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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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Prepare and structure data warehouses for storing data.

Technologies & Software

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