Takeover Tracker
32%medium risk

Computer and Information Research Scientists

Conduct research into fundamental computer and information science as theorists, designers, or inventors. Develop solutions to problems in the field of computer hardware and software.

Higher risk than 53% of occupations
Checking for existing plan...

How AI Impacts Each Task

15 tasks analyzed

Analyze problems to develop solutions involving computer hardware and software.

Risk: 50.8%AI: 59.6ObservedTime: 15%

Design computers and the software that runs them.

Risk: 47.0%AI: 50EstimatedTime: 10%

Assign or schedule tasks to meet work priorities and goals.

Risk: 65.2%AI: 39.9ObservedTime: 5%

Evaluate project plans and proposals to assess feasibility issues.

Risk: 38.3%AI: 28.12ObservedTime: 8%

Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.

Risk: 56.4%AI: 73.45ObservedTime: 15%

Consult with users, management, vendors, and technicians to determine computing needs and system requirements.

Risk: 40.5%AI: 63.73ObservedTime: 8%

Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.

Risk: 80.0%AI: 77EstimatedTime: 4%

Meet with managers, vendors, and others to solicit cooperation and resolve problems.

Risk: 23.0%AI: 20EstimatedTime: 6%

Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.

Risk: 47.9%AI: 52.12ObservedTime: 12%

Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.

Risk: 43.0%AI: 40EstimatedTime: 5%

Develop and interpret organizational goals, policies, and procedures.

Risk: 49.6%AI: 56.53ObservedTime: 3%

Approve, prepare, monitor, and adjust operational budgets.

Risk: 78.0%AI: 72EstimatedTime: 2%

Participate in staffing decisions and direct training of subordinates.

Risk: 23.0%AI: 20EstimatedTime: 3%

Develop performance standards, and evaluate work in light of established standards.

Risk: 49.3%AI: 55.65ObservedTime: 2%

Direct daily operations of departments, coordinating project activities with other departments.

Risk: 27.0%AI: 30EstimatedTime: 2%

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.

Reading Comprehension10%

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

Programming15%

High reliance on Programming 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.

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.

Coordination70%

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

Persuasion80%

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

Service Orientation82%

Service Orientation 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 Computer and Information Research Scientists 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

IBM AI Engineering Professional Certificate

by IBM

~12 weeks$49/mo4.6Certificate
Addresses vulnerability: Programming

Estimated Impact

-7.4pt risk

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

-5.5pt risk

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

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.

Score History

Risk score over 3 scoring runs

-3.8

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree2%
Doctoral/Professional Degree59%
Level 921%
Level 1115%
Level 123%

Prior Experience Needed

Work experience required to enter this job

None6%
Up to 1 month1%
1-2 years6%
2-4 years48%
4-6 years20%
6-8 years1%
8-10 years18%
Over 10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None36%
3-6 months21%
6 months - 1 year37%
1-2 years4%
2-4 years1%

Related News

Recent articles about AI affecting this occupation

5 articles

IBM plans 750 new AI and quantum jobs in its Chicago hub

The tech giant is significantly expanding its Midwest footprint by adding hundreds of specialized roles in artificial intelligence and quantum computing. This signals a major regional investment outside traditional coastal tech hubs.

Reddit r/artificialyesterday

OpenAI Claims LLMs Now Surpass Human Scientists in Formulating Research

Current language models can now outperform human scientists in generating novel research questions, according to an OpenAI executive. This suggests AI is moving beyond data processing into the ideation phase of scientific discovery.

r/singularityyesterday

SAS Integrates AI Agents, Shifting Data Analytics Workflows

Data scientists will soon share their primary analytics environments with autonomous agents like Claude and Copilot. This integration allows AI to directly execute complex data tasks, fundamentally altering the daily workflow of analytics professionals.

The New Stack2d ago

Meta, Google, OpenAI among Big Tech firms seeing top staff leaving to launch AI startups

Elite talent from major tech giants are abandoning their lucrative corporate roles to found independent ventures. These defectors are successfully securing hundreds of millions in venture capital just months after launching, signaling a massive brain drain.

CNBC Tech2d ago

The Disappearing AI Middle Class

The tech industry is fracturing into a polarized workforce of elite AI researchers and low-paid data labelers, hollowing out mid-level engineering roles. Professionals are facing a widening skills gap as traditional software jobs evolve.

The New Stack4d ago

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