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Automation Risk Analysis

Will “Clinical Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Clinical Analyst” 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%

“Clinical Analyst” 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

  • 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.

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

  • Prepare and structure data warehouses for storing data.

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

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

  • 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.

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

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

  • 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.

  • 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.

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

  • 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.

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

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

Technologies & Software

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