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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

  • Testify before public agencies on proposed legislation affecting businesses.

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

  • Explain changes in contract provisions to customers.

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

  • Negotiate terms and conditions of reinsurance with other companies.

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

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

  • 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.

  • Determine policy contract provisions for each type of insurance.

  • 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.

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

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

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

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

Technologies & Software

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