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Automation Risk Analysis

Will “Procedure Writer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Procedure Writer” 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 61% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

23%

“Procedure Writer” 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 23% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Operations Research Analysts, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decisionmaking, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, services, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation.

Avg. Annual Salary $99,120
Avg. Hourly Wage $47.66
Available Jobs (US) 107,760
Job Title & Hierarchy Code (SOC) Operations Research Analysts #15-2031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Operations Research Analysts”

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Core Skills & Abilities

  • Review research literature.

  • Develop and apply time and cost networks to plan, control, and review large projects.

  • Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.

  • Specify manipulative or computational methods to be applied to models.

  • Present the results of mathematical modeling and data analysis to management or other end users.

  • Define data requirements, and gather and validate information, applying judgment and statistical tests.

  • Analyze information obtained from management to conceptualize and define operational problems.

  • Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.

  • Prepare management reports defining and evaluating problems and recommending solutions.

  • Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.

  • Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.

  • Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.

  • Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.

  • Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.

  • Educate staff in the use of mathematical models.

  • Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.

  • Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.

Technologies & Software

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  • Google Slides
  • Microsoft Visual Basic Scripting Edition VBScript
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  • Apache Pig
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  • Database software
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  • Job control language JCL
  • Microsoft Word
  • ProModel
  • Structured query language SQL
  • National Instruments LabVIEW
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  • Eko
  • Mistral AI (chat/models)
  • Grok (xAI)
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  • Apple macOS
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  • Tableau
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  • The MathWorks MATLAB
  • Wolfram Research Mathematica
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  • UNIX Shell
  • Google Docs
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  • Mathsoft Mathcad
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  • C++
  • Veritas NetBackup
  • Perl
  • Shell script
  • Bolt.new
  • Sun Microsystems Java
  • Swift
  • Apache Hadoop
  • Geographic information system GIS software
  • C
  • Microsoft SQL Server
  • Microsoft Dynamics
  • SAP Crystal Reports
  • Oracle Hyperion
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  • Teradata Database
  • IBM Cognos Impromptu
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  • Mixed integer optimizer MINTO
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  • GitHub
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  • Google Antigravity
  • Insightful S-PLUS
  • Strategic Reporting Systems ReportSmith
  • Jupyter Notebook
  • GitHub Copilot
  • Stanford Business Software MINOS
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  • Google Drive
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  • R
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  • Microsoft Visual Basic
  • StataCorp Stata
  • Extensible markup language XML
  • Microsoft Visio
  • Oracle Taleo
  • Mesquite Software CSIM
  • Wireshark
  • Human resource management software HRMS
  • SAS
  • Microsoft PowerPoint
  • Minitab
  • Blackbaud The Raiser's Edge
  • Microsoft MapPoint
  • Splunk Enterprise
  • Codeium
  • MySQL
  • IBM Domino
  • Oracle Business Intelligence Enterprise Edition
  • Citrix cloud computing software
  • Apache Hive
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