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Insurance Actuary for AI Model Training

$80 per hour

SaidGig

Apply actuarial expertise to create high-quality insurance reasoning data that improves advanced AI systems. This remote, hourly opportunity focuses on realistic pricing, reserving, valuation, and risk-modeling work across life, health, property and casualty, pensions and retirement, and enterprise risk. Key Responsibilities

  • Develop realistic actuarial scenarios involving ratemaking, loss reserving, valuation, experience studies, assumption setting, and profitability analysis.
  • Create pricing models, reserve reviews, actuarial memoranda, technical assumptions, and results summaries.
  • Produce reference answers that reflect experienced actuarial-professional standards.
  • Assess AI-generated work using structured rubrics for methodological rigor, calculation accuracy, well-supported assumptions, and clear communication.
  • Identify flawed methodologies, calculation errors, unsupported assumptions, and missing rationale.
  • Provide written feedback used to improve AI model performance.
  • Take part in onboarding office hours and calibration sessions.
Qualifications
  • At least 2 years of professional actuarial experience in any practice area.
  • Understanding of how actuarial methods, assumptions, and data affect pricing, reserves, and valuation.
  • Ability to choose an appropriate method, perform the analysis, and document a defensible conclusion and rationale.
  • Excellent quantitative analysis, sound judgment, and strong attention to detail.
  • Ability to distinguish actuarial analysis from underwriting decisions and from formal financial or legal advice.
Preferred Qualifications
  • ASA, FSA, ACAS, FCAS, CERA, MAAA, a comparable credential, or active progress through actuarial exams.
  • Experience in multiple actuarial practice areas or specialty lines.
  • Background in reinsurance, capital modeling, or enterprise risk.
  • Proficiency with R, Python, SAS, SQL, or actuarial software including Prophet, Emblem, Radar, or ResQ.
  • Experience with regulatory filings, rate filings, or statements of actuarial opinion.
Work Terms
  • Remote hourly engagement.
  • Minimum commitment of 20 hours per week, with 40 or more hours per week preferred.
  • The role is available to start immediately. Applications are reviewed on a rolling basis.
Compensation

$80 per hour.

Vacancy posted 3 days ago
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