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Automation Risk Analysis

Will “Database Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #213 of 702. Estimated risk: 22.0%

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AI Exposure Risk

65%

“Database 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%

“Database 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

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

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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

  • Prepare and structure data warehouses for storing data.

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

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

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

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

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

Technologies & Software

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