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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

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

  • Prepare and structure data warehouses for storing data.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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