P&C Actuary and Portfolio Risk Manager designing insurance scenarios and evaluating AI outputs. Training frontier models on pricing, reserving, and portfolio-risk reasoning for a leading AI lab.
Responsibilities
Design realistic scenarios involving loss costs, rate indications, trend, development, credibility, segmentation, reserving, profitability, capital, catastrophe exposure, and portfolio concentration
Write “golden” reference responses at experienced actuarial and portfolio-risk quality
Grade AI-generated responses against structured rubrics for mathematical accuracy, assumption quality, methodology, interpretation, and communication
Identify calculation errors, unsupported assumptions, misuse of actuarial methods, confusion of correlation with causation, and recommendations not supported by data
Provide written feedback used by the research team to improve model behavior
Participate in onboarding office hours and calibration sessions
Requirements
2+ years of professional experience in P&C actuarial work, insurance pricing, reserving, catastrophe modeling, or portfolio risk management
Experience performing quantitative analysis using insurance premium, exposure, claim, loss, or reserve data
Understanding of the difference between account-level underwriting judgment and portfolio-level actuarial analysis
Ability to explain methods, assumptions, limitations, and business implications clearly to technical and nontechnical audiences
Strong quantitative reasoning
Excellent written communication
High attention to detail
Proficiency with spreadsheets and at least one analytical or statistical tool
ACAS, FCAS, or active progress toward CAS credentials
Experience with personal, commercial, specialty, or reinsurance portfolios
Catastrophe modeling, capital modeling, predictive modeling, or rate-filing experience
Proficiency with SQL, R, Python, SAS, or actuarial modeling platforms
Experience presenting results to underwriting, finance, claims, or executive stakeholders
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