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Automation Risk Analysis

Will “Malware Analyst” be Automated?

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AI Exposure Risk

62%

“Malware 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 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

31%

“Malware Analyst” 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 31% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Software Quality Assurance Analysts and Testers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop and execute software tests to identify software problems and their causes. Test system modifications to prepare for implementation. Document software and application defects using a bug tracking system and report defects to software or web developers. Create and maintain databases of known defects. May participate in software design reviews to provide input on functional requirements, operational characteristics, product designs, and schedules.

Avg. Annual Salary $110,260
Avg. Hourly Wage $53.01
Available Jobs (US) 199,800
Job Title & Hierarchy Code (SOC) Software Quality Assurance Analysts and Testers #15-1253
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Software Quality Assurance Analysts and Testers”

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Core Skills & Abilities

  • Monitor program performance to ensure efficient and problem-free operations.

  • Store, retrieve, and manipulate data for analysis of system capabilities and requirements.

  • Update automated test scripts to ensure currency.

  • Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.

  • Provide feedback and recommendations to developers on software usability and functionality.

  • Document test procedures to ensure replicability and compliance with standards.

  • Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

  • Install and configure recreations of software production environments to allow testing of software performance.

  • Identify program deviance from standards, and suggest modifications to ensure compliance.

  • Document software defects, using a bug tracking system, and report defects to software developers.

  • Conduct software compatibility tests with programs, hardware, operating systems, or network environments.

  • Monitor bug resolution efforts and track successes.

  • Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.

  • Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.

  • Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.

  • Test system modifications to prepare for implementation.

  • Develop or specify standards, methods, or procedures to determine product quality or release readiness.

  • Investigate customer problems referred by technical support.

  • Design or develop automated testing tools.

  • Visit beta testing sites to evaluate software performance.

  • Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.

  • Install, maintain, or use software testing programs.

  • Evaluate or recommend software for testing or bug tracking.

  • Create or maintain databases of known test defects.

  • Coordinate user or third-party testing.

  • Plan test schedules or strategies in accordance with project scope or delivery dates.

  • Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.

  • Identify, analyze, and document problems with program function, output, online screen, or content.

  • Design test plans, scenarios, scripts, or procedures.

  • Conduct historical analyses of test results.

