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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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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