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Automation Risk Analysis

Will “Actuarial Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #209 of 702. Estimated risk: 21.0%

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AI Exposure Risk

62%

“Actuarial Analyst” 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 Analyst” 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

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

  • Testify before public agencies on proposed legislation affecting businesses.

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

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

  • 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.

  • Manage credit and help price corporate security offerings.

  • Determine policy contract provisions for each type of insurance.

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

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

  • Explain changes in contract provisions to customers.

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

  • 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.

  • Negotiate terms and conditions of reinsurance with other 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.

Technologies & Software

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