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Automation Risk Analysis

Will “Global Climate Change Researcher” be Automated?

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AI Exposure Risk

58%

“Global Climate Change Researcher” 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 58% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

18%

“Global Climate Change Researcher” 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 Climate Change Policy Analysts, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Research and analyze policy developments related to climate change. Make climate-related recommendations for actions such as legislation, awareness campaigns, or fundraising approaches.

Job Title & Hierarchy Code (SOC) Climate Change Policy Analysts #19-2041.01
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Data is based on the reference occupation: “Climate Change Policy Analysts”

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Core Skills & Abilities

  • Write reports or academic papers to communicate findings of climate-related studies.

  • Prepare grant applications to obtain funding for programs related to climate change, environmental management, or sustainability.

  • Gather and review climate-related studies from government agencies, research laboratories, and other organizations.

  • Analyze and distill climate-related research findings to inform legislators, regulatory agencies, or other stakeholders.

  • Review existing policies or legislation to identify environmental impacts.

  • Promote initiatives to mitigate climate change with government or environmental groups.

  • Develop, or contribute to the development of, educational or outreach programs on the environment or climate change.

  • Prepare study reports, memoranda, briefs, testimonies, or other written materials to inform government or environmental groups on environmental issues, such as climate change.

  • Propose new or modified policies involving use of traditional and alternative fuels, transportation of goods, and other factors relating to climate and climate change.

  • Make legislative recommendations related to climate change or environmental management, based on climate change policies, principles, programs, practices, and processes.

  • Present and defend proposals for climate change research projects.

  • Provide analytical support for policy briefs related to renewable energy, energy efficiency, or climate change.

  • Research policies, practices, or procedures for climate or environmental management.

  • Present climate-related information at public interest, governmental, or other meetings.

Technologies & Software

  • Gemini (Google)
  • Interface definition language IDL
  • Grok (xAI)
  • Unidata Integrated Data Viewer IDV
  • Microsoft Word
  • R
  • Mistral (Mistral AI)
  • Microsoft Excel
  • Perl
  • Scite AI
  • ChatGPT (OpenAI)
  • UNIX
  • Mistral AI (chat/models)
  • Ferret
  • Linux
  • Llama (Meta)
  • Grid analysis and display system GrADS
  • Consensus
  • Microsoft Office software
  • DeepSeek
  • Qwen (Alibaba)
  • NotebookLM (Google)
  • Claude (Anthropic)
  • North American Regional Climate Change Assessment Program NARCCAP data tables
  • The MathWorks MATLAB
  • ESRI ArcGIS software
  • Microsoft PowerPoint
  • C++
  • SAS
  • Semantic Scholar AI
  • Formula translation/translator FORTRAN
  • Geographic information system GIS systems
  • Nova (Amazon)
  • Web browser software
  • NCAR Command Language NCL
  • Sun Microsystems Java
  • Python
  • Perplexity AI
  • Gemini for Workspace
  • Community Climate System Model CCSM
  • Unidata Network common data form NetCDF
  • Kimi (Moonshot AI)
  • Elicit
  • Mainframe computers
  • High-performance cluster HPC computers
  • Laptop computers
  • Desktop computers
  • Computer data input scanners
  • Personal computers
  • Multi-line telephone systems
  • Computer laser printers