Takeover Tracker
30%medium risk

Management Analysts

Conduct organizational studies and evaluations, design systems and procedures, conduct work simplification and measurement studies, and prepare operations and procedures manuals to assist management in operating more efficiently and effectively. Includes program analysts and management consultants.

Higher risk than 38% of occupations
Checking for existing plan...

How AI Impacts Each Task

11 tasks analyzed

Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.

Risk: 50.7%AI: 59.25ObservedTime: 15%

Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used.

Risk: 19.0%AI: 10EstimatedTime: 15%

Analyze data gathered and develop solutions or alternative methods of proceeding.

Risk: 53.0%AI: 65EstimatedTime: 15%

Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.

Risk: 52.7%AI: 64.28ObservedTime: 10%

Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.

Risk: 23.0%AI: 20EstimatedTime: 10%

Gather and organize information on problems or procedures.

Risk: 68.9%AI: 49.15ObservedTime: 10%

Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.

Risk: 35.0%AI: 50EstimatedTime: 8%

Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.

Risk: 27.0%AI: 30EstimatedTime: 5%

Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.

Risk: 82.0%AI: 82EstimatedTime: 5%

Design, evaluate, recommend, and approve changes of forms and reports.

Risk: 49.0%AI: 55EstimatedTime: 5%

Recommend purchase of storage equipment and design area layout to locate equipment in space available.

Risk: 53.5%AI: 66.17ObservedTime: 2%

Skill Impact 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%

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.

Social Perceptiveness90%

Social Perceptiveness 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.

Coordination70%

Coordination 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.

Persuasion80%

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

Recommended Courses

Courses matched to Management Analysts 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

-7.4pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.6pt risk+$6K/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

-4.1pt risk+$7K/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.

Alternate Career Paths

See all transitions

Score History

Risk score over 3 scoring runs

-5.9

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree38%
Master's Degree12%
Doctoral/Professional Degree46%
Level 94%

Prior Experience Needed

Work experience required to enter this job

1-2 years12%
2-4 years23%
4-6 years42%
6-8 years8%
8-10 years4%
Over 10 years12%

Training Provided After Hiring

How long it typically takes to learn on the job

None12%
Up to 1 month4%
1-3 months12%
3-6 months15%
6 months - 1 year27%
1-2 years8%
2-4 years12%
4-6 years12%

Related News

Recent articles about AI affecting this occupation

5 articles

KPMG pulls report on AI usage due to apparent hallucinations

The consulting firm was forced to retract its own research after discovering the data contained AI-generated fabrications. The incident highlights the ongoing reliability risks of using generative tools for knowledge work.

TechCrunch AIyesterday

Deloitte salary leaks highlight consulting compensation amid AI fears

Newly leaked compensation data from the Big Four firm reveals employee dissatisfaction with current pay scales. Professionals are heavily scrutinizing these numbers as consulting firms invest in AI tools that threaten billable hours.

Going ConcernJun 6

Microsoft Build 2026 Signals Shift Toward Fully Autonomous Enterprise Ops

Deep integrations between data systems and algorithms are threatening to automate vast swaths of middle-management and operational planning roles. Enterprises are actively building the infrastructure needed to run departments with minimal human oversight.

Forbes AIJun 2

Exclusive: Office workers embrace OpenAI's Codex

Knowledge workers now represent 20% of Codex users, with their adoption rate growing three times faster than software developers. This rapid uptake indicates non-technical staff are increasingly using AI coding tools to automate their own daily administrative and analytical tasks.

AxiosJun 2

EY Canada's AI-generated cybersecurity report caught using fake citations

A major consulting firm was caught publishing professional research filled with fabricated references generated by artificial intelligence. The blunder serves as a massive warning for knowledge workers relying on LLMs for unverified research.

GptzeroMay 30

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