Software Quality Assurance Engineers and Testers
Develop and execute software test plans in order to identify software problems and their causes.
AI Impact Summary
Software Quality Assurance Engineers and Testers faces moderate AI displacement risk with a score of 41/100. This occupation has higher AI displacement risk than 83% of all analyzed occupations. Of 28 analyzed tasks, 6 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Programming is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Software Quality Assurance Engineers and Testers skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
IBM AI Engineering Professional Certificate
by IBM
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Inspired Leadership Through Emotional Intelligence
by Case Western Reserve University
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
28 tasks analyzed
Design test plans, scenarios, scripts, or procedures.
Document software defects, using a bug tracking system, and report defects to software developers.
Identify, analyze, and document problems with program function, output, online screen, or content.
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.
Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.
Document test procedures to ensure replicability and compliance with standards.
Plan test schedules or strategies in accordance with project scope or delivery dates.
Test system modifications to prepare for implementation.
Conduct software compatibility tests with programs, hardware, operating systems, or network environments.
Monitor bug resolution efforts and track successes.
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.
Update automated test scripts to ensure currency.
Provide feedback and recommendations to developers on software usability and functionality.
Create or maintain databases of known test defects.
Install, maintain, or use software testing programs.
Install and configure recreations of software production environments to allow testing of software performance.
Monitor program performance to ensure efficient and problem-free operations.
Identify program deviance from standards, and suggest modifications to ensure compliance.
Develop or specify standards, methods, or procedures to determine product quality or release readiness.
Design or develop automated testing tools.
Investigate customer problems referred by technical support.
Conduct historical analyses of test results.
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
Evaluate or recommend software for testing or bug tracking.
Coordinate user or third-party testing.
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.
Visit beta testing sites to evaluate software performance.
Provide technical support during software installation or configuration.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Design test plans, scenarios, scripts, or procedures. | 70Estimated | 55.0% | 8% | |
| Document software defects, using a bug tracking system, and report defects to software developers. | 49.7Observed | 69.1% | 6% | |
| Identify, analyze, and document problems with program function, output, online screen, or content. | 60Estimated | 51.0% | 7% | |
| Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability. | 65Estimated | 53.0% | 7% | |
| Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems. | 30Estimated | 27.0% | 4% | |
| Document test procedures to ensure replicability and compliance with standards. | 90Estimated | 85.2% | 4% | |
| Plan test schedules or strategies in accordance with project scope or delivery dates. | 50Estimated | 47.0% | 4% | |
| Test system modifications to prepare for implementation. | 50.85Observed | 69.5% | 5% | |
| Conduct software compatibility tests with programs, hardware, operating systems, or network environments. | 85Estimated | 83.2% | 4% | |
| Monitor bug resolution efforts and track successes. | 39.65Observed | 65.1% | 3% | |
| Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. | 38.18Observed | 64.5% | 3% | |
| Update automated test scripts to ensure currency. | 56.5Observed | 71.8% | 4% | |
| Provide feedback and recommendations to developers on software usability and functionality. | 52.48Observed | 36.0% | 3% | |
| Create or maintain databases of known test defects. | 90Estimated | 85.2% | 2% | |
| Install, maintain, or use software testing programs. | 80Estimated | 81.2% | 3% | |
| Install and configure recreations of software production environments to allow testing of software performance. | 55Estimated | 49.0% | 3% | |
| Monitor program performance to ensure efficient and problem-free operations. | 92Estimated | 86.0% | 3% | |
| Identify program deviance from standards, and suggest modifications to ensure compliance. | 80Estimated | 59.0% | 3% | |
| Develop or specify standards, methods, or procedures to determine product quality or release readiness. | 60Estimated | 51.0% | 3% | |
| Design or develop automated testing tools. | 59.08Observed | 50.6% | 4% | |
| Investigate customer problems referred by technical support. | 44.85Observed | 44.9% | 3% | |
| Conduct historical analyses of test results. | 70Estimated | 55.0% | 2% | |
| Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. | 49.3Observed | 46.7% | 3% | |
| Evaluate or recommend software for testing or bug tracking. | 56.5Observed | 49.6% | 2% | |
| Coordinate user or third-party testing. | 30Estimated | 27.0% | 2% | |
| Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions. | 35Estimated | 29.0% | 2% | |
| Visit beta testing sites to evaluate software performance. | 10Estimated | 19.0% | 2% | |
| Provide technical support during software installation or configuration. | 42.05Observed | 31.8% | 2% |
Protective Factors
Total protective discount: 28.0%
Essential Soft Skills
Traits that are hard for AI to replicate
Explore other career paths
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Software Quality Assurance Engineers and Testers professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Programming
High reliance on Programming is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 3 scoring runs
overall change