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Automation Risk Analysis

Will “Forecast Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #209 of 702. Estimated risk: 21.0%

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AI Exposure Risk

62%

“Forecast 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%

“Forecast 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

  • 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.

  • Testify before public agencies on proposed legislation affecting businesses.

  • 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.

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

  • Manage credit and help price corporate security offerings.

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

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

  • Determine policy contract provisions for each type of insurance.

  • Negotiate terms and conditions of reinsurance with other companies.

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

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

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

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

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

  • Explain changes in contract provisions to customers.

Technologies & Software

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