Technologies & Software

  • Microsoft Exchange
  • GitLab
  • GNU Image Manipulation Program GIMP
  • Wind River VxWorks
  • JetBrains IntelliJ IDEA
  • Bigloo Scheme
  • Amazon Web Services AWS CloudFormation
  • Smalltalk
  • Amazon Data Pipeline
  • Extensible stylesheet language transformations XSLT
  • NoSQL
  • Common business oriented language COBOL
  • jQuery
  • Oracle PeopleSoft Financials
  • Enterprise application integration EAI software
  • A programming language APL
  • FitNesse
  • Moodle
  • Django
  • Evernote
  • IBM Rational PurifyPlus
  • Automated installation software
  • SmartBear Software AutomatedQA TestComplete
  • Apache Pig
  • KornShell
  • Simple API for XML SAX
  • SAP PowerBuilder
  • Teradata Database
  • Ansible software
  • RegMon
  • Integrated development environment IDE software
  • C++
  • Interoperability testing software
  • IBM Rational Robot
  • Microsoft Internet Explorer
  • Scheme
  • Borland SilkTest
  • Microsoft SQL Server
  • Unit testing software
  • Google Drive
  • Algorithmic language ALGOL
  • National Instruments LabVIEW
  • Adobe Photoshop
  • Apache Cassandra
  • Enterprise resource planning ERP software
  • Jupyter Notebook
  • Amazon Web Services AWS software
  • IBM Rational RequisitePro
  • Embarcadero JBuilder
  • Amazon Kinesis
  • SAP software
  • Google Docs
  • Apache Sqoop
  • Microsoft Project
  • Win CE
  • IBM Rational Rose XDE
  • RESTful API
  • Apple Safari
  • Storage area network SAN software
  • Oracle Hyperion
  • Hibernate ORM
  • Web browser software
  • IEA Software Emerald
  • Data definition language DDL
  • GroupMe
  • Google Slides
  • Zoom
  • Hewlett-Packard HP WinRunner
  • Cursor AI
  • Tableau
  • IBM DB2
  • Talend Data Fabric
  • Blink
  • Requirements management software
  • Microsoft Dynamics GP
  • FaceTime
  • Red Hat OpenShift
  • Restructured extended executor REXX
  • Citrix cloud computing software
  • Postman
  • StataCorp Stata
  • Quest Erwin Data Modeler
  • Apache Tomcat
  • MUMPS M
  • v0 by Vercel
  • Microsoft Active Server Pages ASP
  • QNX
  • SAP NetWeaver
  • Eiffel
  • LogMeIn GoToWebinar
  • Microsoft Visual C# .NET
  • Encryption software
  • Amazon DynamoDB
  • Web server software
  • Slack
  • Job control language JCL
  • Microsoft SharePoint
  • Tabnine
  • Haskell
  • JamBoard
  • Embedded systems development software
  • UNIX Shell
  • UNIX
  • Veritas NetBackup
  • Defect tracking software
  • Dropbox
  • Objective Caml
  • ICON programming language
  • Dynamic analysis software
  • Microsoft Visual Studio
  • Oracle PL/SQL
  • Blackboard software
  • MicroStrategy
  • Wind River Systems VxWorks
  • Kimi (Moonshot AI)
  • Oberon
  • Microsoft Visual SourceSafe
  • Integration testing software
  • Apple Cocoa
  • Microsoft Visio
  • Google Analytics
  • ABC Compiler
  • LinkedIn
  • Claude (Anthropic)
  • Web application software
  • LibreOffice
  • Magellan Firmware
  • Red Hat Ansible Engine
  • Prolog
  • LAMP Stack
  • Migration testing software
  • Supervisory control and data acquisition SCADA software
  • Google Angular
  • GitHub
  • Microsoft ASP.NET Core MVC
  • R
  • Disk operating system DOS
  • Spring Boot
  • Apache Groovy
  • Microsoft Visual Basic for Applications VBA
  • Salesforce software
  • Microsoft ASP.NET
  • Devin (Cognition AI)
  • Microsoft Publisher
  • Apache Hadoop
  • Amazon CodeWhisperer
  • Interstate connection ICON
  • Red Hat WildFly
  • React
  • IBM Power Systems software
  • Microsoft Dynamics
  • Bolt.new
  • E++ pattern language
  • Extensible markup language XML
  • YourKit Java Profiler
  • Linux
  • IBM Middleware
  • Web service definition language WDSL
  • Real time operating system RTOS software
  • Drupal
  • CruiseControl
  • Adobe ActionScript
  • J
  • IBM Notes
  • Microsoft SQL Server Reporting Services SSRS
