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Automation Risk Analysis

Will “Environmental Statistician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Environmental Statistician” 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 65% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

22%

“Environmental Statistician” 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 22% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Statisticians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields such as biostatistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians.

Avg. Annual Salary $112,330
Avg. Hourly Wage $54.01
Available Jobs (US) 29,800
Job Title & Hierarchy Code (SOC) Statisticians #15-2041
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Statisticians”

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Core Skills & Abilities

  • Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses.

  • Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.

  • Develop software applications or programming for statistical modeling and graphic analysis.

  • Report results of statistical analyses in peer-reviewed papers and technical manuals.

  • Analyze and interpret statistical data to identify significant differences in relationships among sources of information.

  • Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.

  • Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.

  • Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.

  • Process large amounts of data for statistical modeling and graphic analysis, using computers.

  • Apply sampling techniques, or use complete enumeration bases to determine and define groups to be surveyed.

  • Report results of statistical analyses, including information in the form of graphs, charts, and tables.

  • Identify relationships and trends in data, as well as any factors that could affect the results of research.

  • Determine whether statistical methods are appropriate, based on user needs or research questions of interest.

  • Evaluate sources of information to determine any limitations, in terms of reliability or usability.

  • Prepare and structure data warehouses for storing data.

  • Develop and test experimental designs, sampling techniques, and analytical methods.

  • Present statistical and nonstatistical results, using charts, bullets, and graphs, in meetings or conferences to audiences such as clients, peers, and students.

  • Plan data collection methods for specific projects, and determine the types and sizes of sample groups to be used.

  • Supervise and provide instructions for workers collecting and tabulating data.

Technologies & Software

  • SAS/CONNECT
  • StataCorp Stata
  • IBM SPSS Statistics
  • SAS Enterprise Miner
  • Systat Software SigmaStat
  • The MathWorks MATLAB
  • IBM DB2
  • Mistral (Mistral AI)
  • Microsoft SQL Server
  • Econometric Software LIMDEP
  • Quantitative Micro Software EViews
  • Codeium
  • Cytel StatXact
  • Sun Microsystems Java
  • Statistical Solutions BMDP
  • Stat-Ease Design-Expert
  • Linux
  • Cursor AI
  • XGobi
  • Microsoft Visual FoxPro
  • NCR Teradata Warehouse Miner
  • Microsoft Word
  • UNIX
  • SAS
  • Statistical software
  • Insightful S-PLUS
  • Teradata Database
  • Lovable.dev
  • Google Antigravity
  • DataDescription DataDesk
  • Bolt.new
  • Minitab
  • Llama (Meta)
  • Amazon Redshift
  • Amazon CodeWhisperer
  • Wolfram Research Mathematica
  • NCSS Power Analysis and Sample Size PASS
  • Microsoft Excel
  • StatPoint STATGRAPHICS Centurion
  • Camfit Data Limited Microfit
  • IBM SPSS Amos
  • Microsoft Visual Basic
  • Stat-Ease Design-Ease
  • Devin (Cognition AI)
  • Claude (Anthropic)
  • v0 by Vercel
  • Kimi (Moonshot AI)
  • Gemini Code Assist
  • Python
  • Amazon Web Services AWS software
  • DeepSeek
  • SuperANOVA
  • Common business oriented language COBOL
  • Microsoft Office software
  • Mistral AI (chat/models)
  • XLISP-STAT
  • Muthen & Muthen Mplus
  • Microsoft Visual Basic for Applications VBA
  • Nova (Amazon)
  • Apache Spark
  • Scientific Software International SSI LISREL
  • Systat Software SigmaPlot
  • Visual Numerics TS-WAVE
  • Extensible markup language XML
  • Angoss KnowledgeSEEKER
  • RAT-STATS
  • Formula translation/translator FORTRAN
  • SAS JMP
  • STATISTICA
  • Tableau
  • Perplexity AI
  • SAP PowerBuilder
  • Grok (xAI)
  • Apache Hadoop
  • Aptech Systems GAUSS
  • Microsoft PowerPoint
  • Tabnine
  • Gemini (Google)
  • SAP software
  • GraphPad Software GraphPad Prism
  • GitHub Copilot
  • Apache Pig
  • R
  • Qlik Tech QlikView
  • IBM SPSS AnswerTree
  • C++
  • UNISTAT Statistical Package
  • Structured query language SQL
  • Qwen (Alibaba)
  • Scientific Software International SSI Hierarchical Linear and Non-Linear Modeling HLM
  • ChatGPT (OpenAI)
  • Microsoft Access
  • Automatic Forecasting Systems Autobox
  • Laptop computers
  • Desktop computers
  • Personal computers