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Automation Risk Analysis

Will “Vulnerability Assessor” be Automated?

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AI Exposure Risk

55%

“Vulnerability Assessor” 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

40%

“Vulnerability Assessor” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 40% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Computer Systems Analysts, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions, improve existing computer systems, and review computer system capabilities, workflow, and schedule limitations. May analyze or recommend commercially available software.

Avg. Annual Salary $111,960
Avg. Hourly Wage $53.83
Available Jobs (US) 497,800
Job Title & Hierarchy Code (SOC) Computer Systems Analysts #15-1211
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Computer Systems Analysts”

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Core Skills & Abilities

  • Determine computer software or hardware needed to set up or alter systems.

  • Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.

  • Assess the usefulness of pre-developed application packages and adapt them to a user environment.

  • Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.

  • Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.

  • Specify inputs accessed by the system and plan the distribution and use of the results.

  • Develop, document, and revise system design procedures, test procedures, and quality standards.

  • Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.

  • Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.

  • Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.

  • Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.

  • Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.

  • Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.

  • Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.

  • Consult with management to ensure agreement on system principles.

  • Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.

  • Recommend new equipment or software packages.

  • Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.

  • Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.

  • Troubleshoot program and system malfunctions to restore normal functioning.

  • Train staff and users to work with computer systems and programs.

  • Expand or modify system to serve new purposes or improve work flow.

