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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

  • Install, maintain, or use software testing programs.

  • Evaluate or recommend software for testing or bug tracking.

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

  • Investigate customer problems referred by technical support.

  • Create or maintain databases of known test defects.

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

  • Visit beta testing sites to evaluate software performance.

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

  • Conduct historical analyses of test results.

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

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

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

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

  • Monitor bug resolution efforts and track successes.

  • Design or develop automated testing tools.

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

  • Update automated test scripts to ensure currency.

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

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

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

  • Coordinate user or third-party testing.

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

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

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

  • Test system modifications to prepare for implementation.

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

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

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

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

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

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  • Apple Cocoa
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  • ej-technologies JProfiler
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  • Algorithmic language ALGOL
  • Microsoft Visio
  • Google Antigravity
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  • Verilog
  • Interface definition language IDL
  • Microsoft Windows SDK
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  • Operating system software
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  • Simple API for XML SAX
  • Scheme
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  • Amazon Elastic Compute Cloud EC2
  • Beginner's all-purpose symbolic instruction code BASIC
  • IBM WebSphere
  • Usability testing software
  • Blink
  • Human resource management software HRMS
  • LAMP Stack
  • American National Standards Institute ANSI C
  • SAP Adaptive Server Enterprise
  • Oracle PL/SQL
  • SAP software
  • LogMeIn GoToWebinar
  • Defect tracking software
  • Apache Oozie
  • Microsoft Exchange
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  • Deployment software
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  • Transact-SQL
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  • Swift
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  • Dynamic hypertext markup language DHTML
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  • Microsoft PowerShell
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  • Oracle Solaris
  • Embarcadero JBuilder
  • Data definition language DDL
  • Static analysis software
  • Microsoft Active Server Pages ASP
  • Objective C
  • Microsoft OneNote
  • Anti-spyware software
  • UNIX
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  • Selenium
  • Microsoft Publisher
  • Red Hat Enterprise Linux
  • Microsoft Visual Basic Scripting Edition VBScript
  • Simulation program with integrated circuit emphasis SPICE
  • Microsoft Internet Explorer
  • RESTful API
  • CruiseControl
  • Smalltalk
  • Gambit Scheme
  • Google Sites
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  • Microsoft Windows
  • Apache Pig
  • IBM Rational RequisitePro
  • Ansible software
  • Stress testing software
  • NUnit
  • Loom
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  • YouTube
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  • PuTTY
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  • Wind River VxWorks
  • IBM Power Systems software
  • Amazon Simple Storage Service S3
  • JavaScript Object Notation JSON
  • Bash
  • Computer On-line Real-time Applications Language CORAL 66
  • Blackbaud The Raiser's Edge
  • Git
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  • Relational database management software
  • Skype
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  • ESRI ArcGIS software
  • C
  • Apache Sqoop
  • Oracle Java 2 Platform Enterprise Edition J2EE
  • LexisNexis
  • Mistral AI (chat/models)
  • Atlassian Bamboo
  • Quest Erwin Data Modeler
  • IBM AIX
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  • MathWorks Simulink
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  • Watir
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  • Voice over internet protocol VoIP system software
  • Web service definition language WDSL
  • Modula
  • Operating system shells
  • Canu
  • Amazon DynamoDB
  • Ext JS
  • Apache HTTP Server
  • Restructured extended executor REXX
  • LinkedIn
  • Google Docs
  • Microsoft ASP.NET
  • Extensible stylesheet language transformations XSLT
  • Oracle E-Business Suite Financials
  • IBM SPSS Statistics
  • SmugMug Flickr
  • Microsoft Visual C# .NET
  • Red Hat OpenShift
  • Adobe Illustrator
  • MUMPS M
  • System testing software
  • Ruby
  • Symantec Visual Cafe
  • Python
  • File server software
  • IBM z/OS operating systems
  • Epic Systems
  • Elasticsearch
  • Hypertext markup language HTML
  • MySQL
  • Apache Maven
  • Cisco Webex
  • Dynamic modeling software
  • The MathWorks MATLAB
  • Requirements management software
  • Oberon
  • Apache Hadoop
  • QNX
  • JavaScript
  • Job control language JCL
  • Postman
  • Dropbox
  • Spring Framework
  • Microsoft Access
  • Microsoft Visual Basic
  • List processing language LISP
  • Autodesk AutoCAD
  • Go
  • Oracle Java
  • Unified modeling language UML
  • Distributed database management software
  • v0 by Vercel
  • Component-based Scalable Logical Architecture CSLA
  • LibreOffice
  • SAP Business Objects
  • Oracle Reports
  • IBM Rational Robot
  • Load testing software
  • Oracle JavaServer Pages JSP
  • Red Hat Ansible Engine
  • Hewlett-Packard HP QuickTest Professional
  • Adobe InDesign
  • AWK
  • GitHub Copilot
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  • Logic analyzers
  • Directory servers
  • Mainframe operating systems
  • Laptop computers
  • Multi-core central processing unit CPU
  • Computer servers
  • In circuit emulators ICE
  • Flash disks
  • Supercomputers
  • Mainframe computers
  • Application servers
  • Personal computers
  • Desktop computers
  • Graphics processing unit GPU

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