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Automation Risk Analysis

Will “Trend Investigator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Trend Investigator” 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%

“Trend Investigator” 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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Prepare and structure data warehouses for storing data.

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

Technologies & Software

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