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Automation Risk Analysis

Will “Forest Economist” 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%

“Forest Economist” 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%

“Forest Economist” 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

  • 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.

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

  • Review documents written by others.

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

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

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

  • Teach theories, principles, and methods of economics.

  • Supervise research projects and students' study projects.

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

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

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

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

  • Explain economic impact of policies to the public.

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

Technologies & Software

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