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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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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