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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

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

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

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

  • 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.

  • 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 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.

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

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

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

  • Teach courses in environmental economics.

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

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

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

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

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

  • Monitor or analyze market and environmental trends.

  • Identify and recommend environmentally friendly business practices.

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

Technologies & Software

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