AI Career Radar

Computer Systems Engineers/Architects

Design and develop solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions.

AI exposure45 / 100Moderate exposure

Based on O*NET work context for this occupation. This score does not predict individual job losses.

What drives the score

Automation and repetition raise exposure; freedom to set tasks lowers it. Each measure uses a 0–100 scale.

Degree of automation43
Freedom to set tasks75
Repeating the same tasks68
$116,580Median annual wage, U.S.BLS OEWS
+5.1%Jobs, 2025 to 2035 (faster than average)BLS Employment Projections
71Skill durability (moderate)Transferability, out of 100

How well your skills transfer

Each skill is scored on how well it transfers into occupations that are growing and less exposed. The ones high on both importance and transfer are worth deepening.

Highest transferability first

Both scores out of 100

Skills ranked by transferability. Both scores use a 0–100 scale.
SkillTransferabilityImportance in current role
Active Listening
63
75
Critical Thinking
63
75
Speaking
63
72
Monitoring
63
63
Judgment and Decision Making
63
60
Complex Problem Solving
62
69
Active Learning
62
66
Coordination
62
50
Reading Comprehension
61
75
Time Management
61
50
Show 25 more skills
Skills ranked by transferability. Both scores use a 0–100 scale.
SkillTransferabilityImportance in current role
Writing
60
72
Social Perceptiveness
60
50
Learning Strategies
58
50
Instructing
58
50
Systems Analysis
57
72
Systems Evaluation
56
72
Service Orientation
56
50
Persuasion
54
47
Mathematics
53
50
Science
52
50
Negotiation
52
44
Management of Personnel Resources
50
50
Operations Analysis
49
69
Installation
48
16
Quality Control Analysis
47
53
Technology Design
47
38
Troubleshooting
47
38
Equipment Selection
47
28
Management of Financial Resources
47
28
Management of Material Resources
47
25
Equipment Maintenance
47
22
Operations Monitoring
46
50
Repairing
46
19
Programming
45
63
Operation and Control
43
25

Compare how well you can use each skill in growing, low-exposure occupations with its importance in your current role. How we score skills.

Jobs you could move to

Compare related occupations by skill overlap, retraining effort, pay and projected growth. Choose a priority to adjust the ranking. Licensing requirements may limit some routes.

85/100 match
Median pay · U.S.
$175,140
10-yr growth
+15.8%
Skill gap
8%
Retraining
Low

Skills to build: Management of Financial Resources, Coordination, Social Perceptiveness, Management of Personnel Resources

83/100 match
Median pay · U.S.
$129,180
10-yr growth
+21%
Skill gap
0%
Retraining
Low

Skills to build: Time Management

#3ProsthodontistsHealthcare
83/100 match
Median pay · U.S.
$311,180
10-yr growth
+5.8%
Skill gap
3%
Retraining
Low

Skills to build: Social Perceptiveness, Time Management, Speaking, Monitoring

82/100 match
Median pay · U.S.
$135,880
10-yr growth
+21.1%
Skill gap
5%
Retraining
Low

Skills to build: Monitoring, Operations Monitoring, Service Orientation, Judgment and Decision Making

80/100 match
Median pay · U.S.
$167,220
10-yr growth
+8.2%
Skill gap
8%
Retraining
Low

Skills to build: Coordination, Social Perceptiveness, Time Management, Management of Personnel Resources

#6OrthodontistsHealthcare
80/100 match
Median pay · U.S.
$289,140
10-yr growth
+6%
Skill gap
10%
Retraining
Low

Skills to build: Social Perceptiveness, Coordination, Time Management, Monitoring

A second source of income, before you need it

This page can tell you where Computer Systems Engineers/Architects could go and what the move costs. The other route is not a move at all: something small of your own, running alongside the job, started while there is no pressure on it.

Where to learn the missing half: Google Career Certificates for systems analysis · active learning, LinkedIn Learning for writing · speaking, edX for mathematics · reading and PlanetNoCode for complex problem solving. Some of those are affiliate links. It never changes what we list.

Snapshot: O*NET 31.0, BLS OEWS May 2025, BLS Employment Projections 2025-2035. Scoring v2.1.0-onet-31.0. Method on the how it works page.