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Automation Risk Analysis

Will “Forecast Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #282 of 702. Estimated risk: 43.0%

Directly assessed by researchers as unlikely to be automatable
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AI Exposure Risk

63%

“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 63% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

15%

“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 15% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Economists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research, prepare reports, or formulate plans to address economic problems related to the production and distribution of goods and services or monetary and fiscal policy. May collect and process economic and statistical data using sampling techniques and econometric methods.

Avg. Annual Salary $130,910
Avg. Hourly Wage $62.94
Available Jobs (US) 15,880
Job Title & Hierarchy Code (SOC) Economists #19-3011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Economists”

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Core Skills & Abilities

  • Forecast production and consumption of renewable resources and supply, consumption, and depletion of non-renewable resources.

  • Testify at regulatory or legislative hearings concerning the estimated effects of changes in legislation or public policy, and present recommendations based on cost-benefit analyses.

  • Provide advice and consultation on economic relationships to businesses, public and private agencies, and other employers.

  • Compile, analyze, and report data to explain economic phenomena and forecast market trends, applying mathematical models and statistical techniques.

  • Supervise research projects and students' study projects.

  • Provide litigation support, such as writing reports for expert testimony or testifying as an expert witness.

  • Develop economic guidelines and standards, and prepare points of view used in forecasting trends and formulating economic policy.

  • Explain economic impact of policies to the public.

  • Review documents written by others.

  • Study the socioeconomic impacts of new public policies, such as proposed legislation, taxes, services, and regulations.

  • Study economic and statistical data in area of specialization, such as finance, labor, or agriculture.

  • Formulate recommendations, policies, or plans to solve economic problems or to interpret markets.

  • Conduct research on economic issues, and disseminate research findings through technical reports or scientific articles in journals.

  • Teach theories, principles, and methods of economics.

Technologies & Software

  • Kimi (Moonshot AI)
  • Microsoft PowerPoint
  • Microsoft Outlook
  • UNIX Shell
  • Nova (Amazon)
  • Scite AI
  • Microsoft Internet Explorer
  • Qwen (Alibaba)
  • NotebookLM (Google)
  • Statistical software
  • Aptech Systems GAUSS
  • Microsoft Access
  • UNIX
  • Claude (Anthropic)
  • Microsoft Power BI
  • Teradata Database
  • Grok (xAI)
  • IBM Lotus 1-2-3
  • Camfit Data Limited Microfit
  • ESRI ArcView
  • Microsoft Visual C# .NET
  • MySQL
  • Minitab
  • Wolfram Research Mathematica
  • Gemini (Google)
  • Web browser software
  • Maplesoft Maple
  • R
  • LaTeX
  • Llama (Meta)
  • The MathWorks MATLAB
  • Tableau
  • Microsoft SQL Server
  • Perplexity AI
  • Quantitative Micro Software EViews
  • TreeAge Software TreeAge Pro
  • Microsoft Word
  • Mozilla Firefox
  • Timberlake Consultants OxMetrics
  • Consensus
  • Semantic Scholar AI
  • DeepSeek
  • Corel QuattroPro
  • StataCorp Stata
  • Insightful S-PLUS
  • Corel WordPerfect Office Suite
  • SAS
  • Microsoft Excel
  • Python
  • Microsoft Office software
  • Estima Regression Analysis of Time Series RATS
  • Mistral (Mistral AI)
  • Microsoft Visual Basic
  • Estimates Delivery System EDS
  • Oracle Java
  • Mathsoft Mathcad
  • Global Insight AREMOS
  • IBM SPSS Statistics
  • Econometric Software LIMDEP
  • Elicit
  • Microsoft Visual Basic for Applications VBA
  • MediaWiki
  • Formula translation/translator FORTRAN
  • ChatGPT (OpenAI)
  • Palisade @Risk
  • Structured query language SQL
  • Gemini for Workspace
  • MacKichan Software Scientific Notebook
  • C++
  • Mistral AI (chat/models)
  • Maintrame computers
  • Desktop computers
  • Personal computers
  • Laptop computers
  • 10-key calculators
  • Data scanners