AITakeover Tracker
36%medium risk

Compensation, Benefits, and Job Analysis Specialists

Conduct programs of compensation and benefits and job analysis for employer. May specialize in specific areas, such as position classification and pension programs.

Higher risk than 70% of occupations

AI Impact Summary

Compensation, Benefits, and Job Analysis Specialists faces moderate AI displacement risk with a score of 36/100. This occupation has higher AI displacement risk than 70% of all analyzed occupations. Of 25 analyzed tasks, 5 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)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming 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/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

Critical ThinkingJudgment and Decision MakingWritingActive LearningMonitoringSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Compensation, Benefits, and Job Analysis Specialists 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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.9pt risk+$4K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.2pt risk+$4K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.9pt risk+$5K/yr salary

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

High School Diploma9%
Some College4%
Post-Secondary Certificate9%
Associate's Degree4%
Bachelor's Degree70%
Doctoral/Professional Degree4%

Prior Experience Needed

Work experience required to enter this job

1-2 years4%
2-4 years33%
4-6 years38%
6-8 years21%
Over 10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None17%
Up to 1 month9%
1-3 months9%
3-6 months22%
6 months - 1 year30%
1-2 years4%
2-4 years4%
4-6 years4%

How AI Impacts Each Task

25 tasks analyzed

Evaluate job positions, determining classification, exempt or non-exempt status, and salary.

Risk: 47.7%AI: 51.75ObservedTime: 10%

Ensure company compliance with federal and state laws, including reporting requirements.

Risk: 84.0%AI: 87EstimatedTime: 8%

Prepare occupational classifications, job descriptions, and salary scales.

Risk: 67.8%AI: 46.6ObservedTime: 6%

Provide advice on the resolution of classification and salary complaints.

Risk: 27.0%AI: 30EstimatedTime: 5%

Research job and worker requirements, structural and functional relationships among jobs and occupations, and occupational trends.

Risk: 51.0%AI: 60EstimatedTime: 6%

Administer employee insurance, pension and savings plans, working with insurance brokers and plan carriers.

Risk: 80.0%AI: 77EstimatedTime: 6%

Advise managers and employees on state and federal employment regulations, collective agreements, benefit and compensation policies, personnel procedures, and classification programs.

Risk: 38.6%AI: 59ObservedTime: 6%

Perform multifactor data and cost analyses that may be used in areas such as support of collective bargaining agreements.

Risk: 51.0%AI: 60EstimatedTime: 5%

Prepare reports, such as organization and flow charts, and career path reports to summarize job analysis and evaluation and compensation analysis information.

Risk: 86.0%AI: 92EstimatedTime: 4%

Plan, develop, evaluate, improve, and communicate methods and techniques for selecting, promoting, compensating, evaluating, and training workers.

Risk: 55.7%AI: 71.8ObservedTime: 4%

Research employee benefit and health and safety practices and recommend changes or modifications to existing policies.

Risk: 49.0%AI: 55EstimatedTime: 4%

Develop, implement, administer and evaluate personnel and labor relations programs, including performance appraisal, affirmative action, and employment equity programs.

Risk: 52.0%AI: 62.5ObservedTime: 4%

Advise staff of individuals' qualifications.

Risk: 29.0%AI: 35EstimatedTime: 2%

Assess need for and develop job analysis instruments and materials.

Risk: 51.0%AI: 60EstimatedTime: 3%

Negotiate collective agreements on behalf of employers or workers, and mediate labor disputes and grievances.

Risk: 21.0%AI: 15EstimatedTime: 2%

Consult with or serve as a technical liaison between business, industry, government, and union officials.

Risk: 23.0%AI: 20EstimatedTime: 2%

Review occupational data on Alien Employment Certification Applications to determine the appropriate occupational title and code, and provide local offices with information about immigration and occupations.

Risk: 86.0%AI: 92EstimatedTime: 2%

Observe, interview, and survey employees and conduct focus group meetings to collect job, organizational, and occupational information.

Risk: 23.0%AI: 20EstimatedTime: 3%

Assist in preparing and maintaining personnel records and handbooks.

Risk: 74.5%AI: 63.22ObservedTime: 2%

Analyze organizational, occupational, and industrial data to facilitate organizational functions and provide technical information to business, industry, and government.

Risk: 42.5%AI: 38.85ObservedTime: 2%

Plan and develop curricula and materials for training programs and conduct training.

Risk: 42.3%AI: 68.23ObservedTime: 2%

Work with the Department of Labor and promote its use with employers.

Risk: 23.0%AI: 20EstimatedTime: 2%

Prepare research results for publication in form of journals, books, manuals, and film.

Risk: 52.9%AI: 64.78ObservedTime: 2%

Speak at conferences and events to promote apprenticeships and related training programs.

Risk: 19.0%AI: 10EstimatedTime: 2%

Develop and administer compensation programs such as merit or incentive pay.

Risk: 47.0%AI: 50EstimatedTime: 8%

Protective Factors

Total protective discount: 30.3%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityAttention to DetailAnalytical ThinkingDependabilityInitiativeAdaptability/FlexibilityCooperationSelf ControlAchievement/EffortPersistenceIndependenceStress Tolerance

Wage & Employment (2024)

Median Wage

$77,020

per year

Mean Wage

$82,920

per year

Employment

102K

workers

Wage Range

$48,300 - $128,830

10th - 90th pct

Wage Distribution

$48,300Median: $77,020$128,830
Career Planning

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Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Compensation, Benefits, and Job Analysis Specialists professionals should diversify beyond them.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Reading Comprehension

    High reliance on Reading Comprehension 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

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Memorization

    Memorization 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.

  • Social Perceptiveness

    Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

  • Persuasion

    Persuasion 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.

  • 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.

  • Writing

    Writing 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.

  • Monitoring

    Monitoring 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

-2.7

overall change

Checking for existing plan...