets of the SOA” Description of the vast variety of predictive analytics topics covered by the Forecasting & Futurism section and introduction to the July 2015 issue ...

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    • Authors: David Snell
    • Date: Jul 2015
    • Competency: Communication>Persuasive communication; Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Economics>Behavioral economics; Modeling & Statistical Methods>Data mining; Modeling & Statistical Methods>Forecasting; Modeling & Statistical Methods>Regression analysis
  • Actuarial Statistics with R: Book Review

    Actuarial Statistics with R: Book Review Reviewing a text covering multiple statistical modeling topics: e.g., generalized linear models, decision trees, clustering, using the statistical language ...

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    • Authors: Mary Campbell
    • Date: Dec 2018
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions; Technical Skills & Analytical Problem Solving>Process and technique refinement
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Modeling & Statistical Methods>Regression analysis; Modeling & Statistical Methods>Simulation; Predictive Analytics
  • When Affordability Savings Do Not Reduce Costs

    When Affordability Savings Do Not Reduce Costs Regression to the mean is a phenomenon that arises when comparing sequential data points. It states that when an initial observation is extreme or ...

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    • Authors: Tony Pistilli
    • Date: Dec 2020
    • Competency: Results-Oriented Solutions; Technical Skills & Analytical Problem Solving
    • Publication Name: Health Watch
    • Topics: Modeling & Statistical Methods>Forecasting; Modeling & Statistical Methods>Regression analysis; Predictive Analytics>Modeling techniques; Predictive Analytics>Quality control & model governance
  • Case 2: Improving LTC Projections with Predictive Analytics

    Case 2: Improving LTC Projections with Predictive Analytics Second article in a series on how to use predictive analytics to improve the development of long-term care projection assumptions.

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    • Authors: Missy Gordon, Joseph Long
    • Date: Apr 2018
    • Competency: 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: Long-Term Care News
    • Topics: Experience Studies & Data>Disability; Experience Studies & Data>Long-term care - Experience Studies & Data; Experience Studies & Data>Morbidity; Experience Studies & Data>Mortality; Modeling & Statistical Methods>Regression analysis; Predictive Analytics
  • Seasonality of Mortality

    Seasonality of Mortality An exploration of the seasonality of mortality and how total population mortality is related to flu and pneumonia mortality. Regression analysis;Mortality modeling;Life ...

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    • Authors: Kyle Nobbe
    • Date: Jul 2016
    • Competency: External Forces & Industry Knowledge>External forces and business performance
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Modeling & Statistical Methods>Regression analysis
  • Modelling Process

    Modelling Process An introduction of predictive modeling techniques that are applicable to insurance industry, including generalized linear model (GLM) and classification and regression tree ...

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    • Authors: Qichun Xu
    • Date: Dec 2013
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions; Technical Skills & Analytical Problem Solving>Problem analysis and definition
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Modeling & Statistical Methods>Data mining; Modeling & Statistical Methods>Regression analysis; Predictive Analytics