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Automation Risk Analysis

Will “Systems Analyst Engineer” be Automated?

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AI Exposure Risk

62%

“Systems Analyst Engineer” 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%

“Systems Analyst Engineer” 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

  • Visit beta testing sites to evaluate software performance.

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

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

  • Install, maintain, or use software testing programs.

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

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

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

  • Evaluate or recommend software for testing or bug tracking.

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

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

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

  • Create or maintain databases of known test defects.

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

  • Update automated test scripts to ensure currency.

  • Monitor bug resolution efforts and track successes.

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

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

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

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

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

  • Design or develop automated testing tools.

  • Test system modifications to prepare for implementation.

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

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

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

  • Investigate customer problems referred by technical support.

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

  • Conduct historical analyses of test results.

  • Coordinate user or third-party testing.

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

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  • VMware
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  • Verilog
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  • Drupal
  • E++ pattern language
  • Hewlett Packard HP-UX
  • Ruby on Rails
  • Apache Solr
  • Data manipulation language DML
  • Google Sheets
  • IBM Notes
  • Microsoft Access
  • ESRI ArcGIS software
  • Apache Hadoop
  • Adobe Photoshop
  • SAP software
  • Microsoft Exchange
  • Workflow software
  • Emerald Software Group Emerald Green Office
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  • Oracle Hyperion
  • Haskell
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  • SAP PowerBuilder
  • Microsoft Team Foundation Server
  • Simulation program with integrated circuit emphasis SPICE
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  • Shell script
  • Document Object Model DOM Scripting
  • GitHub
  • Codeium
  • Quest Erwin Data Modeler
  • Salesforce Visualforce
  • Structured query language SQL
  • Microsoft Windows SDK
  • RESTful API
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  • String oriented symbolic language SNOBOL
  • Apache Sqoop
  • Watir
  • Borland SilkTest
  • Microsoft Office software
  • Patch management software
  • Object Management Group Object Request Broker
  • Job control language JCL
  • Microsoft SQL Server Integration Services SSIS
  • Stress testing software
  • Microsoft Outlook
  • LogMeIn GoToWebinar
  • Ruby
  • Oberon
  • Appium
  • Microsoft PowerShell
  • Moodle
  • Mutation testing software
  • Microsoft Visio
  • Oracle Java 2 Platform Enterprise Edition J2EE
  • Event-driven State-machines Programming
  • The MathWorks MATLAB
  • IBM Rational Rose XDE
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  • Amazon CodeWhisperer
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  • Graphics processing unit GPU
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  • Digital cameras
  • Application servers
  • Computer network routers
  • Multi-core central processing unit CPU
  • Computer servers
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  • Mainframe operating systems
  • Supercomputers
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  • Directory servers

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