Research POG-Differentially Private Synthetic Data: A Practical Guide for Actuaries

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Signup Deadline: 03-06-2025
Starts: 03-07-2025
Ends: 03-07-2025

Description:

How does this role benefit the work of the organization and the profession?
This research aims at advancing actuaries' understanding of the emerging AI techniques for generating synthetic data and their potential applications in healthcare-related domains. This includes exploration of potential applications of synthetic medical data generated by AI algorithms in the insurance context as well as a detailed case study that serves as a step-by-step guide for building one form of AI synthetic data generator.
Responsibilities & Duties
POG members will provide guidance to researchers, oversee project progress to ensure alignment with the proposal, and review drafts of the research report before conference calls. Members will also provide input during calls to guide researchers in producing high-value research for SOA members.
Time Commitment/Hours
11-20 hours
Time Commitment - Description *
1–2 hours per month over six months, including four one-hour conference calls. POG members are expected to review drafts of the research report and provide input to the researchers during the calls to help guide the research.
Experience Required - Designation
Member ASA or FSA
Experience Required - Description
Experience with healthcare insurance products and features as well as hold an ASA or FSA designation.
Opportunity Location
US & CANADA
Opportunity Location Ex: Virtual or Specific city volunteer opportunity will take place
Virtual
Travel Required
None
SOA Training Required
None
Primary Area of Practice
Health
Specializations
-Open to all Specializations

Qualifications:

Academic/Education
Accounting and Finance
Annuities
Audit
Capital Management
Catastrophe
Commercial Lines
Disability Income Insurance
Distribution
Employee Health Benefits
Financial Reporting
General Insurance/Property Casualty
Health
Health Insurance - Commercial
Health Insurance – Public Systems
Investment and Asset Liability Management
Investments
Liability Insurance
Life
Life Insurance
Long Term Care Insurance
Marketing
Not applicable
Other
Other Post-Employment Benefits
Personal Lines
Predictive Analytics
Private Sector - Pension
Product Pricing/Development
Property Insurance
Provider Systems
Public Sector - Pension
Public Systems/Social Insurance
Regulatory
Reinsurance
Research
Retirement
Risk Management
Risk Management
Specialty Lines
Taxation
Underwriting
Valuation/Reserving
Workers Compensation Insurance

Contact:

SOA Volunteer
Society of Actuaries