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Automation Risk Analysis

Will “Agricultural Economist” be Automated?

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AI Exposure Risk

61%

“Agricultural 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 61% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

18%

“Agricultural 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 18% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Environmental Economists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct economic analysis related to environmental protection and use of the natural environment, such as water, air, land, and renewable energy resources. Evaluate and quantify benefits, costs, incentives, and impacts of alternative options using economic principles and statistical techniques.

Job Title & Hierarchy Code (SOC) Environmental Economists #19-3011.01
ℹ️

Data is based on the reference occupation: “Environmental Economists”

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Core Skills & Abilities

  • Interpret indicators to ascertain the overall health of an environment.

  • Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes.

  • Develop environmental research project plans, including information on budgets, goals, deliverables, timelines, and resource requirements.

  • Assess the costs and benefits of various activities, policies, or regulations that affect the environment or natural resource stocks.

  • Write social, legal, or economic impact statements to inform decision makers for natural resource policies, standards, or programs.

  • Prepare and deliver presentations to communicate economic and environmental study results, to present policy recommendations, or to raise awareness of environmental consequences.

  • Identify and recommend environmentally friendly business practices.

  • Teach courses in environmental economics.

  • Develop programs or policy recommendations to achieve environmental goals in cost-effective ways.

  • Examine the exhaustibility of natural resources or the long-term costs of environmental rehabilitation.

  • Demonstrate or promote the economic benefits of sound environmental regulations.

  • Monitor or analyze market and environmental trends.

  • Write technical documents or academic articles to communicate study results or economic forecasts.

  • Collect and analyze data to compare the environmental implications of economic policy or practice alternatives.

  • Develop programs or policy recommendations to promote sustainability and sustainable development.

  • Write research proposals and grant applications to obtain private or public funding for environmental and economic studies.

  • Develop systems for collecting, analyzing, and interpreting environmental and economic data.

  • Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection.

  • Perform complex, dynamic, and integrated mathematical modeling of ecological, environmental, or economic systems.

  • Conduct research to study the relationships among environmental problems and patterns of economic production and consumption.

Technologies & Software

  • Consensus
  • Microsoft Office software
  • Grok (xAI)
  • IBM SPSS Statistics
  • Estima Regression Analysis of Time Series RATS
  • Insightful S-PLUS
  • Aptech Systems GAUSS
  • Global Insight AREMOS
  • Quantitative Micro Software EViews
  • MySQL
  • Formula translation/translator FORTRAN
  • StataCorp Stata
  • NotebookLM (Google)
  • Elicit
  • SAS
  • Web browser software
  • Econometric Software LIMDEP
  • C
  • Microsoft Excel
  • Kimi (Moonshot AI)
  • Llama (Meta)
  • Scite AI
  • Microsoft SQL Server
  • Microsoft Word
  • Microsoft Visual Basic
  • Microsoft Visual Studio
  • Wolfram Research Mathematica
  • Geographic information system GIS software
  • Semantic Scholar AI
  • Qwen (Alibaba)
  • Nova (Amazon)
  • Tableau
  • Mistral (Mistral AI)
  • Microsoft Access
  • C++
  • The MathWorks MATLAB
  • Gemini (Google)
  • ChatGPT (OpenAI)
  • Microsoft Outlook
  • Mistral AI (chat/models)
  • Python
  • General algebraic modeling system GAMS
  • Claude (Anthropic)
  • Gemini for Workspace
  • ESRI ArcGIS software
  • Structure query language SQL
  • Microsoft Visual Basic for Applications VBA
  • Minitab
  • C#
  • Microsoft PowerPoint
  • Camfit Data Limited Microfit
  • DeepSeek
  • Perplexity AI
  • Personal computers
  • Desktop computers
  • Laptop computers
  • Mainframe computers
  • Computer data input scanners
  • 10-key calculators