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Automation Risk Analysis

Will “Natural Resource Specialist” be Automated?

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AI Exposure Risk

61%

“Natural Resource Specialist” 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%

“Natural Resource Specialist” 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

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

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

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

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

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

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

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

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

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

  • Identify and recommend environmentally friendly business practices.

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

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

  • Teach courses in environmental economics.

  • Monitor or analyze market and environmental trends.

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

  • 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.

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

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

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

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

Technologies & Software

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