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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

  • Explain changes in contract provisions to customers.

  • Negotiate terms and conditions of reinsurance with other companies.

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

  • 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.

  • Manage credit and help price corporate security offerings.

  • Determine policy contract provisions for each type of insurance.

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

  • 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.

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

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

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

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

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

Technologies & Software

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