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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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

  • Prepare and structure data warehouses for storing data.

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

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

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

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

Technologies & Software

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