Technologies & Software

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  • Stress testing software
  • Customer information control system CICS
  • Microsoft Azure software
  • Usability testing software
  • Medical procedure coding software
  • Extensible hypertext markup language XHTML
  • React
  • Microsoft SQL Server Integration Services SSIS
  • Slido interaction software
  • Drupal
  • Snort
  • Claude (Anthropic)
  • Operating system software
  • Atlassian Bamboo
  • Extensible markup language XML
  • Computer aided design and drafting CADD software
  • Oracle E-Business Suite Financials
  • Backbone.js
  • SAS
  • Linux
  • AcmeStudio
  • Oracle Eloqua
  • C
  • JUnit
  • Eiffel
  • Salesforce software
  • Oracle Hyperion
  • GitHub
  • Integration testing software
  • Sun Microsystems Sun ONE
  • Grok (xAI)
  • Cascading style sheets CSS
  • Ada
  • Microsoft PowerShell
  • HyperSpace
  • Oracle Fusion Applications
  • Adobe Acrobat
  • SAP Crystal Reports
  • The MathWorks MATLAB
  • Microsoft ASP.NET Core MVC
  • Atlassian JIRA
  • Stac Software ReachOut
  • LAMP Stack
  • Oracle Taleo
  • Minitab
  • Shell script
  • System testing software
  • Smalltalk
  • UNIX Shell
  • Unit testing software
  • Integrated development environment IDE software
  • NetSuite ERP
  • Dynamic analysis software
  • Data conversion software
  • R
  • Access management software
  • Flow chart software
  • Mutation testing software
  • Oracle PeopleSoft Financials
  • NoSQL
  • OrCAD Capture
  • Oracle Application Server
  • Adobe Photoshop
  • Ruby
  • Microsoft SQL Server
  • Mistral AI (chat/models)
  • Regression testing software
  • UNIX
  • Red Hat Enterprise Linux
  • Distributed component object model DCOM software
  • Transact-SQL
  • Django
  • YouTube
  • Cursor AI
  • Oracle SQL Developer
  • Microsoft Visual Studio
  • Application management software
  • Oracle JDBC
  • Unified modeling language UML
  • Marketo Marketing Automation
  • IBM DB2
  • Tax software
  • Oracle PeopleSoft
  • Microsoft Publisher
  • Oracle Fusion Middleware
  • Apache Maven
  • Teradata Database
  • IBM Domino
  • Apache Subversion SVN
  • Google Angular
  • Microsoft Visual Basic.NET
  • Cisco Webex
  • Nagios
  • Remote control software
  • Time sharing option TSO software
  • SAP software
  • Structure prediction software
  • Google Analytics
  • Microsoft Visual Basic Scripting Edition VBScript
  • Spring Boot
  • Apache Ant
  • Swift
  • Microsoft Visual C# .NET
  • Microsoft .NET Framework
  • Oracle Java 2 Platform Enterprise Edition J2EE
  • Epic Systems
  • Adobe ActionScript
  • Supervisory control and data acquisition SCADA software
  • Apache Hadoop
  • Voice over internet protocol VoIP system software
  • StataCorp Stata
  • Microsoft Windows Server
  • Red Hat OpenShift
  • Recovery testing software
  • MEDITECH software
  • Structured query language SQL
  • Symantec pcAnywhere
  • SAP BusinessObjects Desktop Intelligence
  • Microsoft Project
  • Microsoft Word
  • Jupyter Notebook
  • Ext JS
  • WebFOCUS
  • KornShell
  • Dassault Systemes CATIA
  • MySQL
  • Python
  • Network intrusion prevention systems NIPS
  • Apache Tomcat
  • Automated installation software
  • Microsoft Active Server Pages ASP
  • Enterprise JavaBeans
  • Omni Group OmniGraffle
  • Gemini (Google)
  • Healthcare common procedure coding system HCPCS
  • Microsoft ActiveX
  • Component object model COM software
  • Static analysis software
  • Citrix cloud computing software
  • Business intelligence system software
  • Systems and application deployment and migration software
  • Apache Spark
  • IBM Rational PurifyPlus
  • Compatibility testing software
  • ChatGPT (OpenAI)
  • Microsoft Windows
  • Mistral (Mistral AI)
  • Adobe Illustrator
  • Common business oriented language COBOL
  • Requirements management software
  • SpectraQuest
  • Oracle Business Intelligence Suite
  • SAP Adaptive Server Enterprise
  • SAP ERP
  • Perforce Helix software
  • Human resource management software HRMS
  • Hibernate ORM
  • Microsoft Power BI
  • Oracle Cloud software
  • Amazon Web Services AWS CloudFormation
  • IBM Rational ClearQuest
  • ESRI ArcGIS software
  • Microsoft SQL Server Reporting Services SSRS
  • Defect tracking software
  • Wireshark
  • Atlassian Confluence
  • Red Hat WildFly
  • Oracle JavaServer Pages JSP
  • Load testing software
  • Microsoft Access
  • Devin (Cognition AI)
  • National Instruments LabVIEW
  • Ansible software
  • Database software
  • Oracle JD Edwards EnterpriseOne
  • IBM Cognos Impromptu
  • Migration testing software
  • Bolt.new
  • Microsoft Teams
  • Diagramming software
  • Microsoft Outlook
  • Blink
  • Apache Struts
  • Go
  • Codeium
  • Microsoft ASP.NET
  • Apache Solr
  • Oracle Primavera Enterprise Project Portfolio Management
  • MicroStrategy
  • Microsoft SharePoint
  • Docker
  • System and data disaster recovery software
  • Hypertext markup language HTML
  • SAP NetWeaver
  • Veritas NetBackup
  • Amazon Web Services AWS software
  • Active directory software
  • Oracle WebLogic Server
  • Puppet
  • IBM Rational Rose XDE
  • Salesforce Visualforce
  • Electronic design automation EDA software
  • Google Antigravity
  • GitHub Copilot
  • FileMaker Pro
  • Gemini Code Assist
  • IBM Rational ClearCase
  • Ruby on Rails
  • Test implementation software
  • Medical condition coding software
  • Nova (Amazon)
  • Interoperability testing software
  • Chef
  • Microsoft Dynamics GP
  • IBM Power Systems software
  • Quest Erwin Data Modeler
  • DeepSeek
  • Apple macOS
  • Cost estimating software
  • Apache Hive
  • Ubuntu
  • Microsoft Visual FoxPro
  • Oracle Java
  • Elasticsearch
  • C#
  • SAP Business Objects
  • 3M Post-it App
  • Architecture description language ADL
  • Embarcadero JBuilder
  • Qlik Tech QlikView
  • Amazon Simple Storage Service S3
  • OpenAI ChatGPT
  • Adobe ColdFusion
  • Google Docs
  • Formula translation/translator FORTRAN
  • Objective C
  • Apache Kafka
  • Blackboard software
  • Oracle Business Intelligence Enterprise Edition
  • CrossTec NetOp Remote Control
  • Help desk software
  • PostgreSQL
  • Version control software
  • SAP Master Data Management MDM
  • Oracle Solaris
  • Advanced business application programming ABAP
  • Rapide
  • InstallShield
  • Adobe Dreamweaver
  • Oracle PL/SQL
  • Bash
  • Microsoft Office software
  • Amazon Elastic Compute Cloud EC2
  • Lovable.dev
  • Apache Pig
  • Kimi (Moonshot AI)
  • Fund accounting software
  • Dynamic hypertext markup language DHTML
  • Microsoft Exchange
  • IBM WebSphere
  • Software asset management SAM software
  • Geographic information system GIS software
  • ServiceNow
  • Software distribution software
  • Splunk Enterprise
  • VMware
  • Perplexity AI
  • Blackbaud The Raiser's Edge
  • Virtual private networking VPN software
  • Hierarchical simulation program with integrated circuit emphasis HSPICE
  • Selenium
  • JavaScript
  • Symantec Visual Cafe
  • Hewlett Packard LoadRunner
  • Microsoft Visio
  • Microsoft Team Foundation Server
  • jQuery
  • Microsoft Visual Basic for Applications VBA
  • Amazon Redshift
  • Cisco Systems CiscoWorks
  • Web server software
  • IBM SPSS Statistics
  • Amazon DynamoDB
  • IBM InfoSphere DataStage
  • Hewlett Packard HP-UX
  • Element management software
  • Scala
  • Tabnine
  • NortonLifeLock cybersecurity software
  • Verilog
  • Personal computer diagnostic software
  • Security testing software
  • Oracle Database
  • Popkin System Architect
  • AJAX
  • Slack
  • Relational database management software
  • Microsoft Dynamics
  • C++
  • v0 by Vercel
  • Tableau
  • Test design software
  • Microsoft Visual Basic
  • McAfee
  • Perl
  • Apache Groovy
  • Apache HTTP Server
  • Microsoft Excel
  • Llama (Meta)
  • Spring Framework
  • Apache Cassandra
  • Eclipse IDE
  • Oracle Master Data Management MDM Suite
  • Patch and update management software
  • JavaScript Object Notation JSON
  • Qwen (Alibaba)
  • Virus scanning software
  • Node.js
  • Microsoft Internet Information Services (IIS)
  • IBM Notes
  • Adobe Flex
  • Amazon CodeWhisperer
  • Informatica Corporation PowerCenter
  • MongoDB
  • Job control language JCL
  • Functional testing software
  • PHP
  • J
  • Delphi Technology
  • Git
  • Skype
  • SAP NetWeaver BW
  • Microsoft PowerPoint
  • LexisNexis
  • Notebook computers
  • Desktop computers
  • Personal digital assistants PDA
  • Mainframe computers

Alternative Job Titles