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Automation Risk Analysis

Will “Ecological Economist” be Automated?

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AI Exposure Risk

61%

“Ecological 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%

“Ecological 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

  • 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.

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

  • Teach courses in environmental economics.

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

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

  • 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 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.

  • 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.

  • Identify and recommend environmentally friendly business practices.

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

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

  • Monitor or analyze market and environmental trends.

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

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

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

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

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

Technologies & Software

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