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Automation Risk Analysis

Will “Sales Operations Analyst (Sales Ops Analyst)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Sales Operations Analyst (Sales Ops 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 61% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

23%

“Sales Operations Analyst (Sales Ops 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 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

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

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

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

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

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

  • Educate staff in the use of mathematical models.

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

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

  • Review research literature.

  • 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.

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

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

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

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

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

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

Technologies & Software

  • Mixed integer optimizer MINTO
  • UNIX
  • Microsoft Exchange
  • Google Slides
  • SAS
  • Microsoft Visual Basic Scripting Edition VBScript
  • Python
  • Microsoft Visual Basic for Applications VBA
  • Splunk Enterprise
  • Human resource management software HRMS
  • Oracle E-Business Suite Financials
  • Insightful S-PLUS
  • Qwen (Alibaba)
  • Bolt.new
  • Structured query language SQL
  • Cursor AI
  • Stanford Business Software SNOPT
  • ESRI ArcExplorer
  • Oracle Eloqua
  • Hewlett Packard HP-UX
  • GitHub Copilot
  • Rockwell Automation Arena
  • C++
  • C
  • Shell script
  • Kimi (Moonshot AI)
  • Amazon CodeWhisperer
  • Teradata Database
  • National Instruments LabVIEW
  • Mistral AI (chat/models)
  • Fund accounting software
  • LINDO Systems LINGO
  • Oracle JD Edwards EnterpriseOne
  • Microsoft Outlook
  • Minitab
  • IBM Domino
  • SAP PowerBuilder
  • Microsoft SQL Server Reporting Services SSRS
  • Microsoft PowerPoint
  • General algebraic modeling system GAMS
  • ProModel
  • Llama (Meta)
  • Oracle Taleo
  • Oracle Hyperion
  • Data entry software
  • Codeium
  • Microsoft Office software
  • MicroStrategy
  • Microsoft Visio
  • NetSuite ERP
  • Google Drive
  • Oracle Solaris
  • Grok (xAI)
  • ChatGPT (OpenAI)
  • Citrix cloud computing software
  • Microsoft Access
  • Microsoft SQL Server
  • Google Antigravity
  • SAP software
  • Apache Hadoop
  • DeepSeek
  • Database software
  • Microsoft Word
  • v0 by Vercel
  • Business Forecast Systems Forecast Pro
  • Gemini Code Assist
  • Microsoft SharePoint
  • ESRI ArcGIS software
  • Mathsoft Mathcad
  • Veritas NetBackup
  • Apache Pig
  • Mesquite Software CSIM
  • Apple macOS
  • Scala
  • Perl
  • LexisNexis
  • R
  • StataCorp Stata
  • MySQL
  • Tableau
  • Tabnine
  • FileMaker Pro
  • Microsoft Visual Basic
  • SAP Business Objects
  • IBM Power Systems software
  • Marketo Marketing Automation
  • Oracle PeopleSoft
  • Geographic information system GIS software
  • Bash
  • Microsoft Excel
  • iGrafx
  • Wolfram Research Mathematica
  • Claritas PRIZM NE
  • Qlik Tech QlikView
  • MathWorks Simulink
  • UNIX Shell
  • Wireshark
  • Jupyter Notebook
  • Imagine That Extend OR
  • Claude (Anthropic)
  • Google Docs
  • Microsoft Project
  • Salesforce software
  • Mistral (Mistral AI)
  • Stanford Business Software MINOS
  • Extensible markup language XML
  • A mathematical programming language AMPL
  • Blackbaud The Raiser's Edge
  • Linux
  • IBM Cognos Impromptu
  • IBM SPSS Statistics
  • Sun Microsystems Java
  • Hyperion Solutions Hyperion Intelligence
  • IBM Notes
  • Gemini (Google)
  • Job control language JCL
  • Cisco IOS
  • Amazon Redshift
  • ILOG OPL-CPLEX Development System
  • SAP Crystal Reports
  • Telelogic System Architect
  • Lovable.dev
  • Eko
  • Perplexity AI
  • Microsoft Dynamics
  • The MathWorks MATLAB
  • Microsoft Power BI
  • Swift
  • Devin (Cognition AI)
  • McAfee
  • Oracle Business Intelligence Enterprise Edition
  • Nova (Amazon)
  • Dassault Systemes CATIA
  • GitHub
  • Apache Hive
  • Microsoft MapPoint
  • Strategic Reporting Systems ReportSmith
  • Mainframe computers
  • Personal computers
  • Desktop computers
  • Laptop computers