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Automation Risk Analysis

Will “Sustainable Systems Analyst” be Automated?

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AI Exposure Risk

61%

“Sustainable Systems Analyst” 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%

“Sustainable Systems Analyst” 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

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

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

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

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

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

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

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

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

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

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

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

  • Investigate accidents affecting the environment to assess ecological impact.

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

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

  • Prepare plans to manage renewable resources.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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