AITakeover Tracker
31%medium risk

Natural Sciences Managers

SOC: 11-9121.00 · Job Zone 5 (Extensive preparation)

Plan, direct, or coordinate activities in such fields as life sciences, physical sciences, mathematics, statistics, and research and development in these fields.

MediumEst. full displacement: 20412051high confidence
Raw task score: 42.0Protective discount: 25.5%16 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Natural Sciences Managers faces moderate AI displacement risk with a score of 31/100. Significant displacement is estimated between 2041 and 2051. Of 16 analyzed tasks, 1 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Protective Factors

Total protective discount: 25.5%

Skill Analysis

AI-Vulnerable Skills (6)

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%

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

Mathematics10%

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

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 (7)

Complex Problem Solving75%

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

Coordination70%

Coordination 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.

Negotiation85%

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

Manual Dexterity80%

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

AI-Augmented Skills (5)

WritingCritical ThinkingJudgment and Decision MakingActive LearningSystems Analysis

Recommendations

Skills to Develop

These skills are at risk from AI automation. Natural Sciences Managers 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.

  • 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

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

  • 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.

  • 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.

  • Persuasion

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

  • Instructing

    Instructing 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.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • 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.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Task Breakdown

16 tasks analyzed

Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 10%

Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.

Non-Routine InterpersonalAI: 10Risk: 19.0Time: 8%

Plan or direct research, development, or production activities.

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 10%

Review project activities and prepare and review research, testing, or operational reports.

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 8%

Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement.

Non-Routine AnalyticalAI: 55Risk: 49.0Time: 7%

Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals.

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 7%

Hire, supervise, or evaluate engineers, technicians, researchers, or other staff.

Non-Routine InterpersonalAI: 10Risk: 19.0Time: 8%

Design or coordinate successive phases of problem analysis, solution proposals, or testing.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 7%

Recruit personnel or oversee the development or maintenance of staff competence.

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 4%

Prepare project proposals.

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 6%

Provide for stewardship of plant or animal resources or habitats, studying land use, monitoring animal populations, or providing shelter, resources, or medical treatment for animals.

Non-Routine ManualAI: 5Risk: 11.0Time: 2%

Conduct own research in field of expertise.

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 6%

Prepare and administer budgets, approve and review expenditures, and prepare financial reports.

Routine CognitiveAI: 85Risk: 83.2Time: 8%

Make presentations at professional meetings to further knowledge in the field.

Non-Routine InterpersonalAI: 20Risk: 23.0Time: 3%

Develop innovative technology or train staff for its implementation.

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 4%

Advise or assist in obtaining patents or meeting other legal requirements.

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 2%

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Career Planning

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