  • Mutation testing software
  • Hewlett Packard LoadRunner
  • IBM Rational ClearQuest
  • Qwen (Alibaba)
  • Cascading style sheets CSS
  • Microsoft ActiveX
  • Symantec Visual Cafe
  • IBM Domino
  • Oracle Solaris
  • VMWare Workstation
  • Security testing software
  • Apache Flume
  • Data manipulation language DML
  • Microsoft .NET Framework
  • Firewall software
  • The MathWorks MATLAB
  • Atlassian JIRA
  • Objective C
  • Computer Associates integrated data management system CA-IDMS
  • Structured Query Report SQR
  • Oracle JavaServer Pages JSP
  • Simulation program with integrated circuit emphasis SPICE
  • Scala
  • Microsoft Outlook
  • Adobe Creative Cloud software
  • Microsoft Word
  • JavaScript Object Notation JSON
  • Google Sites
  • Dynamic hypertext markup language DHTML
  • Distributed component object model DCOM software
  • Recovery testing software
  • Codeium
  • Apache Spark
  • Oracle E-Business Suite Financials
  • VMWare ESX Server
  • Salesforce Visualforce
  • Patch management software
  • PostgreSQL
  • Google Meet
  • Network intrusion detection software
  • Social media sites
  • Version control software
  • Apache JMeter
  • Apache Solr
  • Oracle Database
  • Object Management Group Object Request Broker
  • PuTTY
  • ChatGPT (OpenAI)
  • Watir
  • Oracle Fusion Middleware
  • Perl
  • Backup and archival software
  • Oracle Application Server
  • Adobe Dreamweaver
  • LogMeIn GoToMeeting
  • PHP
  • Ubuntu
  • Adobe InDesign
  • Ruby on Rails
  • ej-technologies JProfiler
  • Collaborative Application Markup Language CAML
  • Load testing software
  • Bash
  • Eclipse IDE
  • File server software
  • Lovable.dev
  • Ada
  • Debugview
  • Fault testing software
  • Gemini Code Assist
  • B-Method
  • AJAX
  • System testing software
  • Grok (xAI)
  • Amazon Elastic Compute Cloud EC2
  • Functional testing software
  • Microsoft Windows
  • Nova (Amazon)
  • Microsoft PowerPoint
  • LexisNexis
  • Gambit Scheme
  • Hewlett Packard HP-UX
  • Advanced business application programming ABAP
  • Microsoft Teams
  • Selenium
  • Microsoft Windows Server
  • Component object model COM software
  • American National Standards Institute ANSI C
  • Node.js
  • IBM Rational ClearCase
  • Autodesk AutoCAD
  • Oracle Java
  • Structured query language SQL
  • SAP Adaptive Server Enterprise
  • Amazon Redshift
  • SAP Business Intelligence
  • Git
  • Perforce Helix software
  • Talend Big Data Integration
  • Oracle Business Intelligence Suite
  • Puppet
  • TestNG
  • Human resource management software HRMS
  • Oracle JDBC
  • Microsoft Excel
  • Microsoft Team Foundation Server
  • Llama (Meta)
  • Canu
  • Backbone.js
  • List processing language LISP
  • Enterprise JavaBeans
  • FileMon
  • IBM AIX
  • Programming language one PL/I
  • McAfee
  • Hewlett-Packard HP QuickTest Professional
  • Interface definition language IDL
  • Microsoft Internet Information Services (IIS)
  • IBM Cognos Impromptu
  • Oracle Primavera Enterprise Project Portfolio Management
  • JUnit
  • Unified modeling language UML
  • FileMaker Pro
  • Spring Framework
  • Microsoft ESP SDK
  • Configuration management software
  • Apache Struts
  • Xcode
  • Document Object Model DOM Scripting
  • Adobe Flex
  • Ruby
  • Forth
  • Elasticsearch
  • Atlassian Bamboo
  • Acresso InstallAnywhere
  • Splunk Enterprise
  • 3M Post-it App
  • Apache Kafka
  • Antivirus software
  • Microsoft Office software
  • Usability testing software
  • Graphical user interface GUI design software
  • Regression testing software
  • Mistral (Mistral AI)
  • Hypertext markup language HTML
  • Oracle Reports
  • Source code editor software
  • Apache Avro
  • Voice over internet protocol VoIP system software
  • Oracle Fusion Applications
  • MySQL
  • Formula translation/translator FORTRAN
