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Automation Risk Analysis

Will “Data Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Data Engineer” 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 Engineer” 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 in peer-reviewed papers and technical manuals.

  • Prepare and structure data warehouses for storing data.

  • 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.

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

Technologies & Software

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