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Automation Risk Analysis

Will “Risk Adjustment Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #209 of 702. Estimated risk: 21.0%

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AI Exposure Risk

62%

“Risk Adjustment 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%

“Risk Adjustment 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

  • Manage credit and help price corporate security offerings.

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

  • Negotiate terms and conditions of reinsurance with other companies.

  • 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.

  • Determine policy contract provisions for each type of insurance.

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

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

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

  • 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.

  • Testify before public agencies on proposed legislation affecting businesses.

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

  • Explain changes in contract provisions to customers.

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

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

Technologies & Software

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