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Automation Risk Analysis

Will “Natural Resources Energy Specialist” be Automated?

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AI Exposure Risk

61%

“Natural Resources Energy 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

23%

“Natural Resources Energy 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 23% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Industrial Ecologists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply principles and processes of natural ecosystems to develop models for efficient industrial systems. Use knowledge from the physical and social sciences to maximize effective use of natural resources in the production and use of goods and services. Examine societal issues and their relationship with both technical systems and the environment.

Job Title & Hierarchy Code (SOC) Industrial Ecologists #19-2041.03
ℹ️

Data is based on the reference occupation: “Industrial Ecologists”

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Core Skills & Abilities

  • Investigate the adaptability of various animal and plant species to changed environmental conditions.

  • Investigate accidents affecting the environment to assess ecological impact.

  • Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.

  • Conduct analyses to determine the maximum amount of work that can be accomplished for a given amount of energy in a system, such as industrial production systems and waste treatment systems.

  • Prepare plans to manage renewable resources.

  • Examine societal issues and their relationship with both technical systems and the environment.

  • Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.

  • Recommend methods to protect the environment or minimize environmental damage from industrial production practices.

  • Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.

  • Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.

  • Examine local, regional, or global use and flow of materials or energy in industrial production processes.

  • Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.

  • Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.

  • Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment.

  • Investigate the impact of changed land management or land use practices on ecosystems.

  • Monitor the environmental impact of development activities, pollution, or land degradation.

  • Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.

  • Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.

  • Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.

  • Create complex and dynamic mathematical models of population, community, or ecological systems.

  • Translate the theories of industrial ecology into eco-industrial practices.

  • Develop alternative energy investment scenarios to compare economic and environmental costs and benefits.

  • Carry out environmental assessments in accordance with applicable standards, regulations, or laws.

  • Perform environmentally extended input-output (EE I-O) analyses.

  • Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.

  • Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.

  • Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.

  • Develop or test protocols to monitor ecosystem components and ecological processes.

  • Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.

  • Evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications.

  • Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.

  • Identify sustainable alternatives to industrial or waste-management practices.

  • Identify environmental impacts caused by products, systems, or projects.

  • Research environmental effects of land and water use to determine methods of improving environmental conditions or increasing outputs, such as crop yields.

  • Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.

  • Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.

  • Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.

  • Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.

Technologies & Software

  • Microsoft Excel
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  • Nova (Amazon)
  • Oracle Database
  • Structure query language SQL
  • Microsoft Visual Studio
  • Microsoft Dynamics AX
  • Python
  • PRe Consultants SimaPro
  • Microsoft Office software
  • Linux
  • Mistral AI (chat/models)
  • StataCorp Stata
  • Productivity software
  • Economic Input-Output Life Cycle Assessment EIO-LCA
  • Autodesk AutoCAD
  • Wolfram Research Mathematica
  • SAP software
  • Online databases
  • Web browser software
  • ESRI ArcGIS software
  • SAS
  • Consensus
  • Git
  • Elicit
  • Kimi (Moonshot AI)
  • Apache Hadoop
  • The MathWorks MATLAB
  • Microsoft Access
  • Adobe Acrobat
  • STATISTICA
  • Sales Automation Software
  • Semantic Scholar AI
  • Atlassian JIRA
  • Dassault Systemes CATIA
  • Gemini (Google)
  • Perplexity AI
  • Debugging software
  • Splunk Enterprise
  • Enterprise resource planning ERP software
  • Grok (xAI)
  • Gemini for Workspace
  • NotebookLM (Google)
  • NoSQL
  • Mistral (Mistral AI)
  • Email software
  • Scite AI
  • DeepSeek
  • Production Flow Analysis and Simplification Toolkit PFAST
  • Microsoft Windows
  • Oracle Java
  • Salesforce software
  • Claude (Anthropic)
  • Llama (Meta)
  • ChatGPT (OpenAI)
  • Microsoft PowerPoint
  • C#
  • Adobe Photoshop
  • Microsoft SQL Server
  • Microsoft Visio
  • Microsoft SharePoint
  • Substance Flow Analysis STAN
  • Microsoft Dynamics
  • Adobe Illustrator
  • Personal computers
  • Laptop computers
  • Desktop computers
  • Computer data input scanners
  • Laser facsimile machines
  • Multi-line telephone systems