Takeover Tracker
35%medium risk

Chemical Engineers

Design chemical plant equipment and devise processes for manufacturing chemicals and products, such as gasoline, synthetic rubber, plastics, detergents, cement, paper, and pulp, by applying principles and technology of chemistry, physics, and engineering.

Higher risk than 67% of occupations
Checking for existing plan...

How AI Impacts Each Task

14 tasks analyzed

Monitor and analyze data from processes and experiments.

Risk: 55.0%AI: 70EstimatedTime: 12%

Develop safety procedures to be employed by workers operating equipment or working in close proximity to ongoing chemical reactions.

Risk: 54.2%AI: 68.05ObservedTime: 5%

Develop processes to separate components of liquids or gases or generate electrical currents, using controlled chemical processes.

Risk: 47.0%AI: 50EstimatedTime: 10%

Troubleshoot problems with chemical manufacturing processes.

Risk: 47.6%AI: 51.55ObservedTime: 10%

Evaluate chemical equipment and processes to identify ways to optimize performance or to ensure compliance with safety and environmental regulations.

Risk: 51.4%AI: 61ObservedTime: 8%

Perform laboratory studies of steps in manufacture of new products and test proposed processes in small-scale operation, such as a pilot plant.

Risk: 39.0%AI: 30EstimatedTime: 8%

Conduct research to develop new and improved chemical manufacturing processes.

Risk: 49.0%AI: 55EstimatedTime: 8%

Prepare estimate of production costs and production progress reports for management.

Risk: 85.2%AI: 90EstimatedTime: 5%

Design measurement and control systems for chemical plants based on data collected in laboratory experiments and in pilot plant operations.

Risk: 55.6%AI: 71.43ObservedTime: 6%

Determine most effective arrangement of operations such as mixing, crushing, heat transfer, distillation, and drying.

Risk: 54.6%AI: 69ObservedTime: 5%

Perform tests and monitor performance of processes throughout stages of production to determine degree of control over variables such as temperature, density, specific gravity, and pressure.

Risk: 83.2%AI: 85EstimatedTime: 6%

Direct activities of workers who operate or are engaged in constructing and improving absorption, evaporation, or electromagnetic equipment.

Risk: 23.0%AI: 20EstimatedTime: 5%

Design and plan layout of equipment.

Risk: 49.0%AI: 55EstimatedTime: 4%

Develop computer models of chemical processes.

Risk: 51.0%AI: 60EstimatedTime: 8%

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.

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.

Reading Comprehension10%

High reliance on Reading Comprehension 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 (11)

Complex Problem Solving75%

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

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.

Negotiation85%

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

Persuasion80%

Persuasion 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.

Instructing75%

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

Recommended Courses

Courses matched to Chemical Engineers 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7.9pt risk+$7K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courseraintermediate

Systems Thinking In Practice

by The Open University

20 hours$49/mo4.5Certificate
Enhances AI augmentation: Systems Analysis

Estimated Impact

-5.6pt risk+$7K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.3pt 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.

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Score History

Risk score over 2 scoring runs

-0.9

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree82%
Doctoral/Professional Degree9%
Level 119%

Prior Experience Needed

Work experience required to enter this job

None36%
1-3 months5%
3-6 months9%
6 months - 1 year9%
1-2 years14%
2-4 years9%
4-6 years14%
Over 10 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

None9%
Up to 1 month27%
1-3 months14%
3-6 months18%
6 months - 1 year18%
1-2 years9%
2-4 years5%

Related News

Recent articles about AI affecting this occupation

4 articles

Meta Layoff Pushes Young Data Scientist to Rethink Big Tech Careers in AI Era

A former Meta data scientist is publicly questioning the long-term viability of traditional corporate tech tracks following recent cuts. Her experience reflects a growing disillusionment among Gen Z workers who are realizing Big Tech no longer guarantees job security.

Business Insider Tech20h ago

Why OpenAI and Anthropic are hiring forward deployed engineer teams

Top AI labs are aggressively recruiting specialized engineers to embed directly with enterprise clients and integrate models into their workflows. This signals a massive shift from building foundational models to implementing them in corporate environments.

The New StackMay 28

Flick (YC F25) Is Hiring Front End Engineer to Build Figma for AI Filmmaking

Y Combinator-backed startup Flick is actively recruiting front-end talent to develop a collaborative interface for generative video. This signals growing demand for traditional UI/UX engineers to build the tooling layer for emerging AI media platforms.

YcombinatorMay 24

Forward Deployed Engineer: How to Land AI's Hottest Job

Tech giants like OpenAI and Google are aggressively recruiting hybrid engineers to help enterprise clients implement AI models. This blend of software engineering and client-facing consulting is rapidly becoming the most lucrative career path in tech.

The New StackMay 16

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis