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Automation Risk Analysis

Will “Data Manager” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Data Manager” 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%

“Data Manager” 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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

Technologies & Software

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