  • SAP Crystal Reports
  • Operating system shells
  • Blackbaud The Raiser's Edge
  • Oracle JD Edwards EnterpriseOne
  • Appium
  • DataVision
  • Docker
  • Customer information control system CICS
  • Test implementation software
  • Migration software
  • Static analysis software
  • Cisco Webex
  • Software distribution management software
  • Atlassian Confluence
  • Apple macOS
  • Apache Subversion SVN
  • Jenkins CI
  • Event-driven State-machines Programming
  • Oracle Eloqua
  • ADO.NET
  • Verilog
  • Bentley MicroStation
  • Amazon Simple Storage Service S3
  • IBM InfoSphere DataStage
  • Screencastify
  • Apache Oozie
  • Workflow software
  • Adobe Acrobat
  • Document management system software
  • Mistral AI (chat/models)
  • Apache HTTP Server
  • Microsoft Access
  • Google Gmail
  • ESRI ArcGIS software
  • Microsoft Azure software
  • Dassault Systemes CATIA
  • Extensible hypertext markup language XHTML
  • Microsoft Visual Basic.NET
  • Microsoft Visual Basic Scripting Edition VBScript
  • Bugzilla
  • ABC: the AspectBench Compiler for AspectJ
  • Dynamic modeling software
  • C
  • SmugMug Flickr
  • Mozilla Firefox
  • Oracle PeopleSoft
  • Ext JS
  • DeepSeek
  • Microsoft OneNote
  • Wireshark
  • String oriented symbolic language SNOBOL
  • Oracle Business Intelligence Enterprise Edition
  • Anti-spyware software
  • Operating system software
  • Apache Ant
  • Delphi Technology
  • Transact-SQL
  • C#
  • Chef
  • Oracle Java 2 Platform Enterprise Edition J2EE
  • Swift
  • Cisco IOS
  • Python
  • Oracle WebLogic Server
  • Google Sheets
  • NUnit
  • Apache HBase
  • Allaire ColdFusion
  • Airtable
  • Google Antigravity
  • Hewlett-Packard HP TestDirector for Quality Center
  • Nagios
  • IBM z/OS operating systems
  • Adobe After Effects
  • Visible Razor
  • IBM WebSphere
  • IBM SPSS Statistics
  • Qlik Tech QlikView
  • Perplexity AI
  • Microsoft SQL Server Integration Services SSIS
  • Open Graphics Library OpenGL
  • Microsoft Azure DevOps Services
  • Loom
  • NortonLifeLock cybersecurity software
  • Twiki
  • Call-processing language CPL
  • Microsoft Windows SDK
  • Stress testing software
  • Deployment software
  • Common Lisp Object System CLOS
  • Distributed database management software
  • SAS
  • Microsoft Visual Basic
  • MongoDB
  • Graphical user interface GUI builder software
  • Embarcadero Delphi
  • Virtual private networking VPN software
  • Revision control software
  • MathWorks Simulink
  • Minitab
  • Pascal
  • Emerald Software Group Emerald Green Office
  • Epic Systems
  • Microsoft transact-structural query language T-SQL
  • Adobe Illustrator
  • Gemini (Google)
  • Apache Hive
  • Relational database management software
  • Tax software
  • AWK
  • Go
  • JavaScript
  • NetSuite ERP
  • Trimble SketchUp Pro
  • Flipgrid
  • Microsoft DirectX
  • YouTube
  • Component-based Scalable Logical Architecture CSLA
  • Apache Maven
  • GitHub Copilot
  • Test design software
  • Red Hat Enterprise Linux
  • Shell script
  • Computer On-line Real-time Applications Language CORAL 66
  • Beginner's all-purpose symbolic instruction code BASIC
  • Data analysis software
  • Microsoft PowerShell
  • Skype
  • Oracle Business Intelligence Discoverer
  • VMware
  • SAP Business Objects
  • Geographic information system GIS software
  • XML Path Language XPATH
  • Modula
  • Logic analyzers
  • Laptop computers
  • Multi-core central processing unit CPU
  • Flash disks
  • Digital cameras
  • Mainframe computers
  • Application servers
  • In circuit emulators ICE
  • Desktop computers
  • Notebook computers
  • Directory servers
  • Personal computers
  • Mainframe operating systems
  • Supercomputers
  • Computer servers
  • Computer network routers
  • Graphics processing unit GPU

Alternative Job Titles