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Automation Risk Analysis

Will “Data Modeler” be Automated?

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AI Exposure Risk

62%

“Data Modeler” 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%

“Data Modeler” 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

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

  • Design or develop automated testing tools.

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

  • Install, maintain, or use software testing programs.

  • Create or maintain databases of known test defects.

  • Test system modifications to prepare for implementation.

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

  • 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.

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

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

  • Coordinate user or third-party testing.

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

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

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

  • Evaluate or recommend software for testing or bug tracking.

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

  • Update automated test scripts to ensure currency.

  • Monitor bug resolution efforts and track successes.

  • Conduct historical analyses of test results.

  • Investigate customer problems referred by technical support.

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

  • 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.

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

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

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

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

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

  • Visit beta testing sites to evaluate software performance.

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Alternative Job Titles