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Automation Risk Analysis

Will “Actuarial Associate” be Automated?

Historical Context: Oxford Study (2013)

Ranked #209 of 702. Estimated risk: 21.0%

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AI Exposure Risk

62%

“Actuarial Associate” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

21%

“Actuarial Associate” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 21% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Actuaries, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Analyze statistical data, such as mortality, accident, sickness, disability, and retirement rates and construct probability tables to forecast risk and liability for payment of future benefits. May ascertain insurance rates required and cash reserves necessary to ensure payment of future benefits.

Avg. Annual Salary $134,990
Avg. Hourly Wage $64.90
Available Jobs (US) 28,340
Job Title & Hierarchy Code (SOC) Actuaries #15-2011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Actuaries”

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Core Skills & Abilities

  • Determine, or help determine, company policy, and explain complex technical matters to company executives, government officials, shareholders, policyholders, or the public.

  • Testify before public agencies on proposed legislation affecting businesses.

  • Provide expertise to help financial institutions manage risks and maximize returns associated with investment products or credit offerings.

  • Determine policy contract provisions for each type of insurance.

  • Analyze statistical information to estimate mortality, accident, sickness, disability, and retirement rates.

  • Negotiate terms and conditions of reinsurance with other companies.

  • Construct probability tables for events such as fires, natural disasters, and unemployment, based on analysis of statistical data and other pertinent information.

  • Ascertain premium rates required and cash reserves and liabilities necessary to ensure payment of future benefits.

  • Collaborate with programmers, underwriters, accounts, claims experts, and senior management to help companies develop plans for new lines of business or improvements to existing business.

  • Design, review, and help administer insurance, annuity and pension plans, determining financial soundness and calculating premiums.

  • Provide advice to clients on a contract basis, working as a consultant.

  • Determine equitable basis for distributing surplus earnings under participating insurance and annuity contracts in mutual companies.

  • Testify in court as expert witness or to provide legal evidence on matters such as the value of potential lifetime earnings of a person disabled or killed in an accident.

  • Explain changes in contract provisions to customers.

  • Manage credit and help price corporate security offerings.

Technologies & Software

  • Mistral AI (chat/models)
  • Cash flow software
  • Tableau
  • Codeium
  • Microsoft Visio
  • Insureware ICRFS-ELRF
  • Word processing software
  • R
  • Nova (Amazon)
  • Wolfram Research Mathematica
  • Amazon CodeWhisperer
  • Spreadsheet software
  • Lovable.dev
  • Cursor AI
  • Kimi (Moonshot AI)
  • dBASE Plus
  • Microsoft Visual Basic for Applications VBA
  • Microsoft Office software
  • Microsoft Visual FoxPro
  • Microsoft SQL Server
  • Statistical software
  • IBM Lotus Notes
  • Microsoft Visual Basic
  • Compliance testing software
  • Google Antigravity
  • Tabnine
  • Perplexity AI
  • Microsoft Excel
  • Qlik Tech QlikView
  • SAS
  • SS&C PTS
  • Bolt.new
  • Oracle Java
  • SAP BusinessObjects Desktop Intelligence
  • Milliman Corporate Affinity
  • Llama (Meta)
  • IBM SPSS Statistics
  • Milliman ReservePro
  • C++
  • GitHub Copilot
  • Python
  • Appraisal software
  • Pricing software
  • Grok (xAI)
  • Gemini Code Assist
  • ChatGPT (OpenAI)
  • Oracle Database
  • Presentation software
  • GGY AXIS
  • Devin (Cognition AI)
  • Microsoft Access
  • Qwen (Alibaba)
  • ARMON Technologies XLActuary
  • Microsoft Power BI
  • PolySystems Asset Delphi
  • Claude (Anthropic)
  • Insightful S-PLUS
  • Lewis & Ellis LEAPPS
  • v0 by Vercel
  • Microsoft PowerPoint
  • Towers Perrin MoSes
  • Oak Mountain Software AnnuityValue
  • Mistral (Mistral AI)
  • Structured query language SQL
  • Microsoft Word
  • Gemini (Google)
  • Microsoft Project
  • DeepSeek
  • 10-key calculators
  • Desktop computers
  • Personal computers
  • Notebook computers