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Automation Risk Analysis

Will “Applied Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Applied Scientist” 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%

“Applied Scientist” 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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

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

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

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

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

Technologies & Software

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